Elicit vs Gemini Notebook (NotebookLM)

Agent access

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

   weight 2 · round to Elicit
   Elicit~partialclaimed6/10

   Elicit documents an API (and MCP server) explicitly for running its search/report/systematic-review capabilities 'from your own code, scripts, and workflows,' which supports headless/automated use outside the UI. However, there's no explicit CI/pipeline example, and API access appears gated as a paid plan feature rather than a fully documented automation-first workflow. Missing for 10: explicit CI/automation examples or tutorials, rate-limit/auth details for unattended use, and independent confirmation that the API works reliably in automated pipelines.

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [claimed-docs] “API access”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of an API, CLI, or headless/automation mode for NotebookLM/Gemini Notebook; all documented usage is through the interactive web/app UI, and community comments even complain about lacking programmatic source ingestion.

   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

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

   weight 3 · round drawn
   Elicit—none0/10

   Evidence shows Elicit exposes itself AS an MCP server for other clients (e.g., Claude Desktop) to consume its research tools (elicit-docs-28, elicit-docs-35), not the reverse capability of Elicit acting as an MCP client that plugs in external MCP servers to use their tools. No evidence exists that Elicit can connect to and use third-party MCP servers.

   • [claimed-docs] “claude mcp add --transport http elicit https://elicit.com/api/mcp”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence that Gemini Notebook supports MCP server integration or any external tool-plugging mechanism; the product only supports fixed source uploads and generated outputs (audio/video/study guides). missing for 10: any mention of MCP support, tool/plugin ecosystem, or extensibility API.

   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”
   • [claimed-docs] “Each source can contain up to 500,000 words or up to 200MB for uploaded files.”

   proof ↗⚑ flag

3. ai-native userUse an official CLI

   weight 2 · round drawn
   Elicit—none0/10

   Evidence shows Elicit offers an API and an MCP server for programmatic/agentic access, but there is no mention anywhere of an official command-line interface (CLI) tool. Since API-based products could plausibly ship a CLI, absence of evidence means this axis is unmet rather than inapplicable.

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “claude mcp add --transport http elicit https://elicit.com/api/mcp”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of an official CLI for Gemini Notebook; all documentation describes a web/app UI with no command-line interface mentioned.

   ⚑ flag

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

   weight 3 · round to Elicit
   Elicit✓fullprobed8/10

   Elicit documents a public API with keys/auth management and specific programmatic endpoints (search 138M+ papers, automated report generation, full systematic review workflow control), plus an MCP server exposing the same functionality for agentic clients. Missing for 10: an actual OpenAPI/swagger spec was not found (404s on candidate paths) and no independent/hands-on developer report validates real-world API usage.

   • [claimed-docs] “API access”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [claimed-docs] “claude mcp add --transport http elicit https://elicit.com/api/mcp”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.elicit.com/openapi.json, https://support.elicit.com/swagger.json, https://support.el…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence pack item mentions a documented public API, SDK, or programmatic access method for Gemini Notebook; all evidence describes UI-driven features (sources, chat, audio/video overviews, sharing) and community commentary about workflow limitations, not API access.

   ⚑ flag

5. ai-native userBuild against official SDKs

   weight 2 · round to Elicit
   Elicit~partialclaimed6/10

   Elicit documents an official API (with managed API keys) for programmatic access to search and automated research reports, plus full API functionality exposed via an MCP server for Claude Desktop/Code integration, which supports agentic, code-driven workflows. However, evidence shows only a REST-style API and API-key docs, not a dedicated official SDK/client library in specific languages, nor code samples or independent developer corroboration. Missing for 10: named client SDKs (e.g., Python/JS packages), quickstart code examples, and independent/hands-on developer confirmation of API reliability.

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [claimed-docs] “API access”
   • [claimed-docs] “claude mcp add --transport http elicit https://elicit.com/api/mcp”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of an official SDK, API, or developer library for building against Gemini Notebook; all evidence describes end-user features (uploading sources, chat, audio/video overviews, notes) rather than programmatic/developer access.

   ⚑ flag

6. ai-native userSubscribe to events via webhooks

   weight 2 · round drawn
   Elicit—none0/10

   Elicit offers email alerts, an API, and an MCP server, but no evidence anywhere in the pack mentions webhook subscriptions or event-driven callbacks for programmatic integration.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of any webhook subscription, API event, or outbound notification capability in Gemini Notebook's docs or community feedback; the product is a research/notebook tool with no mentioned event-driven integration surface.

   ⚑ flag

Agentic features

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

   weight 2 · round to Gemini Notebook (NotebookLM)
   Elicit!disputedcontradicted5/10

   Elicit's Research Agent, columns, chat-with-papers, and Systematic Review reports are documented to generate AI insights and suggestions from ingested papers (elicit-docs-11, elicit-docs-40, elicit-docs-41), and one HN user found topic analysis genuinely useful (elicit-comm-1). However, independent hands-on reports concretely contradict reliability: users found mostly incorrect summaries, missed key papers, and fabricated/hallucinated facts even when directly quoting sources (elicit-comm-3, elicit-comm-4, elicit-comm-7), and Elicit's own docs admit ~10% inaccuracy requiring manual verification (elicit-comm-2). missing for 10: independent corroboration that generated insights are consistently accurate rather than frequently hallucinated, and resolution of the documented factual-error reports.

