Gemini vs Perplexity

Agent access

1. ai-native userPoint an agent at llms.txt or agent-oriented docs

   weight 2 · round to Perplexity
   Gemini—none0/10

   No evidence that Gemini can be pointed at llms.txt or agent-oriented documentation formats; the evidence only covers uploading files, GitHub repos, and connecting to apps, none of which address consuming llms.txt or agent-facing docs conventions. Missing for 10: any mention of llms.txt support, agent-oriented doc parsing, or a documented workflow for feeding agent-discovery docs to Gemini.

   ⚑ flag

   Perplexity✓fullprobed9/10

   Perplexity's docs site directly serves an llms.txt file (HTTP 200) plus per-page .md variants that explicitly point agents to the llms.txt index for full documentation, confirming a genuine agent-oriented docs surface; this is corroborated by an OpenAPI spec, official MCP server, and CLI docs also structured for agent consumption. Missing for 10: independent third-party confirmation that agents actually consume this llms.txt successfully in practice.

   • [probe] “PROBE llms.txt: HTTP 200 at https://docs.perplexity.ai/llms.txt # Perplexity > Perplexity API documentation for building with the Agent API…”
   • [probe] “PROBE docs-md: HTTP 200 at https://docs.perplexity.ai/docs/getting-started/overview.md > ## Documentation Index > Fetch the complete documen…”
   • [probe] “PROBE openapi: HTTP 200 at https://docs.perplexity.ai/openapi.json — contains "openapi" key”
   • [claimed-docs] “The pplx CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and co…”

   proof ↗⚑ flag

2. ai-native userRun the product headlessly / in CI for automation

   weight 2 · round to Perplexity
   Gemini—none0/10

   The evidence pack is dominated by consumer-facing Gemini Apps documentation (chat, image generation, Gemini Live, notebooks) and contains no first-party documentation of a headless mode, CI integration, or automation-friendly API/CLI usage. The only hint of a CLI tool appears in community complaints (gemini-comm-14, gemini-comm-15) about login failures for Workspace accounts trying to use 'Gemini CLI' for software development, which does not establish that headless/CI automation works.

   • [community] “I love how fragmented Google's Gemini offerings are. I'm a Pro subscriber, but I now learn I should be a 'Gemini Code Assist Standard or Ent…”
   • [community] “'Failed to login. Ensure your Google account is not a Workspace account.' ... now as a Workspace account I cant use Gemini CLI for my work, …”

   proof ↗⚑ flag

   Perplexity✓fullprobed7/10

   Perplexity provides an OpenAI-compatible Agent API with structured JSON output, model fallback, sandboxed code execution, and reusable profiles, plus a dedicated `pplx` CLI explicitly designed for shell pipelines and coding agents that need current web results — all suitable for headless/CI automation. missing for 10: no independent/hands-on report confirming real-world CI pipeline usage, and no documented rate-limit/quota guidance specifically for automated batch workloads.

   • [claimed-docs] “The pplx CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and co…”
   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [claimed-docs] “The `sandbox` tool gives the agent an isolated Linux container to run real code and use the output in its answer”
   • [claimed-docs] “Structured output makes the model return JSON that conforms to a schema you define, so you can deserialize it directly.”
   • [claimed-docs] “Model fallback enables specifying multiple models in a `models` array. The API tries each model in order until one succeeds, providing autom…”
   • [claimed-docs] “A profile is a reusable, versioned configuration that you save and manage.”
   • [probe] “PROBE openapi: HTTP 200 at https://docs.perplexity.ai/openapi.json — contains "openapi" key”
   • [probe] “official CLI documented at https://docs.perplexity.ai/docs/cli/overview”

   proof ↗⚑ flag

3. ai-native userPlug MCP servers into this product so it can use their tools

   weight 3 · round drawn
   Gemini—none0/10

   Evidence covers Gemini Apps' 'Connected Apps' feature (Gmail, Calendar, Maps, Flights) and coding-related uploads (GitHub repos, folders), but nothing describes plugging in Model Context Protocol (MCP) servers as a tool-connection mechanism. Missing for 10: any documentation or mention of MCP server support, MCP client configuration, or third-party tool registration via MCP standard.

   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “Get started with Connected Apps in Gemini **Important:** For now, Gemini can’t use Connected Apps in Gemini in Google Messages.”

   proof ↗⚑ flag

   Perplexity—none0/10

   All MCP evidence describes Perplexity acting as an MCP *server* (Computer MCP server, Perplexity MCP Server) that other AI assistants can connect to, not Perplexity itself consuming external MCP servers as a client to gain new tools. There is no documentation of a settings/config surface where a user adds arbitrary third-party MCP servers for Perplexity to call.

   • [claimed-docs] “Through the Model Context Protocol, your MCP client can delegate complex, multi-step work to Computer and receive structured results.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “The Perplexity MCP Server enables AI assistants to access Perplexity's powerful search and reasoning capabilities directly within their work…”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”

   proof ↗⚑ flag

4. ai-native userUse an official CLI

   weight 2 · round to Perplexity
   Gemini~partialcommunity4/10

   Community discussion confirms the existence of an official 'Gemini CLI' used for software development (comm-13, comm-14), but there is no first-party documentation of it in the evidence pack, and a hands-on report shows it fails to work for Workspace accounts ('Failed to login... now as a Workspace account I cant use Gemini CLI for my work') (comm-15). Missing for 10: official CLI documentation/spec, installation and usage guides, and evidence that login/account restrictions have been resolved.

   • [community] “I have been using this for about a month and it's a beast, mostly thanks to 2.5pro being SOTA and also how it leverages that huge 1M context…”
   • [community] “I love how fragmented Google's Gemini offerings are. I'm a Pro subscriber, but I now learn I should be a 'Gemini Code Assist Standard or Ent…”
   • [community] “'Failed to login. Ensure your Google account is not a Workspace account.' ... now as a Workspace account I cant use Gemini CLI for my work, …”

   proof ↗⚑ flag

   Perplexity✓fullprobed8/10

   Perplexity documents an official `pplx` CLI that returns structured JSON from the Search API, explicitly designed for shell pipelines, terminal work, and coding agents, with an independent probe confirming the docs page exists. Missing for 10: independent hands-on community review of the CLI itself (evidence is entirely first-party docs/probe) and detail on install/auth flows.

   • [claimed-docs] “The pplx CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and co…”
   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [probe] “official CLI documented at https://docs.perplexity.ai/docs/cli/overview”

   proof ↗⚑ flag

5. ai-native userDrive the product through a documented public API

   weight 3 · round to Perplexity
   Gemini~partialcommunity5/10

   Community evidence confirms a public Gemini API exists and is actively used by developers (pricing tiers, model versions, Google AI Studio parameters like temperature and top_k), but the evidence pack contains no first-party API reference documentation, and one community report notes undocumented/hidden parameter behavior (fixed top_k, capped temperature) that limits full programmatic control. missing for 10: first-party API reference/docs citation, SDK/auth documentation, confirmation that documented parameters match actual behavior.

   • [community] “API pricing is up to $2/M for input and $12/M for output. For comparison: Gemini 2.5 Pro was $1.25/M for input and $10/M for output, Gemini …”
   • [community] “I'm sure this is a very impressive model, but gemini-3-pro-preview is failing spectacularly at my fairly basic python benchmark. In fact, ge…”
   • [community] “My favorite benchmark is to analyze a very long audio file recording of a management meeting and produce very good notes along with a transc…”
   • [community] “Temperature continues to be gated to maximum of 0.2, and there's still the hidden top_k of 64 that you can't turn off. I love the google AI …”
   • [community] “It still failed my image identification test (a photoshopped picture of a dog with 5 legs)... Gemini 3 however, while still failing, at leas…”

   proof ↗⚑ flag

   Perplexity✓fullprobed9/10

   Perplexity publishes a documented public API (Agent API, Search API, embeddings) with an OpenAPI spec, supports structured output, model fallback, sandbox tool use, and profiles, plus a CLI and MCP integrations for programmatic/agentic access, confirmed by both docs and live probes returning valid OpenAPI/docs endpoints. Missing for 10: independent third-party developer corroboration of API reliability/robustness in production use.

