Products
OpenAI, product by product →OpenAI ships more than one product — each judged line competes in its own arena on the same stories as everyone else.
| Line | Arena | Rank | PA Score | Agent-ready |
|---|---|---|---|---|
| ChatGPTthis page | AI Assistants | #1/9 | 38/100 | 49/100 |
| Codex | AI Coding Agents | #6/13 | 33/100 | 46/100 |
| Agents SDK | Agent Frameworks & SDKs | #2/9 | 37/100 | 55/100 |
| Plugins | Agent Skills & Extensions | #4/5 | 19/100 | 33/100 |
Not yet judged (6 — no arena where they compete): ChatGPT Work · Image generation (GPT-Image-2.5) · Codex Security · ChatKit · Agents API · API Platform
Verified integrations
Connections to other tracked products — hover a chip for the verbatim evidence quote behind it.
By theme — the product's score on each story themeBy theme
Agenticness — how well agents can access and operate the productAgenticnessevidence →
How well agents can access and operate the product
Agents tasks — stories about agents tasks in this arenaAgents tasksevidence →
Stories about agents tasks in this arena
Apps devices — stories about apps devices in this arenaApps devicesevidence →
Stories about apps devices in this arena
Automation depth — how much of the product can run unattendedAutomation depthevidence →
How much of the product can run unattended
Connectors apps — stories about connectors apps in this arenaConnectors appsevidence →
Stories about connectors apps in this arena
Files analysis — stories about files analysis in this arenaFiles analysisevidence →
Stories about files analysis in this arena
Memory context — stories about memory context in this arenaMemory contextevidence →
Stories about memory context in this arena
Multimodal — stories about multimodal in this arenaMultimodalevidence →
Stories about multimodal in this arena
Openness — open source, data portability, and self-hosting storiesOpennessevidence →
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy postureevidence →
Data-handling and privacy stories
Research answers — stories about research answers in this arenaResearch answersevidence →
Stories about research answers in this arena
Trust controls — stories about trust controls in this arenaTrust controlsevidence →
Stories about trust controls in this arena
Story verdicts — every judged story with its evidenceStory verdicts
Follow the green: where the map greys out is where ChatGPT stops today. ✓ full · ~ partial · ! disputed · — none · n/a not applicable.
Agenticness — how well agents can access and operate the productAgenticness
How well agents can access and operate the product
API surface
Drive the product through a documented public API
~4/10
unlocks → Machine-readable spec · Versioning policy · Full data export
Subscribe to events via webhooks
~4/10
Build against official SDKs
~3/10
Issue scoped/least-privilege API credentials for an agent
~4/10
Connect an agent via an official MCP server
✓8/10
Download a machine-readable API spec (OpenAPI or equivalent)
—0/10
Rely on versioned APIs with a documented deprecation policy
—0/10
Test against a sandbox environment without touching production data
~4/10
Explore an interactive API reference with runnable examples
—0/10
Docs for agents
Point an agent at llms.txt or agent-oriented docs
~5/10
Agentic features
Delegate tasks to a built-in AI assistant inside the product
✓9/10
Operate the product with natural-language commands
✓9/10
Plug MCP servers into this product so it can use their tools
✓8/10
Get AI-generated insights and suggestions from my data inside the product
✓8/10
Set up automations that run autonomously in the background
✓8/10
Agents tasks — stories about agents tasks in this arenaAgents tasks
Stories about agents tasks in this arena
Apps devices — stories about apps devices in this arenaApps devices
Stories about apps devices in this arena
Automation depth — how much of the product can run unattendedAutomation depth
How much of the product can run unattended
Connectors apps — stories about connectors apps in this arenaConnectors apps
Stories about connectors apps in this arena
Files analysis — stories about files analysis in this arenaFiles analysis
Stories about files analysis in this arena
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
✓8/10
Have the assistant create and iteratively edit documents, presentations, and other files I can export
✓9/10
Upload documents, spreadsheets, and PDFs and get accurate analysis of their contents
✓7/10
Memory context — stories about memory context in this arenaMemory context
Stories about memory context in this arena
Multimodal — stories about multimodal in this arenaMultimodal
Stories about multimodal in this arena
Openness — open source, data portability, and self-hosting storiesOpenness
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy posture
Data-handling and privacy stories
Research answers — stories about research answers in this arenaResearch answers
Stories about research answers in this arena
Trust controls — stories about trust controls in this arenaTrust controls
Stories about trust controls in this arena
Sorted by importance (agentic first) (high → low) · 52/52 stories · click a row’s chevron for the rationale and evidence
Delegate tasks to a built-in AI assistant inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 9/10 | Cclaimed | |
Connect an agent via an official MCP server G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 8/10 | Cclaimed | |
Plug MCP servers into this product so it can use their tools G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 8/10 | Cclaimed | |
Drive the product through a documented public API G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | partial | 4/10 | Tprobed | |
Operate the product with natural-language commands G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 9/10 | Xcommunity | |
Get AI-generated insights and suggestions from my data inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 8/10 | Cclaimed | |
Set up automations that run autonomously in the background G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 8/10 | Cclaimed | |
Run the product headlessly / in CI for automation G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 7/10 | Cclaimed | |
Use an official CLI G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 7/10 | Tprobed | |
Point an agent at llms.txt or agent-oriented docs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 5/10 | Tprobed | |
Issue scoped/least-privilege API credentials for an agent G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 4/10 | Cclaimed | |
Subscribe to events via webhooks G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 4/10 | Cclaimed | |
Build against official SDKs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 3/10 | Tprobed | |