   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “Chat enables you to: Compare and contrast papers - Summarize multiple papers along specific dimensions (like their methodologies) - Cluster …”
   • [claimed-docs] “the Research Agent can pull from a wide range of sources (e.g. publications, public filings, press releases), produce flexible outputs, and …”
   • [community] “I asked about media bias detection and used the topic analysis feature. A minute or so later, I had a list of concepts with citations and li…”
   • [community] “Elicit states: 'assume that around 90% of the information you see in Elicit is accurate... it's very important for you to check the work in …”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”
   • [community] “I tried abstract summarization with a whitepaper and it came up with completely made-up facts, describing an algorithm acronym incorrectly. …”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)✓fullcommunity8/10

   NotebookLM generates summaries, insights, mind maps, briefing documents, AI-suggested report types, and answers with grounded citations directly from uploaded sources, and community feedback confirms real-world use for research insight extraction (e.g., audio overviews, code walkthroughs). Missing for 10: independent benchmarking of insight quality/accuracy and evidence of more proactive/agentic suggestion behavior beyond user-initiated Q&A.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “Find an auto-generated summary of the entire source in the Source Guide.”
   • [claimed-docs] “Create your own, or choose from FAQ, study guide, briefing document, or an AI suggested report type.”
   • [claimed-docs] “Get insights in the moment by asking questions about your sources.”
   • [claimed-docs] “Mind Maps in Gemini Notebook visually summarize your uploaded sources, showing main topics and related ideas as a branching diagram.”
   • [community] “NotebookLM is genuinely useful for structured research workflows. My concern is not the name. It's whether the "notebook" metaphor survives …”
   • [community] “I used it to listen to a high level walkthrough of interesting and entertaining code while driving to work... Hearing it talk about Ken Thom…”

   proof ↗⚑ flag

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

   weight 2 · round to Elicit
   Elicit~partialclaimed5/10

   Elicit's Alerts feature lets users set up a background process that automatically monitors for new relevant papers and notifies them (e.g., via instant email alerts), which is a real autonomous background automation, and the API/MCP server also enables scripted automated report generation from external workflows. However, this is narrow (limited to paper-discovery alerts) rather than a general-purpose scheduling/automation system for arbitrary agentic tasks, and there's no evidence of recurring scheduled jobs, triggers, or workflow orchestration beyond alerts. Missing for 10: evidence of a general automation/scheduling engine, ability to chain multi-step autonomous tasks, and independent confirmation that alerts reliably run unattended over time.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Alerts allow you to stay up to date on the latest research about topics that are relevant to you, so you can add them to your Library for fu…”
   • [claimed-docs] “Turn on Instant email alerts to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of scheduling, triggers, or autonomous background automations in NotebookLM's documented features; all capabilities (chat, source summarization, audio/video overviews, notes) are user-initiated within a session.

   ⚑ flag

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

   weight 3 · round to Elicit
   Elicit✓fullcommunity8/10

   Elicit ships a built-in Research Agent that users can delegate tasks to directly (search, screening, extraction, column creation, chat with papers, skills), with effort-level control and iterative outputs, all inside the product interface (elicit-docs-2,7,8,11,12,21,40,42). Community evidence corroborates real task delegation working in practice (elicit-comm-1) though also raises accuracy concerns that temper trust in outputs (elicit-comm-2,3,4). Missing for 10: independent quality benchmarking beyond anecdotal HN threads and more recent hands-on validation of the newer effort-level/skills features.

   • [claimed-docs] “Every Research Agent session runs at an effort level, which you set from the slider in the prompt box before you send your question.”
   • [claimed-docs] “Projects in Elicit allow you to link together multiple sessions for fluid reasoning across different aspects of your work.”
   • [claimed-docs] “A skill is a set of instructions you can hand to Elicit's agent so it approaches a task a particular way.”
   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “the Research Agent can pull from a wide range of sources (e.g. publications, public filings, press releases), produce flexible outputs, and …”
   • [claimed-docs] “you can filter and export your sources, generate figures, and draft slides, all without leaving the conversation”
   • [claimed-docs] “Chat enables you to: Compare and contrast papers - Summarize multiple papers along specific dimensions (like their methodologies) - Cluster …”
   • [claimed-docs] “A skill is a set of instructions you hand to Elicit's agent so it approaches a task a particular way.”
   • [community] “I asked about media bias detection and used the topic analysis feature. A minute or so later, I had a list of concepts with citations and li…”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialcommunity4/10

   NotebookLM lets users chat with sources and generate transformed outputs (summaries, audio/video overviews, study guides, slide decks), which is a form of task delegation, but there is no evidence of an agentic assistant that can take autonomous multi-step actions, use tools, browse/search independently, or execute tasks beyond source-grounded Q&A and content transformation; community feedback even notes it can't search for docs on its own (notebooklm-comm-4). missing for 10: autonomous multi-step task execution, tool/agent orchestration, independent web search/retrieval, evidence of true delegation beyond content generation.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “Transform your sources into approachable formats such as study guides, briefings, audio overviews, mind maps, and more.”
   • [claimed-docs] “Audio Overviews are deep-dive discussions between AI hosts that provide in-depth summaries of the key topics in your uploaded sources.”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

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

   weight 2 · round to Elicit
   Elicit✓fullcommunity7/10

   Elicit's Research Agent and semantic search are explicitly natural-language driven (e.g., asking questions in plain language, adding columns via natural-language commands like 'Add a column for study type'), and skills let users reference natural-language instructions instead of re-typing prompts. However, community reports raise accuracy/hallucination concerns that temper confidence in reliability of NL command execution. Missing for 10: independent hands-on verification of complex multi-step NL command chains, and no evidence of NL support outside the research/agent workflows (e.g., no broader command-line or API NL interface).

   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “With Elicit's semantic search engine, you can ask a question in natural language, and Elicit will find relevant papers, without you having t…”
   • [claimed-docs] “Elicit's semantic search means you don't have to know all the right keywords to get relevant results.”
   • [claimed-docs] “Instead of writing out the same detailed prompt every time you run a market sizing or a landscape review, you reference the skill and the ag…”
   • [claimed-docs] “the Research Agent can pull from a wide range of sources (e.g. publications, public filings, press releases), produce flexible outputs, and …”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialcommunity6/10

   NotebookLM lets users interact via natural-language chat to query sources, request custom conversational styles/roles, and ask questions (notebooklm-docs-2, notebooklm-docs-7, notebooklm-docs-28), which is a genuine natural-language interface. However, many core actions (uploading sources, converting notes, generating mind maps/slide decks/audio overviews) are triggered via UI menus/buttons rather than free-form commands, and community feedback notes limits like being unable to have it search for and incorporate new sources on its own (notebooklm-comm-4). Missing for 10: evidence of natural-language commands driving broader agentic actions (e.g., source discovery, format generation, sharing) rather than just chat Q&A and style prompts, and independent confirmation of command robustness.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “Custom: Best for choosing a specific style ("Respond like a PhD student") or suggesting a role ("Pretend to be a role-playing game host.").”
   • [claimed-docs] “Get insights in the moment by asking questions about your sources.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

Api quality

1. ai-native userDownload a machine-readable API spec (OpenAPI or equivalent)

   weight 2 · round drawn
   Elicit—none0/10

   Elicit documents a REST API (elicit-docs-34,36) and an MCP server (elicit-docs-28,35), but no evidence of a downloadable OpenAPI/Swagger spec exists; direct probes for openapi.json/swagger.json all returned 404 (elicit-probe-3). Missing for 10: any published OpenAPI/Swagger file, machine-readable schema, or API reference page listing such a spec.