   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [claimed-docs] “The `sandbox` tool gives the agent an isolated Linux container to run real code and use the output in its answer”
   • [claimed-docs] “Structured output makes the model return JSON that conforms to a schema you define, so you can deserialize it directly.”
   • [claimed-docs] “Model fallback enables specifying multiple models in a `models` array. The API tries each model in order until one succeeds, providing autom…”
   • [claimed-docs] “A profile is a reusable, versioned configuration that you save and manage.”
   • [claimed-docs] “The pplx CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and co…”
   • [probe] “PROBE openapi: HTTP 200 at https://docs.perplexity.ai/openapi.json — contains "openapi" key”
   • [probe] “PROBE llms.txt: HTTP 200 at https://docs.perplexity.ai/llms.txt # Perplexity > Perplexity API documentation for building with the Agent API…”
   • [probe] “official CLI documented at https://docs.perplexity.ai/docs/cli/overview”

   proof ↗⚑ flag

6. ai-native userBuild against official SDKs

   weight 2 · round to Perplexity
   Gemini—none0/10

   The evidence pack only covers Gemini's consumer-facing app features (uploads, Gemini Live, Gems, connected apps) and does not document any official SDKs for building applications (e.g., Python/Node/Go SDKs for the Gemini API). Community mentions reference API pricing and a 'Gemini CLI' having login issues, but no concrete SDK documentation or hands-on developer usage evidence is present.

   • [community] “API pricing is up to $2/M for input and $12/M for output. For comparison: Gemini 2.5 Pro was $1.25/M for input and $10/M for output, Gemini …”
   • [community] “'Failed to login. Ensure your Google account is not a Workspace account.' ... now as a Workspace account I cant use Gemini CLI for my work, …”

   proof ↗⚑ flag

   Perplexity~partialprobed4/10

   Perplexity documents a REST-based Agent API with an OpenAI-compatible endpoint and publishes an openapi.json spec, which supports SDK-style integration, but there is no explicit evidence of first-party official SDK libraries (e.g., a Perplexity Python/Node/Go client package) in the pack. missing for 10: explicit official SDK packages/libraries, language-specific SDK docs, independent developer corroboration of SDK usage.

   • [claimed-docs] “Unified access to open-weight models hosted by Perplexity through one OpenAI-compatible endpoint.”
   • [probe] “PROBE openapi: HTTP 200 at https://docs.perplexity.ai/openapi.json — contains "openapi" key”
   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”

   proof ↗⚑ flag

7. ai-native userSubscribe to events via webhooks

   weight 2 · round drawn
   Gemini—none0/10

   No evidence in the pack describes Gemini offering a webhook subscription mechanism for events; the docs cover imports, connected apps, Gems, Live, Deep Research, etc., but nothing about outbound webhooks or event subscriptions for AI-native/agentic integration.

   ⚑ flag

   Perplexity—none0/10

   No evidence anywhere in the pack of a webhook subscription mechanism for events (e.g., completed jobs, search results, agent tasks); documentation covers APIs, CLI, MCP servers, and apps but no event-driven webhook system.

   ⚑ flag

Agentic features

1. ai-native userGet AI-generated insights and suggestions from my data inside the product

   weight 2 · round to Gemini
   Gemini✓fullcommunity8/10

   Gemini's docs show robust support for generating insights from user data: uploading documents/spreadsheets/photos/videos for 'answers, summaries, and insights' (gemini-docs-25), Notebooks for organizing and querying sources (gemini-docs-11, gemini-docs-24, gemini-docs-29), Deep Research for in-depth analysis (gemini-docs-7), and Connected Apps that summarize Gmail and productivity data (gemini-docs-30). Independent hands-on reports corroborate real usage: navigating large codebases effortlessly (gemini-comm-13), replacing an OCR vendor for document ingestion with strong accuracy (gemini-comm-17), and NotebookLM being 'really powerful for comprehending large corpuses' (gemini-comm-19), though one report notes weaker accuracy on visual bounding-box tasks (gemini-comm-18). missing for 10: broader independent benchmarking specifically on insight-generation quality across data types, and resolution of the noted accuracy gaps in some visual tasks.

   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”
   • [claimed-docs] “Notebooks provide a continuous chat experience that remembers your sources, instructions, and ongoing discussions.”
   • [claimed-docs] “you can use notebooks to organize your projects in a dedicated, focused space.”
   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [community] “I have been using this for about a month and it's a beast, mostly thanks to 2.5pro being SOTA and also how it leverages that huge 1M context…”
   • [community] “I work in fintech and we replaced an OCR vendor with Gemini at work for ingesting some PDFs... Processing time went from something like 12 m…”
   • [community] “I've been using NotebookLM powered by Gemini 2.0 for three projects and it is really powerful for comprehending large corpuses you can't pos…”
   • [community] “Unfortunately Gemini really seems to struggle on this, and no matter how we tried prompting it, it would generate wildly inaccurate bounding…”

   proof ↗⚑ flag

   Perplexity~partialcommunity4/10

   Perplexity's Assistant (drafting emails, scheduling, booking) and the browser extension's 'Contextual Understanding' (answers tied to current page/domain) and 'Your Library' (curation of past discoveries) show the product surfacing suggestions tied to a user's own activity/context, but there's no explicit feature for uploading or connecting personal datasets (docs, CRM, files) and generating proactive analytical insights from them — the core product is web search/answers, not user-data analytics. missing for 10: dedicated personal-data ingestion/analysis capability, proactive insight-generation dashboards, independent evidence these 'insights' features work well in practice (community reports flag research features stalling and answer quality issues).

   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Your Library: More than search history, it's a curation of your discoveries.”
   • [claimed-docs] “Contextual Understanding: Get answers relevant to your current page or even specific to your current domain.”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

2. ai-native userSet up automations that run autonomously in the background

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Google's docs explicitly describe scheduling recurring actions so Gemini becomes part of daily/weekly/monthly routines (gemini-docs-8), and the Daily Brief feature autonomously delivers a personalized digest without user prompting (gemini-docs-32/41), supported by action-taking integrations with other apps (gemini-docs-10/17/23/30). However, evidence is limited to first-party docs with no independent/hands-on confirmation of reliability, no detail on trigger conditions, failure handling, or scope of what 'recurring actions' can actually do autonomously. Missing for 10: independent verification that scheduled automations run reliably unattended, documentation on trigger/condition logic, and evidence of broader autonomous multi-step task execution beyond simple digests.

   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence describes on-demand features (Assistant drafting emails/booking, Computer/MCP multi-step delegation, Agent API) that execute when invoked, but nothing documents scheduled, recurring, or persistent background automations that run autonomously without a user actively initiating each session. Missing for 10: any documented scheduling/trigger mechanism, recurring task execution, or evidence of an automation running unattended over time.

   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”

   proof ↗⚑ flag

3. ai-native userDelegate tasks to a built-in AI assistant inside the product

   weight 3 · round to Gemini
   Gemini✓fullcommunity8/10

   Gemini's docs show extensive task delegation: connected apps to take actions in Gmail/Calendar/Maps/Flights (gemini-docs-10, gemini-docs-23, gemini-docs-30), scheduled recurring actions (gemini-docs-8), custom Gems for specific goals (gemini-docs-9), Deep Research for autonomous multi-step research (gemini-docs-7), and Daily Brief proactive digests (gemini-docs-32, gemini-docs-41). Community evidence corroborates real-world delegated use cases like large codebase analysis and audio transcription (gemini-comm-13, gemini-comm-10). missing for 10: independent hands-on verification specifically of agentic task delegation/action-taking (vs. just Q&A), and evidence of reliability/success rate when Gemini executes multi-step delegated tasks.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [community] “I have been using this for about a month and it's a beast, mostly thanks to 2.5pro being SOTA and also how it leverages that huge 1M context…”
   • [community] “My favorite benchmark is to analyze a very long audio file recording of a management meeting and produce very good notes along with a transc…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted5/10

   Perplexity ships a built-in 'Assistant' and 'Computer' agent that can draft emails, book reservations, browse the web, run code, and connect to 400+ services (perplexity-docs-9, -17, -19, -29, -30, -38), which is a genuine in-product delegation capability. However, hands-on community reports say the Computer/agentic research feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer' (perplexity-comm-7), directly contradicting the vendor's smooth-delegation claims. Missing for 10: independent corroboration that the assistant reliably completes delegated multi-step tasks, and resolution of the reported stalling/failure-to-trigger issue.