Download a machine-readable API spec (OpenAPI or equivalent) G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Explore an interactive API reference with runnable examples G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Rely on versioned APIs with a documented deprecation policy G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | 0/10 | ||
Test against a sandbox environment without touching production data G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 1 | partial | 4/10 | Cclaimed | |
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 3 | full | 8/10 | Cclaimed | |
Have the assistant operate a web browser on my behalf to research and complete tasks on websites C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 3 | full | 8/10 | Cclaimed | |
Have the assistant remember relevant context from previous chats and apply it in new conversations C Memory | power-user | Memory context — stories about memory context in this arenaMemory context | 3 | full | 8/10 | Cclaimed | |
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files C Analysis | power-user | Files analysis — stories about files analysis in this arenaFiles analysis | 3 | full | 8/10 | Xcommunity | |
Define rules that trigger actions automatically on events G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 3 | full | 7/10 | Cclaimed | |
Upload documents, spreadsheets, and PDFs and get accurate analysis of their contents C Files | knowledge-worker | Files analysis — stories about files analysis in this arenaFiles analysis | 3 | full | 7/10 | Cclaimed | |
Connect my cloud drive, email, and calendar so the assistant can search and use them in answers C Connectors | knowledge-worker | Connectors apps — stories about connectors apps in this arenaConnectors apps | 3 | partial | 6/10 | Cclaimed | |
Launch a deep research run that autonomously searches many sources and returns a cited report C Research | knowledge-worker | Research answers — stories about research answers in this arenaResearch answers | 3 | partial | 6/10 | Cclaimed | |
Prevent my data from being used to train AI models G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 3 | none | 0/10 | ||
Control whether my conversations are used to train models C Data controls | knowledge-worker | Trust controls — stories about trust controls in this arenaTrust controls | 3 | none | untested | none yet | |
Export all of my data in open formats and leave G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | none | untested | none yet | |
Self-host the core product G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | n/a | untested | none yet | |
Generate and edit images from natural-language prompts C Images | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | full | 9/10 | Cclaimed | |
Have the assistant create and iteratively edit documents, presentations, and other files I can export G Artifacts | knowledge-worker | Files analysis — stories about files analysis in this arenaFiles analysis | 2 | full | 9/10 | Cclaimed | |
Let the assistant see and operate applications on my computer to complete work C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 2 | full | 9/10 | Cclaimed | |
Get answers grounded in current web results with citations back to the sources C Research | knowledge-worker | Research answers — stories about research answers in this arenaResearch answers | 2 | full | 8/10 | Xcommunity | |
Have a natural, real-time voice conversation with the assistant C Voice | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | full | 8/10 | Cclaimed | |
Organize related chats and files into a project or space that shares context and instructions C Projects | knowledge-worker | Memory context — stories about memory context in this arenaMemory context | 2 | full | 8/10 | Cclaimed | |
Schedule recurring jobs or workflows G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | full | 8/10 | Cclaimed | |
Schedule recurring or one-off tasks that run automatically and come back to me with results C Tasks | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 2 | full | 8/10 | Cclaimed | |
Browse a directory of third-party apps and connectors and add them to the assistant C Connectors | power-user | Connectors apps — stories about connectors apps in this arenaConnectors apps | 2 | full | 7/10 | Cclaimed | |
Share screenshots and photos and have the assistant accurately interpret what is in them C Images | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | full | 7/10 | Cclaimed | |
Use full-featured official mobile apps for iOS and Android C Apps | knowledge-worker | Apps devices — stories about apps devices in this arenaApps devices | 2 | full | 7/10 | Cclaimed | |
Perform bulk operations across many items at once G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | partial | 6/10 | Cclaimed | |
Use an official desktop app with OS-level shortcuts and access to what is on my screen C Apps | power-user | Apps devices — stories about apps devices in this arenaApps devices | 2 | partial | 6/10 | Cclaimed | |
Build and share custom assistants with their own instructions and knowledge C Custom bots | power-user | Apps devices — stories about apps devices in this arenaApps devices | 2 | partial | 5/10 | Cclaimed | |
Manage members, permissions, and data policies for my organization's workspace C Admin | team-admin | Trust controls — stories about trust controls in this arenaTrust controls | 2 | partial | 4/10 | Cclaimed | |
Control data retention and deletion G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | partial | 3/10 | Cclaimed | |
Do everything through the API that I can do in the UI G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | partial | 3/10 | Tprobed | |
Choose where my data is stored (region/residency) G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Opt out of telemetry and usage tracking G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Read the product's source under an open license G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | n/a | untested | none yet | |
Set persistent custom instructions and preferences that shape every response C Memory | power-user | Memory context — stories about memory context in this arenaMemory context | 1 | full | 8/10 | Cclaimed | |
Version, review, and roll back my automations G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 1 | partial | 4/10 | Cclaimed | |
Export my complete chat history and account data G Data controls | knowledge-worker | Trust controls — stories about trust controls in this arenaTrust controls | 1 | none | 0/10 |
Opportunities — the stories that would move this product's scores, from its own judged verdictsOpportunitiestop 8 of 24 stories with headroom
What would move ChatGPT’s scores — derived from its own judged verdicts, biggest headroom first. Each line quotes what the judge found missing; shipping it (or evidencing it publicly) is the fix.