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.elicit.com/openapi.json, https://support.elicit.com/swagger.json, https://support.el…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence anywhere in the pack of an OpenAPI spec, API documentation, or any machine-readable API for Gemini Notebook; all evidence covers UI features (sources, notes, audio/video overviews, sharing). missing for 10: any mention of a public API, OpenAPI/Swagger spec, or SDK.

   ⚑ flag

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

   weight 2 · round drawn
   Elicit—none0/10

   Evidence confirms Elicit has an API and MCP server (elicit-docs-34, elicit-docs-35, elicit-docs-36) but nothing documents API versioning or a deprecation policy, and probes for an OpenAPI/spec file returned 404s (elicit-probe-3).

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.elicit.com/openapi.json, https://support.elicit.com/swagger.json, https://support.el…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of a versioned public API for NotebookLM/Gemini Notebook, let alone a documented deprecation policy; all evidence covers end-user features (uploads, summaries, audio/video overviews) not developer API access. Missing for 10: any mention of an API, versioning scheme, or deprecation/support-lifecycle policy.

   ⚑ flag

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

   weight 2 · round to Elicit
   Elicit✓fullclaimed8/10

   Elicit's core Systematic Reviews and Tables/Columns workflows explicitly apply extraction and screening operations across many papers at once (docs-11, docs-18, docs-22, docs-45), with bulk import (RIS/BIB, Zotero) and bulk export (CSV/Excel/RIS/BIB) of entire tables (docs-25, docs-38, docs-47), plus API/MCP access to run full systematic reviews programmatically at scale (docs-34, docs-36). Missing for 10: independent/hands-on evidence specifically validating bulk-scale accuracy or performance (community evidence addresses general accuracy, not bulk-operation mechanics).

   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”
   • [claimed-docs] “Tables can be exported in CSV and Excel format. Certain tables of sources can be exported as RIS or BIB files.”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [claimed-docs] “You can import RIS and BIB files into Elicit. This makes it much easier to import titles/abstracts from other tools like EndNote, Mendeley, …”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   The evidence only shows per-source actions (uploading individual sources, converting a single note to a source, generating one summary or audio overview at a time) with no mention of bulk/batch operations across many sources, notebooks, or items simultaneously. There is no documented bulk-select, bulk-delete, bulk-export, or batch-processing capability anywhere in the docs or community feedback.

   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”
   • [claimed-docs] “To convert a single note to a source: Open the note. Select Convert to source.”
   • [claimed-docs] “Each source can contain up to 500,000 words or up to 200MB for uploaded files.”

   proof ↗⚑ flag

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

   weight 3 · round to Elicit
   Elicit~partialclaimed3/10

   Elicit's 'Alerts' feature lets a user set a topic and receive an automatic email notification when a new relevant paper is found, which is a narrow event→action automation, but there is no general rule-builder allowing arbitrary triggers/conditions/actions across the product. Missing for 10: user-defined trigger conditions beyond 'new paper found', support for actions besides email alerts, and any workflow/automation engine tying events to custom actions.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Alerts allow you to stay up to date on the latest research about topics that are relevant to you, so you can add them to your Library for fu…”
   • [claimed-docs] “Turn on Instant email alerts to be immediately alerted whenever a new relevant research paper is found.”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of any rule-based or event-triggered automation (e.g., 'when X happens, do Y') in NotebookLM; the product is a research/synthesis tool that responds to manual user prompts and generates static outputs like summaries, audio/video overviews, and study guides, not automated event-driven actions.

   ⚑ flag

3. ai-native userSchedule recurring jobs or workflows

   weight 2 · round to Elicit
   Elicit~partialclaimed4/10

   Elicit's Alerts feature lets users get recurring updates when new relevant papers matching a saved search appear (via instant email alerts), which is a limited form of a recurring job, but there is no evidence of general scheduling of arbitrary Research Agent workflows, systematic reviews, or API-driven jobs on a recurring cadence. Missing for 10: ability to schedule/repeat full Research Agent or Systematic Review workflows, cron-like or interval-based automation beyond paper alerts, and confirmation this works via API/MCP for programmatic recurring runs.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Alerts allow you to stay up to date on the latest research about topics that are relevant to you, so you can add them to your Library for fu…”
   • [claimed-docs] “Turn on Instant email alerts to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence anywhere in the pack of scheduling, recurring jobs, triggers, or automated workflow execution; NotebookLM is a research/notebook tool driven by manual source uploads and on-demand queries.

   ⚑ flag

Sharing

1. analystShare a research session or report with collaborators who can view or build on it

   weight 2 · round to Elicit
   Elicit✓fullclaimed8/10

   Elicit has a documented feature to invite team members to collaborate live in Research Agent sessions, with edit-access collaborators able to ask the agent questions, produce new artifacts, and edit others' work, plus reports/tables can be exported as PDF/Word/CSV for sharing. missing for 10: no independent/hands-on corroboration of the live collaboration feature working smoothly, and no detail on view-only/read-access sharing permissions.

   • [claimed-docs] “Collaborators with edit access can ask the agent questions in your session, produce new artifacts (documents, tables, etc.), and edit other …”
   • [claimed-docs] “Invite your team members to collaborate live with you in Research Agent sessions.”
   • [claimed-docs] “Invite your team members to collaborate live with you in Research Agent sessions. Collaborators with edit access can ask the agent questions…”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed7/10

   Docs confirm notebooks can be made public via shareable link, that Workspace admins now treat Gemini Notebook as a core service (implying org-level sharing), and that notes/slide decks/reports can be exported to Google Docs/Sheets or PDF so collaborators can view and continue working on them. However, evidence only describes public link sharing and analytics, not granular collaborator invite/edit permissions typical of collaborative docs, and there's no independent/hands-on account of real-world collaboration workflows. Missing for 10: explicit collaborator role/permission controls (view vs edit), independent corroboration of multi-user collaboration in practice.