   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “When a task requires interacting with a website, filling forms, or accessing login-gated content, Computer launches a browser session automa…”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

4. ai-native userOperate the product with natural-language commands

   weight 2 · round to Gemini
   Gemini✓fullclaimed8/10

   Gemini is fundamentally operated via natural-language chat and voice (Gemini Live's free-flowing conversation, 'Hey Google' voice commands, text prompts for image generation, scheduling recurring actions, custom Gems, and connected-app actions) rather than rigid commands or GUIs, per extensive first-party docs. Missing for 10: independent/hands-on verification that complex natural-language action requests (e.g., connected-app task execution) reliably work as described, and community evidence is mixed on model quality/accuracy for specific tasks rather than confirming the NL interface itself.

   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more de…”
   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini.”
   • [claimed-docs] “With Gemini Live, you can: * **Talk back and forth:** Talk to Gemini without typing, and Gemini will respond back verbally.”
   • [claimed-docs] “you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more details or change th…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “On Android, say “Hey Google” to ask Gemini for help with what’s on your screen”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted6/10

   Perplexity's core product is a natural-language chat/search interface (voice and text queries, cited answers) and its 'Assistant'/Computer agent claims to handle draft emails, scheduling, and multi-step web tasks purely via NL commands. However, hands-on community reports say the agentic 'Computer' research feature frequently fails to trigger via the UI and stalls without returning results, directly contradicting the docs' claims of reliable NL-driven task execution. missing for 10: independent verification that the Assistant reliably completes booking/scheduling tasks, and resolution of the reported reliability failures.

   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “· Voice: Instant, up-to-date answers whether you type or say it.”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

Api quality

1. ai-native userRely on versioned APIs with a documented deprecation policy

   weight 2 · round drawn
   Gemini—none0/10

   The evidence pack is entirely consumer-focused Gemini Apps documentation (image generation, Gemini Live, connected apps, notebooks) and general community sentiment about model quality/pricing; there is no mention of API versioning, version lifecycle, or a documented deprecation policy anywhere in the pack.

   ⚑ flag

   Perplexity—none0/10

   Evidence shows Perplexity has an API with an OpenAPI spec and 'versioned' profiles for agent configurations, but nothing documents API version numbering or a deprecation/sunset policy for endpoints or models. Missing for 10: explicit API versioning scheme (e.g., v1/v2 paths), documented deprecation/sunset timeline, and any changelog or migration guide referenced in the evidence pack.

   • [claimed-docs] “A profile is a reusable, versioned configuration that you save and manage.”
   • [probe] “PROBE openapi: HTTP 200 at https://docs.perplexity.ai/openapi.json — contains "openapi" key”

   proof ↗⚑ flag

Agent mode

1. power-userDelegate a multi-step task that the assistant works on autonomously in the background and returns for my review

   weight 3 · round to Gemini
   Gemini~partialclaimed6/10

   Deep Research lets users delegate an open-ended research task that Gemini works on autonomously and returns a report for review, and scheduled/recurring actions show background task automation; Connected Apps/Gems add some autonomous action-taking on the user's behalf. However there's no clear evidence of a general-purpose multi-step 'agent mode' that plans and executes across arbitrary apps end-to-end with an explicit review/approval step, nor independent hands-on confirmation of this workflow. Missing for 10: evidence of a broad autonomous agent (beyond Deep Research/scheduling) handling arbitrary multi-step tasks across apps, and independent/community validation of such background task delegation working reliably.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted5/10

   Perplexity's 'Computer' (Labs/Assistant) is documented as an autonomous background agent that can browse the web, execute code, use 400+ connectors, and complete tasks like drafting emails or booking reservations, returning structured results — matching the delegate-and-review story (perplexity-docs-9,10,17-19,29,30,38). However, a hands-on community report says the Computer/research feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer,' directly contradicting reliable autonomous completion (perplexity-comm-7). missing for 10: independent corroboration that Computer reliably completes tasks and returns results, resolution of the reported stalling/failure-to-trigger issue.

   • [claimed-docs] “Through the Model Context Protocol, your MCP client can delegate complex, multi-step work to Computer and receive structured results.”
   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Perplexity Labs: Bring your reports and projects to life faster than ever before.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “When a task requires interacting with a website, filling forms, or accessing login-gated content, Computer launches a browser session automa…”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

2. power-userHave the assistant operate a web browser on my behalf to research and complete tasks on websites

   weight 3 · round to Gemini
   Gemini~partialclaimed4/10

   Deep Research lets Gemini conduct 'in-depth and real-time research' across web sources, and Connected Apps let it take actions in other apps (Gmail, Calendar, Maps, Flights) with permission — showing some research/task-automation capability. However, there is no evidence of Gemini actually driving a web browser (navigating pages, clicking, filling forms) to complete tasks on arbitrary websites, only sanctioned first-party app integrations. Missing for 10: explicit browser-control/agentic navigation evidence, hands-on demonstration of completing a multi-step website task, independent corroboration of this capability.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted5/10

   Perplexity documents a 'Computer' agent with a full cloud browser that can search, browse, fill forms, and access login-gated pages, launched automatically for such tasks and accessible via MCP (perplexity-docs-17, -29, -30, -38) — squarely matching the story. However, hands-on community reporting says this same 'Computer' feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer' (perplexity-comm-7), directly contradicting reliable operation. missing for 10: independent corroboration that browser automation completes tasks reliably, and no rebuttal to the stall/failure reports.

   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “When a task requires interacting with a website, filling forms, or accessing login-gated content, Computer launches a browser session automa…”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

3. power-userLet the assistant see and operate applications on my computer to complete work

   weight 2 · round to Gemini
   Gemini~partialclaimed5/10

   Gemini's Connected Apps feature lets it take actions in other apps (Gmail, Calendar, Maps, Flights) with permission, and on Android it can see what's on-screen to help with context, but this is limited to a curated set of app integrations/APIs rather than general computer-use/desktop automation across arbitrary applications. Missing for 10: broader OS-level screen perception, ability to click/type across arbitrary desktop apps, and independent hands-on evidence of an agentic computer-use mode.

   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “On Android, say “Hey Google” to ask Gemini for help with what’s on your screen”
   • [claimed-docs] “Get started with Connected Apps in Gemini **Important:** For now, Gemini can’t use Connected Apps in Gemini in Google Messages.”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted4/10

   Perplexity's 'Computer' (via MCP) and Assistant app claim to browse the web, execute code in a sandbox, connect to 400+ services, and perform tasks like booking/scheduling — a form of 'operate applications' — but this is a cloud browser/sandbox, not literal control of apps on the user's own computer, and community hands-on reports say the Computer research feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer.' This directly contradicts the vendor's claims of reliable task completion. missing for 10: evidence of actually operating local desktop applications (not just cloud browser/sandbox), reliability data contradicting the stalling reports, independent success case studies.

   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “Computer can: **Search and browse** the web for real-time information, including login-gated pages * **Write and execute code** in an intera…”
   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [claimed-docs] “When a task requires interacting with a website, filling forms, or accessing login-gated content, Computer launches a browser session automa…”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

Tasks

1. power-userSchedule recurring or one-off tasks that run automatically and come back to me with results

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Gemini docs confirm scheduling recurring actions (gemini-docs-8) and Daily Brief personalized digest (gemini-docs-32/41), showing one-off/recurring automated tasks that return results. However, evidence lacks detail on task complexity, multi-step agent tasks, notification delivery mechanisms, or independent/community corroboration of this specific feature working reliably. missing for 10: detailed documentation on scheduling flexibility, agentic multi-step task execution, notification/result delivery mechanisms, and independent hands-on validation of the scheduled-tasks feature.

   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”

   proof ↗⚑ flag

   Perplexity—none0/10

   Evidence shows search, Q&A, Computer/MCP agent capabilities, and an Assistant that can draft emails or book reservations, but nothing describes a mechanism for scheduling recurring or one-off tasks that run automatically in the background and return results later. Community evidence even notes the 'Computer' research feature often fails to trigger or stalls without returning an answer, but there's no documented scheduling/task-runner feature at all.