Openness — open source, data portability, and self-hosting storiesExport all of my data in open formats and leave
nonemoves PA Scoreimpact 30
No evidence in the pack of a data export feature producing open/portable formats, nor any mention of account data export or deletion workflow.
Privacy posture — data-handling and privacy storiesPrevent my data from being used to train AI models
nonemoves PA Scoreimpact 30
Missing: any reference to training-data opt-out settings, business/API data-usage policies, or privacy dashboard controls.
Trust controls — stories about trust controls in this arenaControl whether my conversations are used to train models
nonemoves PA Scoreimpact 30
The evidence pack covers ChatGPT's agentic/feature capabilities (Codex, Work, MCP, Computer Use, etc.) but contains no documentation or mention of data controls, training opt-out settings, or 'Improve the model for everyone' toggles that let a user control whether their conversations are used for model training.
Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples
nonemoves API qualityimpact 30
The evidence pack contains no documentation of an interactive API reference or runnable code examples; a direct probe for OpenAPI/swagger specs on the docs site returned 404 across all candidate paths, and no other citation mentions an API reference sandbox or runnable snippets.
Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent)
nonemoves API qualityimpact 30
The probe explicitly checked for an OpenAPI/machine-readable spec at all standard locations and found only 404s, with no other evidence pack item showing a downloadable API spec for ChatGPT itself.
Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy
nonemoves API qualityimpact 30
No evidence of a versioned API or a documented deprecation policy is present; the OpenAPI probe explicitly returned 404s and none of the docs mention API versioning or deprecation practices.
Agenticness — how well agents can access and operate the productDrive the product through a documented public API
partialq4/10moves agent-readyimpact 27
Missing: an explicit REST/GraphQL API reference for ChatGPT product actions, OpenAPI/swagger spec, and independent corroboration that non-Codex ChatGPT features are API-drivable.
Agenticness — how well agents can access and operate the productBuild against official SDKs
partialq3/10moves agent-readyimpact 21
Missing: dedicated SDK documentation/reference pages, code examples, language support details, independent developer reports of building with the SDK.
Showing the top 8 of 24 — every none/partial verdict in the story verdicts table is headroom.
Think a verdict is wrong? Every verdicts-table row has a Flag link — see the methodology.
Coverage map — which docs area, API section, or community source covers which judged storiesCoverage map6 surfaces · 41 covered stories
Where the cited evidence behind each covered verdict came from — the same citations the verdicts table shows, no extra judging.