   • [claimed-docs] “You can make your notebook public and share a link with anyone with a Google account.”
   • [claimed-docs] “Owners of public notebooks with paid subscriptions can view usage analytics in the analytics tab.”
   • [claimed-docs] “You can export your notes to Google Docs or Google Sheets.”
   • [claimed-docs] “For Workspace and Workspace for Education users, Gemini Notebook is now a core service (like Gmail, Google Calendar, and Docs).”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts. Present your …”

   proof ↗⚑ flag

Alerts

1. researcherSet up standing searches or alerts that surface new relevant sources as they appear

   weight 1 · round to Elicit
   Elicit✓fullclaimed7/10

   Elicit's Alerts feature explicitly lets researchers set up standing topic alerts with instant email notifications when new relevant papers are found, adding them to a Library for future use — directly matching the standing-search/alert story. Missing for 10: independent/hands-on verification of alert accuracy or timeliness, and detail on how alert relevance/topics are configured beyond docs claims.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Alerts allow you to stay up to date on the latest research about topics that are relevant to you, so you can add them to your Library for fu…”
   • [claimed-docs] “Turn on Instant email alerts to be immediately alerted whenever a new relevant research paper is found.”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence of any standing-search/alert capability that surfaces new relevant sources automatically; sources must be manually uploaded or discovered by the user. Community feedback explicitly confirms this gap: 'you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them into your research' ([notebooklm-comm-4]).

   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”
   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”

   proof ↗⚑ flag

Corpus

1. researcherUpload my own PDFs or corpus and have the agent research over them

   weight 2 · round to Gemini Notebook (NotebookLM)
   Elicit✓fullcommunity7/10

   Elicit supports importing/uploading a user's own corpus (RIS/BIB import, Zotero integration, Collections) and running research operations (chat, columns/data extraction, systematic reviews) over those uploaded papers, with the browser extension auto-fetching full text for extraction. Community feedback raises accuracy/hallucination concerns about summarization quality, which tempers reliability but does not contradict the upload/research capability itself. Missing for 10: independent hands-on verification of accuracy when researching over a user-uploaded corpus, and clearer documentation of raw multi-PDF drag-and-drop upload versus reference-manager import formats.

   • [claimed-docs] “Elicit's Zotero integration helps you bring your paper collections into Elicit, where you can extract data and analyze your papers!”
   • [claimed-docs] “You can import RIS and BIB files into Elicit. This makes it much easier to import titles/abstracts from other tools like EndNote, Mendeley, …”
   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “You can now organize and manage your papers in the Elicit Library using Collections. Collections help you group related research, arrange it…”
   • [claimed-docs] “Elicit will automatically fetch papers during the data extraction phase of your Systematic Reviews”
   • [claimed-docs] “you can spend less time downloading full-text PDFs from publisher websites to extract in Elicit – we'll get the papers for you”
   • [claimed-docs] “Chat enables you to: Compare and contrast papers - Summarize multiple papers along specific dimensions (like their methodologies) - Cluster …”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)✓fullcommunity8/10

   Docs confirm PDF/document upload (up to 500k words/200MB per source), grounded Q&A with inline citations navigable to source location, source guide summaries, and note-taking over uploaded corpora—directly matching the story. Community evidence corroborates real-world use for structured research and studying, though one comment notes it can't proactively search for and pull in new docs beyond what's uploaded. Missing for 10: independent benchmarking of research quality/accuracy across large multi-PDF corpora, and confirmation of robust handling of very large or messy academic corpora at scale.

   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”
   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “Each source can contain up to 500,000 words or up to 200MB for uploaded files.”
   • [claimed-docs] “Find an auto-generated summary of the entire source in the Source Guide.”
   • [claimed-docs] “You can hover over any citation to get the full quoted text right away.”
   • [claimed-docs] “If you select a citation, Gemini Notebook automatically navigates to the location of the quote, so you can easily view it in context.”
   • [claimed-docs] “You can use notes to capture and organize information, identify key insights and interpretations from your sources, and add your own thought…”
   • [community] “NotebookLM is genuinely useful for structured research workflows. My concern is not the name. It's whether the "notebook" metaphor survives …”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

Reviews

1. researcherRun a systematic screening and extraction workflow across many papers with consistent criteria

   weight 2 · round to Elicit
   Elicit✓fullcommunity8/10

   Elicit documents a dedicated Systematic Reviews workflow covering setup, search/gather, title-abstract screening, automated full-text screening, and data extraction via consistent custom columns applied across all papers, with export of screening/extraction tables — directly matching the story. Community evidence raises general accuracy/hallucination concerns about Elicit's paper analysis (not specifically the systematic review pipeline), which tempers confidence in perfect consistency at scale. Missing for 10: independent hands-on validation of the systematic review workflow's accuracy/consistency specifically (vs. general chat/summarization complaints), and no third-party benchmarking of screening reliability across large paper sets.

   • [claimed-docs] “The Systematic Reviews workflow provides step-by-step guidance through search, screening, and data extraction, culminating in a research rep…”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”
   • [claimed-docs] “Full-Text Screening is a distinct, automated step in the Systematic Review workflow that catches these mismatches before you commit to data …”
   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, including the screening recommendation tables and the data…”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”
   • [claimed-docs] “Elicit can help you save up to 80% of time usually spent on a systematic review without sacrificing accuracy.”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialcommunity3/10

   NotebookLM supports uploading many sources into one notebook and chatting with grounded, cited answers, which could be used ad hoc to ask the same question across sources, but there is no evidence of a systematic screening/extraction feature (e.g., structured criteria templates, per-paper data tables, PRISMA-style tracking, or bulk batch processing) needed for a repeatable literature review workflow. Community feedback also notes the product cannot auto-search/pull in new sources itself, requiring manual curation, which undercuts a large-scale systematic workflow. Missing for 10: structured extraction templates/tables applied consistently across many papers, evidence of handling large paper sets with defined screening criteria, and confirmation this scales beyond source-count limits.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “You can hover over any citation to get the full quoted text right away.”
   • [claimed-docs] “Get insights in the moment by asking questions about your sources.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

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

   weight 2 · round to Elicit
   Elicit~partialclaimed4/10

   Elicit's API and MCP server expose search and end-to-end Systematic Review functionality (search, screening, extraction, reporting), giving programmatic access to core research capabilities, but there's no evidence that UI-only features like the interactive Research Agent chat, Skills, real-time collaboration, columns customization, alerts, or the browser extension are exposed via the API/MCP surface. Missing for 10: explicit documentation of full feature parity, API/MCP access to Research Agent conversational sessions, skills, collaboration, and alerts.