   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “Browser Control Computer includes a full cloud browser for tasks that go beyond search.”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

Apps

1. power-userUse an official desktop app with OS-level shortcuts and access to what is on my screen

   weight 2 · round to Gemini
   Gemini~partialclaimed5/10

   Docs confirm an official Mac desktop app with a global OS-level keyboard shortcut (Option+Space) to summon Gemini without opening a browser [gemini-docs-15, gemini-docs-36, gemini-docs-20], but the only 'see what's on your screen' capability documented is for the Android mobile app via 'Hey Google' [gemini-docs-6], not the desktop app. Missing for 10: evidence of desktop screen-reading/screenshare capability, and independent/hands-on confirmation of the desktop shortcut and screen access working together.

   • [claimed-docs] “you can also use the keyboard shortcut Option + Space to bring up the Gemini chat window after the app is installed and running”
   • [claimed-docs] “The Gemini app provides quick access to AI features, allowing you to get help with writing, brainstorming, coding, and more, without needing…”
   • [claimed-docs] “What you need to use the Gemini app on Mac * A personal Google Account you manage on your own, or a work or school account that your adminis…”
   • [claimed-docs] “On Android, say “Hey Google” to ask Gemini for help with what’s on your screen”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack only documents Perplexity's mobile apps (iOS/Android), a Chrome browser extension, a CLI, and MCP/API integrations — none describe an official desktop app with OS-level keyboard shortcuts or screen-content access.

   • [claimed-docs] “Perplexity Pro Search & Deep Research: Guided AI search for deeper exploration.”
   • [claimed-docs] “Instant Page Summaries: Make sense of any article or webpage at a glance.”
   • [claimed-docs] “This free app syncs across devices and leverages the power of the top AI models from OpenAI, Anthropic, Meta, and more.”
   • [claimed-docs] “The pplx CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and co…”

   proof ↗⚑ flag

2. knowledge-workerUse full-featured official mobile apps for iOS and Android

   weight 2 · round to Perplexity
   Gemini~partialclaimed6/10

   Docs confirm a full-featured Gemini mobile app with rich functionality (Gemini Live voice conversations, screen-aware Android assistant via 'Hey Google', Maps/Flights integration, daily briefs, scheduling, image generation, coding help) showing strong Android support, and generic mobile-app language implies broader availability, but the evidence never explicitly names or details an iOS app or iOS-specific parity. missing for 10: explicit iOS app documentation/feature parity, App Store presence, and any cross-platform comparison confirming equal functionality on iOS vs Android.

   • [claimed-docs] “On Android, say “Hey Google” to ask Gemini for help with what’s on your screen”
   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more de…”
   • [claimed-docs] “Make plans with Google Maps and Google Flights”
   • [claimed-docs] “The Gemini app provides quick access to AI features, allowing you to get help with writing, brainstorming, coding, and more, without needing…”
   • [claimed-docs] “get help with writing, brainstorming, coding, and more, without needing to open a web browser.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [claimed-docs] “If you have access to Gemini Apps with a work or school account, some Gemini mobile app features aren’t available.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”

   proof ↗⚑ flag

   Perplexity✓fullclaimed8/10

   Perplexity has official iOS and Android apps (App Store and Play Store listings) with a broad feature set: Pro Search/Deep Research, Assistant tasks, voice, citations, library/history sync across devices, and cross-model access — indicating full-featured rather than bare-bones apps. Missing for 10: independent hands-on app-store review/rating evidence and no direct community commentary specifically on mobile app quality (community feedback cited is about the web/desktop product and Computer feature, not mobile apps specifically).

   • [claimed-docs] “Perplexity Pro Search & Deep Research: Guided AI search for deeper exploration.”
   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Perplexity Labs: Bring your reports and projects to life faster than ever before.”
   • [claimed-docs] “Voice: Instant, up-to-date answers whether you type or say it.”
   • [claimed-docs] “Trust Built In: Cited sources for every answer.”
   • [claimed-docs] “Your Library: More than search history, it's a curation of your discoveries.”
   • [claimed-docs] “Discover: Learn new things from the community.”
   • [claimed-docs] “This free app syncs across devices and leverages the power of the top AI models from OpenAI, Anthropic, Meta, and more.”
   • [claimed-docs] “Cut through the clutter and get straight to credible, up-to-date answers.”
   • [claimed-docs] “Thread Follow-Ups: Keep the conversation going for a deeper understanding.”

   proof ↗⚑ flag

Custom bots

1. power-userBuild and share custom assistants with their own instructions and knowledge

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Gemini's "Gems" feature (gemini-docs-9) lets power-users create a custom Gem with its own instructions and requirements, and Gems can be given knowledge via uploaded files/sources (gemini-docs-25), directly matching the core of this story. However, evidence does not confirm a straightforward sharing/publishing mechanism for Gems to other users, nor independent hands-on validation of the feature's robustness. Missing for 10: documentation of sharing/publishing custom Gems with other users, evidence of knowledge-base scope/limits, and independent community corroboration of Gems in practice.

   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack covers Perplexity's search products, apps, CLI, MCP servers, and Agent API (including 'profiles' as reusable API configs), but nothing describes a user-facing feature for building a custom assistant with its own persistent instructions plus an attached knowledge base that can be shared with others (e.g., a Spaces/custom-GPT-like capability).

   ⚑ flag

1. ai-native userPerform bulk operations across many items at once

   weight 2 · round to Gemini
   Gemini~partialcommunity3/10

   Gemini supports uploading whole code folders/repos and large codebases (a form of bulk ingestion) and can take actions across connected apps or run scheduled recurring actions, but there is no explicit documentation of a bulk/batch operation feature (e.g., applying an action to many items at once like bulk-editing files, mass-tagging, or batch task execution) as an AI-native automation capability. missing for 10: explicit bulk-action/batch-processing feature, evidence of applying one instruction across many discrete items simultaneously, independent corroboration of this specific capability.

   • [claimed-docs] “To add a code folder: click More Uploads Import Code Upload folder.”
   • [claimed-docs] “To add a code folder: click More Uploads ... Import Code ... Upload folder.”
   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [community] “I have been using this for about a month and it's a beast, mostly thanks to 2.5pro being SOTA and also how it leverages that huge 1M context…”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence of a batch/bulk API, batch endpoint, or multi-item processing mode; the CLI and Agent API are described as single-call/pipeline-oriented tools that a user could script externally, but Perplexity itself does not document any bulk-operation capability.

   • [claimed-docs] “The `pplx` CLI returns structured JSON from the Perplexity Search API, making it useful for shell pipelines, interactive terminal work, and …”
   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [claimed-docs] “The `sandbox` tool gives the agent an isolated Linux container to run real code and use the output in its answer”

   proof ↗⚑ flag

2. ai-native userDefine rules that trigger actions automatically on events

   weight 3 · round to Gemini
   Gemini~partialclaimed4/10

   Gemini supports 'scheduling recurring actions' as part of daily/weekly/monthly routines (gemini-docs-8), which is a form of automation, but this is time-based scheduling rather than user-defined conditional rules that trigger on arbitrary events. Connected Apps let Gemini take actions in other apps (gemini-docs-10, gemini-docs-23, gemini-docs-30) but only in response to a direct user request, not an automatic event trigger. Missing for 10: evidence of event-based (not just time-based) trigger conditions, ability to define custom 'if X happens then do Y' rules, and any confirmation of conditional logic beyond fixed recurring schedules.

   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence of a rules/trigger/automation engine (event-based conditions triggering actions) anywhere in the docs — Perplexity's evidence covers search, chat, APIs, MCP/Computer agent tasks, and CLI, but nothing about defining persistent rules that fire automatically on events.

   ⚑ flag

3. ai-native userSchedule recurring jobs or workflows

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Gemini docs explicitly confirm scheduling recurring actions ('daily, weekly, and monthly routines') via a dedicated feature (gemini-docs-8), and Daily Brief shows an example of a recurring automated digest (gemini-docs-32/41). However, evidence lacks detail on workflow complexity, chaining multiple steps/tools, error handling, or independent/community validation of this scheduling feature. missing for 10: detail on multi-step workflow scheduling, chaining across apps, reliability/error handling, and independent hands-on confirmation.