   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”
   • [claimed-docs] “API access”
   • [claimed-docs] “claude mcp add --transport http elicit https://elicit.com/api/mcp”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence pack items mention any public API, developer SDK, or programmatic access to Gemini Notebook features; all evidence describes UI-only workflows (upload, chat, generate audio/video/slides, notes, sharing). Community comments only discuss UI limitations, not API availability. missing for 10: any mention of a public API, SDK, or programmatic endpoints; documentation of API parity with UI features; developer access/authentication details.

   ⚑ flag

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

   weight 3 · round to Elicit
   Elicit~partialclaimed6/10

   Elicit supports exporting Library, tables, and reports in open formats (RIS, CSV, BIB, PDF, DOCX) and offers API/MCP access for programmatic retrieval, which supports data portability. However, export of core artifacts like screening/extraction tables is gated behind Pro/Scale/Enterprise plans, and there's no evidence of full account data export (e.g., all research agent sessions, projects, skills, chat history) in open formats, nor an explicit 'delete account and take everything' workflow. missing for 10: full-account/session export beyond tables and library, confirmation of free-tier export ability, independent verification of export completeness/fidelity.

   • [claimed-docs] “Your Elicit Library can be exported as a .ris file, which you can import into Zotero, Mendeley, EndNote, or another reference manager.”
   • [claimed-docs] “Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, including the screening recommendation tables and the data…”
   • [claimed-docs] “Tables can be exported in CSV and Excel format. Certain tables of sources can be exported as RIS or BIB files.”
   • [claimed-docs] “Export to RIS, CSV, BIB, PDF and DOCX”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “All API functionality is also available via MCP (Model Context Protocol) server, enabling use from Claude Desktop, Claude Code, and other MC…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed3/10

   Docs show only piecemeal export options—notes to Google Docs/Sheets, audio overview downloads, and slide decks as PDF—but no evidence of a full data export (sources, chat history, citations, mind maps) or a genuine 'leave the platform' workflow in open, portable formats. Missing for 10: bulk/full-notebook export, open-format guarantees (vs Google Docs/Sheets lock-in), and any documentation or community confirmation of a complete account data export/exit path.

   • [claimed-docs] “You can export your notes to Google Docs or Google Sheets.”
   • [claimed-docs] “Listen to Audio Overviews on the go and download them for offline playback.”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts. Present your …”

   proof ↗⚑ flag

Pricing

1. researcherTry the product meaningfully on a free tier or trial

   weight 1 · round to Gemini Notebook (NotebookLM)
   Elicit—none0/10

   The evidence pack includes pricing-page references (e.g., elicit-docs-4, elicit-docs-6, elicit-docs-31) but none describe a free tier's scope, limits, or a trial period — no content confirms what a researcher could do without paying. Axis clearly applies to a SaaS research tool, but no evidence substantiates a meaningful free/trial experience.

   ⚑ flag

   Gemini Notebook (NotebookLM)~partialcommunity4/10

   Evidence confirms a paid subscription tier exists (analytics for paid users) implying a separate free tier, and community comments describe hands-on use (audio overviews, code walkthroughs) without mention of payment, suggesting meaningful free access. However, no doc explicitly states free-tier quotas, source limits, or trial duration for researchers. Missing for 10: explicit free-tier usage caps/limits documentation, direct confirmation of no-cost access, and independent confirmation of research-scale usability without upgrading.

   • [claimed-docs] “Owners of public notebooks with paid subscriptions can view usage analytics in the analytics tab.”
   • [community] “I used it to listen to a high level walkthrough of interesting and entertaining code while driving to work... Hearing it talk about Ken Thom…”
   • [community] “Much better name for this well-designed product. I do wish they made it easier to pull in emails. I had to use gyb and mhonarc to retrieve e…”

   proof ↗⚑ flag

2. researcherUnderstand plan pricing and usage limits before committing

   weight 2 · round drawn
   Elicit~partialclaimed3/10

   Evidence confirms a public pricing page exists (elicit.com/pricing) and reveals plan tier names (Pro, Scale, Enterprise) tied to feature gating like table exports, but no evidence pack content shows actual price points, free-tier limits, or usage caps that a researcher would need to compare plans before committing. Missing for 10: actual price figures per tier, usage/query limits, free-plan restrictions, and any independent confirmation of pricing transparency.

   • [claimed-docs] “Import from Zotero”
   • [claimed-docs] “API access”
   • [claimed-docs] “Export to RIS, CSV, BIB, PDF and DOCX”
   • [claimed-docs] “Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, including the screening recommendation tables and the data…”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed3/10

   Docs mention some usage limits (500,000 words/200MB per source) and note that usage analytics require a paid subscription and Workspace inclusion, but there is no comprehensive pricing page, tier comparison, or explicit usage caps (e.g., number of notebooks, audio overviews per day) that a researcher would need to fully evaluate cost before committing. Missing for 10: full pricing tier breakdown, free vs paid feature/usage limits, and independent confirmation of these limits.

   • [claimed-docs] “Each source can contain up to 500,000 words or up to 200MB for uploaded files.”
   • [claimed-docs] “Owners of public notebooks with paid subscriptions can view usage analytics in the analytics tab.”
   • [claimed-docs] “For Workspace and Workspace for Education users, Gemini Notebook is now a core service (like Gmail, Google Calendar, and Docs).”

   proof ↗⚑ flag

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

   weight 2 · round drawn
   Elicit—none0/10

   No evidence in the pack mentions data residency, regional storage, or the ability to choose where data is stored; Elicit's docs cover exports, imports, API, and workflows but not data residency options. missing for 10: any mention of region/data-residency controls, enterprise data-locality options, or storage location settings.

   ⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence in the pack mentions data residency, region selection, or storage location controls for Gemini Notebook; the docs cover features like sources, audio/video overviews, and sharing but say nothing about where data is stored or user control over it.

   ⚑ flag

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

   weight 3 · round drawn
   Elicit—none0/10

   No evidence pack items address opt-out from AI training, data usage policies for model training, or any privacy/data-control settings related to training data; all evidence covers product features (search, review workflows, exports, API/MCP) with no mention of training-data privacy controls. missing for 10: any documentation of a training opt-out setting, data usage/privacy policy statement, or enterprise data handling terms addressing model training.

   ⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence in the pack addresses data-training opt-out, privacy policy, or data usage controls for Gemini Notebook; all citations concern features (sources, summaries, audio/video overviews) rather than training-data privacy posture.

   ⚑ flag

3. ai-native userControl data retention and deletion

   weight 2 · round drawn
   Elicit—none0/10

   No evidence pack items address data retention policies, deletion controls, or account/data deletion mechanisms; docs cover export/import formats but not retention or deletion of user data.

   ⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence in the pack addresses data retention controls, deletion policies, or user ability to manage/export/delete stored data and sources beyond basic note export; the axis clearly applies to an AI-native privacy-conscious user but no documentation or community mention covers retention/deletion controls.

   ⚑ flag

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

   weight 2 · round drawn
   Elicit—none0/10

   No evidence in the pack mentions telemetry, usage tracking, or an opt-out mechanism; only unrelated docs about search, exports, and API/MCP features appear. This is a reasonable privacy-posture question for a SaaS AI product, but nothing in the evidence pack supports Elicit offering telemetry opt-out.

   ⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence pack item mentions telemetry, usage-tracking opt-out, privacy controls, or data-collection settings; only feature docs and general community commentary are present.

   ⚑ flag

Reports

1. researcherExport results to common formats, including documents, spreadsheets, and reference-manager files

   weight 1 · round to Elicit
   Elicit✓fullclaimed9/10

   Elicit documents export of tables/reports to CSV, Excel, PDF, DOCX, RIS, and BIB, covering documents, spreadsheets, and reference-manager formats, and also supports Zotero/EndNote/Mendeley import/export via RIS. Missing for 10: independent hands-on verification of export fidelity beyond vendor docs.

   • [claimed-docs] “Tables can be exported in CSV and Excel format. Certain tables of sources can be exported as RIS or BIB files.”
   • [claimed-docs] “Export to RIS, CSV, BIB, PDF and DOCX”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”
   • [claimed-docs] “Your Elicit Library can be exported as a .ris file, which you can import into Zotero, Mendeley, EndNote, or another reference manager.”
   • [claimed-docs] “Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, including the screening recommendation tables and the data…”
   • [claimed-docs] “You can import RIS and BIB files into Elicit. This makes it much easier to import titles/abstracts from other tools like EndNote, Mendeley, …”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed5/10

   NotebookLM supports exporting notes to Google Docs or Google Sheets and can generate a Slide Deck exportable as PDF, covering document/spreadsheet-style outputs, but there is no evidence of export to reference-manager formats (e.g., BibTeX, RIS, EndNote) which the story explicitly requires. missing for 10: reference-manager file export, independent corroboration of export fidelity.

   • [claimed-docs] “You can export your notes to Google Docs or Google Sheets.”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts. Present your …”

   proof ↗⚑ flag

2. analystGet a structured report with sections, tables, and a summary that I can share with stakeholders

   weight 3 · round to Elicit
   Elicit✓fullclaimed8/10

   Elicit's Systematic Reviews workflow produces a research report summarizing papers, includes data extraction and screening tables, and both reports and tables can be exported as PDF/Word/CSV/Excel for sharing with stakeholders (elicit-docs-1, elicit-docs-22, elicit-docs-47, elicit-docs-19, elicit-docs-25). The Research Agent can also produce documents, tables, and figures within a session (elicit-docs-9, elicit-docs-21, elicit-docs-33). Missing for 10: independent/hands-on corroboration that the exported report format is polished enough for external stakeholder sharing, and no evidence of customizable report sectioning beyond the standard systematic-review structure.

   • [claimed-docs] “The Systematic Reviews workflow provides step-by-step guidance through search, screening, and data extraction, culminating in a research rep…”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”
   • [claimed-docs] “Research Reports can be exported as a PDF or Word file... Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, …”
   • [claimed-docs] “Pro, Scale, and Enterprise subscribers can export tables from Systematic Reviews, including the screening recommendation tables and the data…”
   • [claimed-docs] “Tables can be exported in CSV and Excel format. Certain tables of sources can be exported as RIS or BIB files.”
   • [claimed-docs] “Collaborators with edit access can ask the agent questions in your session, produce new artifacts (documents, tables, etc.), and edit other …”
   • [claimed-docs] “you can filter and export your sources, generate figures, and draft slides, all without leaving the conversation”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed6/10

   NotebookLM supports Reports with FAQ/study guide/briefing document/custom formats and auto-generated source summaries, plus export of notes to Google Docs/Sheets and Slide Deck generation for sharing, which together cover structured, shareable outputs. However, evidence doesn't confirm native table generation within reports or a single unified 'report' combining sections+tables+summary in one export artifact. missing for 10: explicit table support in generated reports, a single cohesive exportable report format (vs separate docs/sheets/slides), independent/hands-on validation of report quality for stakeholder sharing.

   • [claimed-docs] “Create your own, or choose from FAQ, study guide, briefing document, or an AI suggested report type.”
   • [claimed-docs] “Find an auto-generated summary of the entire source in the Source Guide.”
   • [claimed-docs] “You can export your notes to Google Docs or Google Sheets.”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts.”
   • [claimed-docs] “Transform your sources into a polished presentation by generating a Slide Deck, perfect for sharing or reviewing key concepts. Present your …”

   proof ↗⚑ flag

Agent runs

1. researcherPose a research question and get an autonomous multi-step investigation, not just a single-pass summary

   weight 3 · round to Elicit
   Elicit~partialcommunity6/10

   Elicit's Research Agent and Systematic Review workflows are explicitly documented as multi-step (effort-level slider from Fastest to Smartest, pulling from multiple source types, iterating until output is complete, and separate search/screen/extract/report phases) rather than single-pass answers (elicit-docs-2, elicit-docs-12/13, elicit-docs-21/33, elicit-docs-22/45). However, hands-on community reports describe results arriving quickly and resembling a single pass over topic clusters rather than deep autonomous investigation, and multiple independent accounts report missed papers, hallucinated conclusions, and shallow reasoning that undercut confidence in true multi-step depth (elicit-comm-1, elicit-comm-3, elicit-comm-4, elicit-comm-5). Missing for 10: independent verification that the agent performs genuinely autonomous multi-step reasoning (not just sequential fixed workflow steps) and evidence rebutting the accuracy/depth complaints.