   • [claimed-docs] “You can make Gemini a part of your daily, weekly, and monthly routines by scheduling recurring actions.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence of scheduling, cron-like triggers, or recurring workflow automation anywhere in the docs, apps, or API references; the Agent API, CLI, MCP servers, and assistant features described are all single-invocation or on-demand tools with no persistent job scheduler.

   ⚑ flag

4. ai-native userVersion, review, and roll back my automations

   weight 1 · round to Perplexity
   Gemini—none0/10

   No evidence of version control, review workflows, or rollback capabilities for automations (e.g., scheduled actions, Gems, or connected app actions). The evidence only covers scheduling recurring actions and connecting apps, with no mention of versioning, diffing, review approval, or rollback of automations.

   ⚑ flag

   Perplexity~partialclaimed3/10

   The Agent API's 'profiles' feature is described as a reusable, versioned configuration that can be saved and managed, offering a thin sliver of version control for automation configs, but there is no documented review workflow or rollback mechanism for automations. missing for 10: rollback/restore functionality, review/diff UI, versioning for Computer/MCP-based automations, evidence of actual usage beyond a single doc line.

   • [claimed-docs] “A profile is a reusable, versioned configuration that you save and manage.”

   proof ↗⚑ flag

Connectors

1. power-userBrowse a directory of third-party apps and connectors and add them to the assistant

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Gemini docs describe a 'Connected Apps' feature that lets users link Gmail, Calendar, Maps, Flights and 'a variety of productivity apps' so Gemini can search/create content and take actions, which matches the connectors-directory concept ([gemini-docs-10],[gemini-docs-17],[gemini-docs-23],[gemini-docs-30],[gemini-docs-33],[gemini-docs-19]). However, the evidence never shows a browsable app-store-like directory UI, doesn't clarify how many third-party (non-Google) apps are included, and there's no independent/hands-on confirmation of the browse-and-add experience. Missing for 10: explicit directory/marketplace UI screenshots or docs, breadth of third-party (non-Google) app listings, independent user corroboration of adding connectors.

   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “Get started with Connected Apps in Gemini **Important:** For now, Gemini can’t use Connected Apps in Gemini in Google Messages.”
   • [claimed-docs] “Make plans with Google Maps and Google Flights”

   proof ↗⚑ flag

   Perplexity~partialclaimed4/10

   Docs mention Perplexity's Computer feature can 'connect to 400+ services through a managed connector framework with one-click OAuth,' implying a connector catalog exists, but there is no evidence of an actual browsable directory UI, categories, or user-facing app marketplace, and no independent/hands-on confirmation of this experience. Missing for 10: dedicated connector/app directory UI evidence, list of example connectors, independent user reports of browsing/adding connectors.

   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Give AI assistants the ability to complete real-world tasks using Perplexity Computer through the Model Context Protocol (MCP).”

   proof ↗⚑ flag

2. knowledge-workerConnect my cloud drive, email, and calendar so the assistant can search and use them in answers

   weight 3 · round to Gemini
   Gemini✓fullclaimed8/10

   Google's docs describe first-party 'Connected Apps' letting Gemini summarize Gmail, create Calendar events, search across productivity apps, and use personal Gmail/Drive as sources for Deep Research, directly matching the story's cloud drive/email/calendar connector requirement. Missing for 10: independent/hands-on verification of search quality and confirmation that calendar reading (not just event creation) works reliably.

   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses.”
   • [claimed-docs] “With your permission, Gemini can also help you take actions, like editing and managing your content in other apps.”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”
   • [claimed-docs] “Boost productivity: Summarize emails from Gmail, create events in Google Calendar or third-party apps, or search for content across a variet…”
   • [claimed-docs] “Get started with Connected Apps in Gemini **Important:** For now, Gemini can’t use Connected Apps in Gemini in Google Messages.”

   proof ↗⚑ flag

   Perplexity~partialcommunity5/10

   Perplexity's Computer/MCP docs claim a 'managed connector framework' connecting to 400+ services via one-click OAuth, and the Assistant feature claims it can draft emails and schedule appointments, which implies email/calendar integration, but no evidence names specific connectors like Google Drive, Gmail, or Google/Outlook Calendar, nor shows search results being grounded in those personal sources. Community reports also note the 'Computer' feature (where this connector framework lives) often fails to trigger via the UI and stalls without returning an answer, raising doubts about reliability. Missing for 10: named cloud-drive/email/calendar connector examples, documentation of how connected-source data is surfaced in answers, and independent confirmation the connector framework works reliably.

   • [claimed-docs] “**Connect to 400+ services** through a managed connector framework with one-click OAuth”
   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “· Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

Analysis

1. power-userHave the assistant write and run code on my data to produce charts, computed answers, and downloadable files

   weight 3 · round to Perplexity
   Gemini—none0/10

   The evidence pack shows Gemini can import/upload code folders and GitHub repos and get 'insights' from uploaded documents/spreadsheets, but there is no evidence of an actual code-execution/sandbox feature that writes and runs code to produce charts, computed answers, or downloadable output files. No docs or community reports describe this specific data-analysis-with-code-execution workflow.

   • [claimed-docs] “To add a GitHub repository: More Uploads Import Code and enter the GitHub repository or branch URL.”
   • [claimed-docs] “To add a code folder: click More Uploads Import Code Upload folder.”
   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted4/10

   Perplexity documents a code-execution sandbox (Computer MCP / Agent API 'sandbox' tool) that can write and run Python/Node code and return outputs, and Labs is pitched for 'reports and projects,' suggesting some support for computing answers/files from data. However, hands-on community reporting says the 'Computer' feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer,' directly contradicting reliable delivery of this workflow. missing for 10: explicit evidence of chart generation, working with user-uploaded datasets, downloadable file outputs, and independent confirmation the sandbox reliably works in the consumer product.

   • [claimed-docs] “Computer can: Search and browse the web for real-time information, including login-gated pages; Write and execute code in an interactive Lin…”
   • [claimed-docs] “Computer can: **Search and browse** the web for real-time information, including login-gated pages * **Write and execute code** in an intera…”
   • [claimed-docs] “The `sandbox` tool gives the agent an isolated Linux container to run real code and use the output in its answer”
   • [claimed-docs] “Perplexity Labs: Bring your reports and projects to life faster than ever before.”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”

   proof ↗⚑ flag

Artifacts

1. knowledge-workerHave the assistant create and iteratively edit documents, presentations, and other files I can export

   weight 2 · round to Gemini
   Gemini~partialclaimed4/10

   Evidence documents Gemini's ability to generate and iteratively edit images (Nano Banana) with export/download at set resolutions, and general writing assistance, but there is no evidence of a dedicated document or presentation creation/editing workflow (e.g., a canvas-style doc/slide editor) with export to file formats. Missing for 10: explicit documentation of creating/iterating on text documents or slide decks, and exporting them to standard file formats (docx/pptx/pdf).

   • [claimed-docs] “You can create captivating images in seconds with Nano Banana 2. From work, play, or anything in between, Gemini Apps can help you generate …”
   • [claimed-docs] “Local edits: Making quick and specific changes to parts of an image.”
   • [claimed-docs] “Character consistency: Maintain the look of a person or character across various generated images, including the ability to combine multiple…”
   • [claimed-docs] “Download images at at 2K resolution with a Google AI plan or at 1K without an AI plan.”
   • [claimed-docs] “Blend text, images, and video to bring your ideas to life.”
   • [claimed-docs] “The Gemini app provides quick access to AI features, allowing you to get help with writing, brainstorming, coding, and more, without needing…”

   proof ↗⚑ flag

   Perplexity~partialclaimed3/10

   Perplexity Labs is described as helping 'bring your reports and projects to life,' hinting at document/report generation, but the evidence pack gives no detail on iterative editing, presentation creation, or exporting files to common formats. Missing for 10: iterative document/presentation editing workflow, export format support (PDF/DOCX/PPT), and any independent confirmation these outputs are usable/editable.

   • [claimed-docs] “Perplexity Labs: Bring your reports and projects to life faster than ever before.”

   proof ↗⚑ flag

Files

1. knowledge-workerUpload documents, spreadsheets, and PDFs and get accurate analysis of their contents

   weight 3 · round to Gemini
   Gemini✓fullcommunity8/10

   First-party docs explicitly state users can upload documents, spreadsheets, and more to get answers, summaries, and insights (gemini-docs-25), and independent hands-on evidence corroborates accurate document/PDF analysis (a fintech user reporting 96% OCR accuracy on PDFs, comm-17) plus praise for NotebookLM's ability to comprehend large source corpora (comm-19). Missing for 10: dedicated evidence on spreadsheet-specific accuracy and broader independent benchmarking across document types beyond the single fintech PDF case.

   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”
   • [community] “I work in fintech and we replaced an OCR vendor with Gemini at work for ingesting some PDFs... Processing time went from something like 12 m…”
   • [community] “I've been using NotebookLM powered by Gemini 2.0 for three projects and it is really powerful for comprehending large corpuses you can't pos…”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack contains no mention of document, spreadsheet, or PDF upload/analysis features anywhere in Perplexity's docs, API, CLI, MCP server, or app store listings — coverage focuses on web search, citations, sandboxed code execution, and browser automation. Missing for 10: any documentation of file/PDF/spreadsheet upload, parsing, or analysis capability, and any user or hands-on evidence of accurate document Q&A.

   ⚑ flag

Memory

1. power-userHave the assistant remember relevant context from previous chats and apply it in new conversations

   weight 3 · round to Gemini
   Gemini✓fullclaimed8/10

   Gemini docs explicitly describe a personalization feature where 'the memory of your past Gemini chats' informs new conversations, plus user controls to review/delete that activity, confirming both the capability and its persistence across sessions. Missing for 10: independent hands-on validation of cross-chat memory recall accuracy and more detail on scope/duration of retained context.

   • [claimed-docs] “You can get a personalized experience in Gemini Apps based on: The memory of your past Gemini chats”
   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”

   proof ↗⚑ flag

   Perplexity—none0/10

   Evidence shows only within-conversation context ('conversation context across turns', 'Thread Follow-Ups') and a searchable history/library, but no documented feature where the assistant recalls or applies context from previous separate chats into new conversations. Missing for 10: any explicit cross-session memory feature, opt-in/opt-out memory controls, or evidence of persisted user facts being reused in new threads.

   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [claimed-docs] “Thread Follow-Ups: Keep the conversation going for a deeper understanding.”
   • [claimed-docs] “Your Library: More than search history, it's a curation of your discoveries.”

   proof ↗⚑ flag

2. power-userSet persistent custom instructions and preferences that shape every response

   weight 1 · round to Gemini
   Gemini~partialclaimed5/10

   Gemini offers a 'memory of past chats' personalization feature (gemini-docs-18) and custom Gems that let users pre-set instructions/goals (gemini-docs-9), which together approximate persistent customization, but there's no documented single 'custom instructions' setting that explicitly shapes every response across all chats. Missing for 10: explicit persistent instruction/preference settings applied globally to every response, independent verification of memory consistency, and detail on how memory interacts with different chat sessions.

   • [claimed-docs] “You can get a personalized experience in Gemini Apps based on: The memory of your past Gemini chats”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”

   proof ↗⚑ flag

   Perplexity~partialclaimed3/10

   The only related evidence is the Agent API 'profiles' feature (a reusable, versioned configuration you save and manage), which could function as persistent settings shaping responses, but this is a developer/API concept, not documented as a consumer-facing custom-instructions or persona feature. Missing for 10: explicit evidence of user-facing custom instructions/preferences in the consumer app, confirmation that profiles persist across all conversations/responses, and independent corroboration of this working as claimed.

   • [claimed-docs] “A profile is a reusable, versioned configuration that you save and manage.”
   • [claimed-docs] “Your Library: More than search history, it's a curation of your discoveries.”

   proof ↗⚑ flag

Projects

1. knowledge-workerOrganize related chats and files into a project or space that shares context and instructions

   weight 2 · round to Gemini
   Gemini✓fullcommunity7/10

   Gemini's 'Notebooks' feature explicitly provides a continuous, focused space that remembers sources, instructions, and ongoing chat history, and lets users upload documents, code, and other files into that same organized context (gemini-docs-11, gemini-docs-24, gemini-docs-25, gemini-docs-29). Custom Gems (gemini-docs-9) further let users set persistent instructions for recurring tasks, and independent commentary confirms NotebookLM/Notebooks are genuinely useful for organizing large source sets into a coherent project workspace (gemini-comm-19), though that same source flags UI/display shortcomings. Missing for 10: no first-party doc detailing multi-chat organization within one persistent 'project' the way competitors define it, and no hands-on evidence of shared-instruction consistency across many chats in the same notebook.

   • [claimed-docs] “Notebooks provide a continuous chat experience that remembers your sources, instructions, and ongoing discussions.”
   • [claimed-docs] “you can use notebooks to organize your projects in a dedicated, focused space.”
   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [community] “I've been using NotebookLM powered by Gemini 2.0 for three projects and it is really powerful for comprehending large corpuses you can't pos…”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack mentions a 'Library' for curating search history but nothing about a 'Spaces'/'Projects' feature that groups chats and files with shared context or custom instructions, which is the core of this story. Missing for 10: any mention of collections/spaces, file upload grounding within a project, or persistent custom instructions per project.

   ⚑ flag

Images

1. knowledge-workerGenerate and edit images from natural-language prompts

   weight 2 · round to Gemini
   Gemini✓fullclaimed8/10

   Gemini docs explicitly describe generating and editing images via natural-language prompts (Nano Banana 2), including local edits, character consistency, blending images, and resolution export options. missing for 10: independent hands-on corroboration of image editing quality and no community evidence testing this specific feature.

   • [claimed-docs] “You can create captivating images in seconds with Nano Banana 2. From work, play, or anything in between, Gemini Apps can help you generate …”
   • [claimed-docs] “Local edits: Making quick and specific changes to parts of an image.”
   • [claimed-docs] “Character consistency: Maintain the look of a person or character across various generated images, including the ability to combine multiple…”
   • [claimed-docs] “You can create captivating images in seconds with Nano Banana 2.”
   • [claimed-docs] “Download images at at 2K resolution with a Google AI plan or at 1K without an AI plan.”
   • [claimed-docs] “Blend text, images, and video to bring your ideas to life.”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack shows Perplexity is focused on web-grounded search, citations, code sandboxes, MCP/CLI integrations, and browser automation via 'Computer,' but contains no mention of image generation or editing capabilities from natural-language prompts anywhere in the docs, app store listings, or community reports.

   ⚑ flag

2. knowledge-workerShare screenshots and photos and have the assistant accurately interpret what is in them

   weight 2 · round to Gemini
   Gemini!disputedcontradicted4/10

   Docs confirm users can upload photos/screenshots and get insights (gemini-docs-25) and get screen-context help via 'Hey Google' (gemini-docs-6), but hands-on reports show real accuracy failures: Gemini generated 'wildly inaccurate bounding boxes' on images (gemini-comm-18) and failed to correctly interpret a manipulated photo, missing key details even in the latest version (gemini-comm-12). A positive OCR use case exists (gemini-comm-17) but that's for PDFs, not general screenshot/photo scene interpretation, so the core 'accurately interpret' claim is contradicted by concrete hands-on failures. Missing for 10: independent benchmarks specifically on screenshot/UI interpretation accuracy, and resolution of the documented bounding-box/detail-recognition failures.

   • [claimed-docs] “You can upload documents, spreadsheets, notebooks, photos, videos, and more to Gemini Apps to get answers, summaries, and insights about you…”
   • [claimed-docs] “On Android, say “Hey Google” to ask Gemini for help with what’s on your screen”
   • [community] “Unfortunately Gemini really seems to struggle on this, and no matter how we tried prompting it, it would generate wildly inaccurate bounding…”
   • [community] “It still failed my image identification test (a photoshopped picture of a dog with 5 legs)... Gemini 3 however, while still failing, at leas…”
   • [community] “I work in fintech and we replaced an OCR vendor with Gemini at work for ingesting some PDFs... Processing time went from something like 12 m…”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack contains no mention of image/screenshot upload or visual interpretation capability anywhere in the docs, app store listings, or API references—only text search, voice, browsing, and coding features are described.