   • [claimed-docs] “Every Research Agent session runs at an effort level, which you set from the slider in the prompt box before you send your question.”
   • [claimed-docs] “the Research Agent can pull from a wide range of sources (e.g. publications, public filings, press releases), produce flexible outputs, and …”
   • [claimed-docs] “click it to open the slider and move between Fastest, Fast, Balanced, Smart, and Smartest”
   • [claimed-docs] “you can filter and export your sources, generate figures, and draft slides, all without leaving the conversation”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”
   • [claimed-docs] “Full-Text Screening is a distinct, automated step in the Systematic Review workflow that catches these mismatches before you commit to data …”
   • [community] “I asked about media bias detection and used the topic analysis feature. A minute or so later, I had a list of concepts with citations and li…”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”
   • [community] “Testing Elicit gave me quite a bit worse results than using PaperQA by futurehouse. While paperqa could understand a bit of the nuance of a …”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   All evidence describes NotebookLM as a source-grounded chat/summarization tool: users upload sources, ask questions, and get single-pass answers, summaries, or generated formats (audio overviews, mind maps, slide decks) — there is no evidence of an autonomous multi-step investigation loop that iteratively searches, plans, or expands beyond the provided sources. A community report explicitly notes it cannot autonomously search for and incorporate new documents into research, reinforcing that it is single-pass/source-bound rather than agentic.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “Find an auto-generated summary of the entire source in the Source Guide.”
   • [claimed-docs] “Create your own, or choose from FAQ, study guide, briefing document, or an AI suggested report type.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

2. analystStart a long research job that keeps working unattended and notifies me when the result is ready

   weight 2 · round to Elicit
   Elicit~partialclaimed4/10

   Elicit documents an alerts feature that emails you when new relevant papers are found (elicit-docs-3, elicit-docs-15, elicit-docs-26), and long-running workflows like Systematic Reviews and Research Agent effort levels ('Smartest' mode) imply tasks that can take longer to complete (elicit-docs-2, elicit-docs-13, elicit-docs-22). However, alerts are for ongoing topic monitoring, not notification of a specific job's completion, and there's no evidence of a 'start and walk away, get notified when this specific job is done' async job model. Missing for 10: explicit documentation of background/async execution of a research job plus a completion notification (vs. topic-monitoring alerts), and any independent confirmation this works as described.

   • [claimed-docs] “Turn on **Instant email alerts** to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Alerts allow you to stay up to date on the latest research about topics that are relevant to you, so you can add them to your Library for fu…”
   • [claimed-docs] “Turn on Instant email alerts to be immediately alerted whenever a new relevant research paper is found.”
   • [claimed-docs] “Every Research Agent session runs at an effort level, which you set from the slider in the prompt box before you send your question.”
   • [claimed-docs] “click it to open the slider and move between Fastest, Fast, Balanced, Smart, and Smartest”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   No evidence in the pack describes an asynchronous/background 'long research job' mode with completion notifications; all cited capabilities (chat, summaries, audio/video overviews, flashcards, etc.) are generated within an active session, not unattended long-running jobs with alerts. Missing for 10: any documented async job queue, background processing status, or notification/alert mechanism when a task completes.

   ⚑ flag

3. researcherSteer the depth, effort, and scope of a research run before or while it executes

   weight 1 · round to Elicit
   Elicit~partialclaimed7/10

   Elicit's Research Agent lets users set an effort level (Fastest→Smartest) via a slider before sending a query, and users can shape scope through columns, skills, and iterative follow-up prompts within a session; the API also exposes control over search strategy, screening criteria, and extraction parameters for Systematic Reviews. However, evidence only shows steering before/between turns, not genuine mid-execution adjustment of an in-flight run. Missing for 10: documentation of pausing/adjusting effort or scope while a run is actively executing, and independent verification that scope/effort controls meaningfully change output depth.

   • [claimed-docs] “Every Research Agent session runs at an effort level, which you set from the slider in the prompt box before you send your question.”
   • [claimed-docs] “click it to open the slider and move between Fastest, Fast, Balanced, Smart, and Smartest”
   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “you can filter and export your sources, generate figures, and draft slides, all without leaving the conversation”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)~partialclaimed4/10

   NotebookLM lets users pick conversational style/persona (Default, Custom "PhD student" etc.) and choose report/output formats (FAQ, briefing, study guide), which offers some steering of scope and tone, but there is no evidence of controlling depth/effort (e.g., reasoning length, source breadth, iteration count) or adjusting a run mid-execution — outputs like Audio/Video Overviews are generated as fixed artifacts rather than steerable in-progress runs. missing for 10: mid-run steering controls, explicit depth/effort sliders or parameters, ability to expand/narrow scope during execution, independent evidence of these controls working as intended.

   • [claimed-docs] “Custom: Best for choosing a specific style ("Respond like a PhD student") or suggesting a role ("Pretend to be a role-playing game host.").”
   • [claimed-docs] “Select a conversational style. Default: Best for general purpose research and brainstorming tasks.”
   • [claimed-docs] “Create your own, or choose from FAQ, study guide, briefing document, or an AI suggested report type.”
   • [claimed-docs] “Choose a format. Deep Dive (default) for an in-depth conversation. Two hosts unpack and connect topics from your sources in a lively convers…”

   proof ↗⚑ flag

Citations

1. researcherSee citations for every substantive claim so I can verify it against the underlying source

   weight 3 · round to Gemini Notebook (NotebookLM)
   Elicit!disputedcontradicted5/10

   Elicit's search/columns features are built around pulling data from papers with links back to sources (elicit-docs-18, elicit-docs-20), and a hands-on user confirms getting 'a list of concepts with citations and links to papers' (elicit-comm-1). However, independent hands-on reports directly contradict the claim that citations reliably let you verify claims: users found Elicit 'hallucinates just as much and then gives a quote that directly contradicts its statement' (elicit-comm-4), produced 'mostly incorrect summaries' and missed key papers (elicit-comm-3), and Elicit itself warns only ~90% accuracy with a need to 'check the work in Elicit closely' (elicit-comm-2). Missing for 10: evidence that citation/quote extraction is reliably accurate, independent verification benchmarks, and resolution of the hallucination-despite-quoting complaints.