   ⚑ flag

Voice

1. knowledge-workerHave a natural, real-time voice conversation with the assistant

   weight 2 · round to Gemini
   Gemini✓fullclaimed8/10

   Gemini Live is explicitly documented to support natural, free-flowing, interruptible voice conversations where Gemini talks back verbally in real time, directly matching the story. Missing for 10: independent/hands-on community corroboration specifically validating the voice conversation experience (community evidence covers other Gemini features/models but not Live voice interactions).

   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more de…”
   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini.”
   • [claimed-docs] “With Gemini Live, you can: * **Talk back and forth:** Talk to Gemini without typing, and Gemini will respond back verbally.”
   • [claimed-docs] “you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more details or change th…”

   proof ↗⚑ flag

   Perplexity~partialclaimed4/10

   Perplexity's mobile app docs mention a 'Voice' feature ('Instant, up-to-date answers whether you type or say it'), indicating voice input/output exists, but there's no evidence describing a natural, continuous, real-time back-and-forth voice conversation mode (like a dedicated voice-chat UI) or its quality/latency. Missing for 10: details on conversational turn-taking, interruption handling, voice mode UX specifics, and independent hands-on validation of voice conversation quality.

   • [claimed-docs] “Voice: Instant, up-to-date answers whether you type or say it.”
   • [claimed-docs] “· Voice: Instant, up-to-date answers whether you type or say it.”

   proof ↗⚑ flag

1. ai-native userDo everything through the API that I can do in the UI

   weight 2 · round to Perplexity
   Gemini—none0/10

   The evidence pack details many Gemini Apps UI-only features (Gems, Deep Research, Connected Apps, Daily Brief, Live conversations, Notebooks, scheduling) with no corresponding API documentation showing these are exposed programmatically. Community evidence (e.g., gemini-comm-11) even notes the API/AI Studio path is more restricted (capped temperature, hidden top_k) than the full product, reinforcing that API and UI capability sets are not equivalent.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “To create a custom Gem to meet your goals, provide info about your request and requirements.”
   • [claimed-docs] “Gemini Apps can connect to other apps to complete your request and give you more helpful responses. With your permission, Gemini can also he…”
   • [claimed-docs] “With Gemini Live, you can have a natural, free-flowing conversation with Gemini. You can even interrupt it like when you want to add more de…”
   • [claimed-docs] “Start your day with a personalized digest from Gemini. Your Daily Brief understands your rhythms and personal preferences to deliver your to…”
   • [community] “Temperature continues to be gated to maximum of 0.2, and there's still the hidden top_k of 64 that you can't turn off. I love the google AI …”

   proof ↗⚑ flag

   Perplexity~partialclaimed5/10

   The API/Agent API exposes web-grounded search, citations, sandboxed code execution, structured output, model fallback, and CLI/MCP integrations, covering much of what the UI offers, but UI-only consumer features like Assistant task automation (email drafting, scheduling, reservations), Voice, Library/Discover, and browser extension page-context features have no documented API equivalents. missing for 10: API parity for Assistant actions (email/scheduling/booking), Voice interface, Library/Discover/curation features, browser-extension contextual page understanding, and independent confirmation that all UI capabilities are API-accessible.

   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [claimed-docs] “The `sandbox` tool gives the agent an isolated Linux container to run real code and use the output in its answer”
   • [claimed-docs] “Structured output makes the model return JSON that conforms to a schema you define, so you can deserialize it directly.”
   • [claimed-docs] “Model fallback enables specifying multiple models in a `models` array. The API tries each model in order until one succeeds, providing autom…”
   • [claimed-docs] “Assistant: Draft emails, schedule appointments, book reservations, and more.”
   • [claimed-docs] “Voice: Instant, up-to-date answers whether you type or say it.”
   • [claimed-docs] “Your Library: More than search history, it's a curation of your discoveries.”
   • [claimed-docs] “Discover: Learn new things from the community.”
   • [claimed-docs] “Contextual Understanding: Get answers relevant to your current page or even specific to your current domain.”

   proof ↗⚑ flag

2. ai-native userExport all of my data in open formats and leave

   weight 3 · round drawn
   Gemini—none0/10

   Evidence covers activity deletion/review (gemini-docs-31) but no mention of exporting data in open/portable formats or data-export tooling for leaving the platform. Missing for 10: any documentation of a data export/download feature (e.g., Google Takeout integration), open-format export options, or independent confirmation of data portability.

   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence of a data export/portability feature for user account data (chat history, library, settings) in open formats; the docs cover API access to models/search but nothing about exporting personal user data or account deletion workflows. missing for 10: any documented data export tool, format spec (JSON/CSV/etc.), or account-deletion-with-export flow.

   ⚑ flag

1. ai-native userChoose where my data is stored (region/residency)

   weight 2 · round drawn
   Gemini—none0/10

   The evidence pack covers Gemini's features and privacy/data-use settings (e.g., activity retention, human review opt-outs) but contains no mention of data residency or regional storage controls for AI-native/enterprise users. missing for 10: any documentation of region selection, data residency guarantees, or enterprise data-location controls.

   ⚑ flag

   Perplexity—none0/10

   No evidence in the pack mentions data residency, regional storage options, or any user-selectable region controls; Perplexity's docs focus on models, search, MCP/CLI integrations, and app features but never address data storage location or residency choices.

   ⚑ flag

2. ai-native userPrevent my data from being used to train AI models

   weight 3 · round to Gemini
   Gemini~partialclaimed7/10

   Google's support docs state that chats and uploaded files in Gemini Apps are not reviewed by humans or used to improve generative AI models, and users can manage/delete their activity via 'My Activity' and toggle 'Keep Activity' off (gemini-docs-38, gemini-docs-31). However, a separate doc notes that audio/video from Gemini Live can be used to train models unless the user opts out, showing the training-data control is feature-specific rather than a single unified setting (gemini-docs-37). Missing for 10: a clear, centralized opt-out control covering all Gemini surfaces (not just chat text), independent/hands-on verification that opted-out data is truly excluded from training, and clarity for enterprise/Workspace accounts.

   • [claimed-docs] “Your chats and uploaded files in Gemini Apps won’t be reviewed by human reviewers or otherwise used to improve generative AI models.”
   • [claimed-docs] “You can let Google use your audio and Gemini Live videos and screenshares to improve and develop its services, including training generative…”
   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence in the pack of any opt-out setting, privacy policy statement, or documented control letting users prevent their data from being used for AI training; the evidence pack only covers product features (search, CLI, MCP, browser extension) and unrelated community complaints about crawling/robots.txt behavior. Missing for 10: any documentation of a training opt-out toggle, privacy settings page, or data-use policy addressing model training.

   ⚑ flag

3. ai-native userControl data retention and deletion

   weight 2 · round to Gemini
   Gemini✓fullclaimed8/10

   Google's support docs explicitly describe controls to review prompts, delete Gemini Apps activity, and turn off 'Keep Activity' (gemini-docs-31), plus explicit statements that chats/files are not used for model training by default (gemini-docs-38) while audio/video in Gemini Live can be opted in/out of training use (gemini-docs-37) — directly matching retention/deletion control for an AI-native user. Missing for 10: independent/hands-on verification that deletion actually removes data, and detail on data export or full account-level deletion workflows.

   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”
   • [claimed-docs] “You can let Google use your audio and Gemini Live videos and screenshares to improve and develop its services, including training generative…”
   • [claimed-docs] “Your chats and uploaded files in Gemini Apps won’t be reviewed by human reviewers or otherwise used to improve generative AI models.”

   proof ↗⚑ flag

   Perplexity—none0/10

   The evidence pack contains no documentation of data retention settings, deletion controls, export options, or privacy dashboard features for Perplexity users; the only privacy-adjacent items concern the company's own web-crawling/robots.txt controversy, which is off-topic for user data control. This axis clearly applies to a consumer AI assistant, so absence of evidence yields 'none'.

   ⚑ flag

4. ai-native userOpt out of telemetry and usage tracking

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Docs show Gemini provides some privacy controls: reviewing/deleting prompts and turning off 'Keep Activity' (gemini-docs-31), and settings around whether audio/video/chats are used to improve models (gemini-docs-37, gemini-docs-38). This addresses usage-history and training-data opt-out but not a full 'telemetry/usage tracking' opt-out (e.g., diagnostic/product analytics separate from chat history) and there's no independent verification of these controls' effectiveness. Missing for 10: explicit documentation of a general telemetry/analytics opt-out toggle beyond activity/training-data settings, and independent/hands-on confirmation that opting out actually stops tracking.

   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”
   • [claimed-docs] “You can let Google use your audio and Gemini Live videos and screenshares to improve and develop its services, including training generative…”
   • [claimed-docs] “Your chats and uploaded files in Gemini Apps won’t be reviewed by human reviewers or otherwise used to improve generative AI models.”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence in the pack describes any telemetry opt-out, privacy settings, or usage-tracking controls; the community items discuss crawling/robots.txt disputes and product quality, not telemetry opt-out. Missing for 10: any documentation of a privacy settings page, data-collection opt-out toggle, or telemetry policy.

   ⚑ flag

Research

1. knowledge-workerLaunch a deep research run that autonomously searches many sources and returns a cited report

   weight 3 · round to Gemini
   Gemini✓fullclaimed7/10

   Gemini Apps has a documented Deep Research feature that conducts in-depth, real-time research across sources and allows adding personal sources (Gmail, Drive, uploads, NotebookLM notebooks) for the research, matching the autonomous multi-source research story. missing for 10: explicit documentation of citation formatting in the final report and independent hands-on evidence of report quality/citation accuracy from third parties.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted5/10

   Perplexity's docs explicitly advertise 'Pro Search & Deep Research: Guided AI search for deeper exploration' with citations built into every answer, matching the story's core capability. However, hands-on community reports directly contradict reliable delivery: one user found citations/references 'frequently mismatched to the text' and quality declining over time, and another reports the 'Computer' research feature 'often fails to trigger via the UI, and when it does work, sessions frequently stall without returning an answer,' leading them to prefer other tools for actual research. Missing for 10: independent verification of successful autonomous multi-source runs, resolution of the stalling/citation-mismatch complaints, and clearer documentation distinguishing 'Deep Research' reliability from the separate 'Computer' agent.

   • [claimed-docs] “Perplexity Pro Search & Deep Research: Guided AI search for deeper exploration.”
   • [claimed-docs] “Features: · Perplexity Pro Search & Deep Research: Guided AI search for deeper exploration.”
   • [claimed-docs] “Trust Built In: Cited sources for every answer.”
   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [community] “User used a free 12-month Perplexity Pro offer: initially useful for quick queries like recipes or manuals, but quality declined as the comp…”
   • [community] “The 'Computer' research feature in Perplexity often fails to trigger via the UI, and when it does work, sessions frequently stall without re…”
   • [community] “For actual research, the user now prefers Claude or ChatGPT over Perplexity, saying results are higher quality and more accurate despite bei…”

   proof ↗⚑ flag

2. knowledge-workerGet answers grounded in current web results with citations back to the sources

   weight 2 · round to Gemini
   Gemini~partialclaimed6/10

   Gemini's Deep Research feature explicitly supports 'in-depth and real-time research on almost any subject,' implying grounded, current-web-based answers, and users can add further sources for research context. However, the evidence pack never explicitly documents inline citation links back to specific web sources, nor independent confirmation that citations are reliably shown. Missing for 10: explicit documentation of citation/source-linking UI, independent verification that citations are accurate and consistently displayed.

   • [claimed-docs] “You can conduct in-depth and real-time research on almost any subject with Deep Research in Gemini Apps.”
   • [claimed-docs] “You can change or add other sources, like your personal Gmail or Drive, for your research. You can also upload files and add NotebookLM note…”

   proof ↗⚑ flag

   Perplexity!disputedcontradicted5/10

   Perplexity's docs and consumer apps clearly document web-grounded answers with inline citations across the API, apps, and browser extension (perplexity-docs-2, -12, -24, -31), and this is a core, heavily marketed feature. However, hands-on community reports concretely contradict citation quality: users report citations/links frequently mismatched to the text and Perplexity citing AI-generated 'best software' listicle spam, undermining trust in the grounding (perplexity-comm-6, perplexity-comm-11), with some users switching to Claude/ChatGPT for research quality (perplexity-comm-9). missing for 10: independent verification that citation accuracy holds up at scale, and resolution of reported citation/source mismatch issues.

   • [claimed-docs] “Get web-grounded answers with built-in citations in one call, or access third-party models from OpenAI, Anthropic, Google, and xAI with web …”
   • [claimed-docs] “Trust Built In: Cited sources for every answer.”
   • [claimed-docs] “Cut through the clutter and get straight to credible, up-to-date answers.”
   • [claimed-docs] “Get accurate, up-to-date answers grounded in real-time web search, with inline citations in a single call, and conversation context across t…”
   • [community] “User used a free 12-month Perplexity Pro offer: initially useful for quick queries like recipes or manuals, but quality declined as the comp…”
   • [community] “For actual research, the user now prefers Claude or ChatGPT over Perplexity, saying results are higher quality and more accurate despite bei…”
   • [community] “Report claims Perplexity cites AI-generated 'best software' listicle sites en masse, raising concerns about it being manipulated by SEO/AEO …”

   proof ↗⚑ flag

Admin

1. team-adminManage members, permissions, and data policies for my organization's workspace

   weight 2 · round drawn
   Gemini—none0/10

   Evidence only shows end-user features (image generation, Live conversations, notebooks, connected apps) and passing mentions that a 'work or school account' administrator can 'enable Gemini,' but there is no evidence of an admin console for managing members, setting permissions, or configuring org-wide data policies.

   ⚑ flag

   Perplexity—none0/10

   No evidence in the pack mentions team/workspace admin controls, member management, permission roles, or data policy settings; all evidence covers API features, apps, CLI, and MCP integrations. This is a fair axis for a team-oriented product like Perplexity (which offers Enterprise/Team plans), but absence of any admin-console or policy documentation means it cannot be credited.

   ⚑ flag

Data controls

1. knowledge-workerExport my complete chat history and account data

   weight 1 · round drawn
   Gemini—none0/10

   The evidence only covers reviewing and deleting Gemini activity via My Activity (gemini-docs-31) and privacy settings for Live audio (gemini-docs-37, gemini-docs-38), but there is no mention of exporting chat history or account data (e.g., via Google Takeout or a dedicated export tool). missing for 10: any documentation of an export/download feature for chat history or account data, independent confirmation of export completeness.

   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence in the pack mentions a data export feature, account data download, or chat history export capability for Perplexity's consumer product; documentation focuses on API, MCP, CLI, and app features with no trust-controls/export functionality described.

   ⚑ flag

2. knowledge-workerControl whether my conversations are used to train models

   weight 3 · round to Gemini
   Gemini✓fullclaimed8/10

   Google's own support docs state that by default chats/uploaded files aren't used to improve generative AI models unless a user opts in via 'Keep Activity', and that users can review, delete activity, or turn off Keep Activity at any time; separately, users must explicitly consent to let Google use Gemini Live audio/video for model training. This gives knowledge-workers clear, documented control over whether conversations feed model training. Missing for 10: independent/hands-on verification that these settings work as described and clarity on enterprise/Workspace account defaults.

   • [claimed-docs] “You can review your prompts, delete your Gemini Apps activity, and turn off Keep Activity in My Activity at any time.”
   • [claimed-docs] “You can let Google use your audio and Gemini Live videos and screenshares to improve and develop its services, including training generative…”
   • [claimed-docs] “Your chats and uploaded files in Gemini Apps won’t be reviewed by human reviewers or otherwise used to improve generative AI models.”

   proof ↗⚑ flag

   Perplexity—none0/10

   No evidence in the pack addresses privacy settings, opt-out of training, or data-usage controls for conversations; all citations concern product features (search, MCP, CLI, apps) or unrelated crawler/quality controversies. This axis applies to any consumer AI product handling user conversations, so absence of evidence yields 'none'.

   ⚑ flag