   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “With Elicit's semantic search engine, you can ask a question in natural language, and Elicit will find relevant papers, without you having t…”
   • [community] “I asked about media bias detection and used the topic analysis feature. A minute or so later, I had a list of concepts with citations and li…”
   • [community] “Elicit states: 'assume that around 90% of the information you see in Elicit is accurate... it's very important for you to check the work in …”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)✓fullclaimed9/10

   Docs confirm grounded chat responses come with clear in-line citations, hovering shows the exact quoted text, and clicking a citation navigates directly to the source location for verification — directly matching the story's requirement to verify claims against underlying sources. Community evidence corroborates general usefulness but doesn't specifically contest citation accuracy. Missing for 10: independent hands-on verification of citation accuracy/completeness across diverse source types.

   • [claimed-docs] “Chat with your notebook to get grounded information based on your sources with clear in-line citations for accuracy, transparency, and trust…”
   • [claimed-docs] “You can hover over any citation to get the full quoted text right away.”
   • [claimed-docs] “If you select a citation, Gemini Notebook automatically navigates to the location of the quote, so you can easily view it in context.”

   proof ↗⚑ flag

Corpus

1. researcherSearch scholarly literature and primary sources, not just the open web

   weight 2 · round to Elicit
   Elicit✓fullclaimed9/10

   Elicit's docs clearly show it searches scholarly literature (138M+ academic papers via semantic and keyword search), clinical trials, and journal-restricted queries, plus API/MCP access to the same corpus and systematic-review workflows built around paper screening/extraction rather than general web search. This directly matches the story of searching scholarly/primary sources rather than the open web. Missing for 10: independent corroboration specifically about breadth/quality of the scholarly corpus (community evidence addresses answer accuracy/hallucination, not source scope, so it doesn't contradict this particular axis).

   • [claimed-docs] “With Elicit's semantic search engine, you can ask a question in natural language, and Elicit will find relevant papers, without you having t…”
   • [claimed-docs] “The Elicit API lets you access Elicit's research capabilities programmatically: search 138 million+ academic papers and generate automated r…”
   • [claimed-docs] “Elicit allows you to search both research papers and clinical trials.”
   • [claimed-docs] “Elicit offers both semantic search and keyword search to find the most relevant papers for your systematic review.”
   • [claimed-docs] “Add +journal:"INSERT JOURNAL NAME HERE" to your query”
   • [claimed-docs] “Advanced search filters are a powerful hidden feature in the Find Papers workflow. You can use them to search within a particular journal, r…”
   • [claimed-docs] “Systematic Review: run a full review end to end, with control over search strategy, screening criteria, extraction parameters, and reporting…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)!disputedcontradicted3/10

   Docs vaguely mention users can 'discover new sources' (notebooklm-docs-1), but there is no evidence of integration with scholarly databases (e.g., PubMed, JSTOR, Google Scholar) for searching primary literature, and a hands-on community report explicitly states you cannot have NotebookLM search for and incorporate sources itself—you must supply URLs or docs yourself (notebooklm-comm-4). This directly contradicts the implied 'discover' capability, making it a disputed claim rather than a confirmed feature. missing for 10: evidence of any scholarly/primary-source search integration, first-party documentation describing how 'discover sources' actually searches literature, and independent confirmation that discovery works as claimed.

   • [claimed-docs] “Easily upload PDFs, websites, YouTube videos, audio files, Google Docs, or Google Slides or discover new sources.”
   • [community] “My problem with NotebookLM was that you had to give it URLs or docs, you couldn't just have it search for docs and then incorporate them int…”

   proof ↗⚑ flag

Synthesis

1. analystSee where sources agree and disagree instead of a single unqualified answer

   weight 2 · round to Elicit
   Elicit~partialcommunity5/10

   Elicit's Chat/Compare feature explicitly lets analysts 'compare and contrast papers' and 'summarize multiple papers along specific dimensions,' and its column/table extraction lets you see each paper's data side-by-side, which supports spotting agreement/disagreement across sources. However, there is no dedicated feature that explicitly flags or highlights when sources conflict versus concur (no consensus/disagreement indicator), and community reports note the model can hallucinate quotes that contradict its own summaries, undermining confidence in cross-source synthesis. Missing for 10: an explicit contradiction/agreement-detection UI, and independent verification that comparisons are reliably accurate rather than hallucination-prone.

   • [claimed-docs] “Chat enables you to: Compare and contrast papers - Summarize multiple papers along specific dimensions (like their methodologies) - Cluster …”
   • [claimed-docs] “Create a column for each data point you'd like to extract from your papers. Columns can pull data from the papers' body text or from tables …”
   • [claimed-docs] “To add a column, simply tell the research agent what column(s) you'd like to add. For example, you can say: "Add a column for study type."”
   • [claimed-docs] “Elicit supports the major steps of a systematic review: 1. Set up your review on the Setup page 2. Gather all papers for the systematic revi…”
   • [community] “It seems like it should hallucinate less, as it directly quotes, but nope, it still hallucinates just as much and then gives a quote that di…”
   • [community] “I gave it a topic I researched in depth recently. It gave me mostly incorrect summaries (one said hypothesis X is confirmed; nope it hasn't)…”

   proof ↗⚑ flag

   Gemini Notebook (NotebookLM)—none0/10

   The evidence describes grounded chat with citations, summaries, mind maps, and study aids, but nothing about explicitly surfacing agreement or contradiction across multiple sources. This is a fair capability to expect from a multi-source research tool, but no docs or community evidence mention comparative or conflict-detection analysis between sources.

   ⚑ flag