docs36 stories
- Point an agent at llms.txt or agent-oriented docs
- Run the product headlessly / in CI for automation
- Plug MCP servers into this product so it can use their tools
- Connect an agent via an official MCP server
- Use an official CLI
- Issue scoped/least-privilege API credentials for an agent
- Subscribe to events via webhooks
- Get AI-generated insights and suggestions from my data inside the product
- Set up automations that run autonomously in the background
- Delegate tasks to a built-in AI assistant inside the product
- Operate the product with natural-language commands
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Have the assistant operate a web browser on my behalf to research and complete tasks on websites
- Let the assistant see and operate applications on my computer to complete work
- Schedule recurring or one-off tasks that run automatically and come back to me with results
- Use an official desktop app with OS-level shortcuts and access to what is on my screen
- Use full-featured official mobile apps for iOS and Android
- Build and share custom assistants with their own instructions and knowledge
- Perform bulk operations across many items at once
- Define rules that trigger actions automatically on events
- Schedule recurring jobs or workflows
- Version, review, and roll back my automations
- Browse a directory of third-party apps and connectors and add them to the assistant
- Connect my cloud drive, email, and calendar so the assistant can search and use them in answers
- Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
- Have the assistant create and iteratively edit documents, presentations, and other files I can export
- Upload documents, spreadsheets, and PDFs and get accurate analysis of their contents
- Have the assistant remember relevant context from previous chats and apply it in new conversations
- Set persistent custom instructions and preferences that shape every response
- Organize related chats and files into a project or space that shares context and instructions
- Generate and edit images from natural-language prompts
- Have a natural, real-time voice conversation with the assistant
- Control data retention and deletion
- Launch a deep research run that autonomously searches many sources and returns a cited report
- Get answers grounded in current web results with citations back to the sources
- Manage members, permissions, and data policies for my organization's workspace
chatgpt.com11 stories
- Run the product headlessly / in CI for automation
- Use an official CLI
- Drive the product through a documented public API
- Issue scoped/least-privilege API credentials for an agent
- Build against official SDKs
- Delegate tasks to a built-in AI assistant inside the product
- Operate the product with natural-language commands
- Test against a sandbox environment without touching production data
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Perform bulk operations across many items at once
- Do everything through the API that I can do in the UI
Us docs4 stories
OpenAPI spec3 stories
Hacker News3 stories
Claims vs evidence — vendor claims reconciled against independent verdictsClaims vs evidence
2 of 22 testable claims verified · 0 contradicted → integrity 9/100
55 distinct capability claims found in ChatGPT’s own claimed-docs/GitHub materials, reconciled against our judge’s independent verdicts.
2
Verified
20
Unverified
0
Contradicted
19
Undersold
Verified (4)
“Codex CLI can be run or scoped to a specific working directory via a flag”
“Codex CLI can create and edit files in the working directory”
“CLI --search flag fetches live web results for a single run”
Get answers grounded in current web results with citations back to the sourcesfullproof ↗
“Web search results appear with citations in chat”
Get answers grounded in current web results with citations back to the sourcesfullproof ↗
Unverified (50)
“Codex can debug code, run tests, review PRs, and implement features”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewfullproof ↗
“ChatGPT can connect to developer tools like a browser or Figma via MCP”
Plug MCP servers into this product so it can use their toolsfullproof ↗
“MCP server setup carries over across different ChatGPT clients”
Plug MCP servers into this product so it can use their toolsfullproof ↗
“Generate or edit images from natural-language prompts”
Generate and edit images from natural-language promptsfullproof ↗
“Add precise comment feedback to one or more generated images”
Generate and edit images from natural-language promptsfullproof ↗
“Add annotations pointing to a specific part of a file to request edits”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Draft, refine, and download documents, presentations, spreadsheets, and PDFs”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Browser tool lets ChatGPT open websites, gather live info, and take action”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“Computer Use lets ChatGPT see and control desktop GUI apps on macOS or Windows”
Let the assistant see and operate applications on my computer to complete workfullproof ↗
“Schedule recurring tasks to run in the background and review their status”
Schedule recurring or one-off tasks that run automatically and come back to me with resultsfullproof ↗
“Scheduled tasks can trigger automatically on Gmail, Slack, or GitHub events”
Define rules that trigger actions automatically on eventsfullproof ↗
“Voice mode can start, check, and follow up on background tasks”
Have a natural, real-time voice conversation with the assistantfullproof ↗
“Desktop app can control browsing across Chrome, Edge, Brave, Opera, and Vivaldi”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“Projects organize related chats and share context”
Organize related chats and files into a project or space that shares context and instructionsfullproof ↗
“Local projects give chats access to folders on your computer”
Organize related chats and files into a project or space that shares context and instructionsfullproof ↗
“Memories carry useful context from earlier chats/work into future sessions”
Have the assistant remember relevant context from previous chats and apply it in new conversationsfullproof ↗
“Photo upload lets ChatGPT transcribe or describe images like recipes or landmarks”
Share screenshots and photos and have the assistant accurately interpret what is in themfullproof ↗
“Advanced Voice Mode enables real-time spoken conversation”
Have a natural, real-time voice conversation with the assistantfullproof ↗
“Can run a workflow end-to-end and produce a finished doc, spreadsheet, or presentation matching templates”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Can bring an open browser tab into a chat and work with the already-signed-in site”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“Event triggers can kick off automations like triaging email or acting on PR feedback”
Define rules that trigger actions automatically on eventsfullproof ↗
“Work mode lets ChatGPT carry a larger task through to a reviewable result”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewfullproof ↗
“Can mark a chart in a slide and request layout/label changes”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Can run multiple projects in parallel with file and computer access from one desktop workspace”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewfullproof ↗
“Local Work can operate on on-device files without uploading them to the cloud”
Let the assistant see and operate applications on my computer to complete workfullproof ↗
“Custom GPT builders can use workspace apps or configure actions calling third-party APIs”
Build and share custom assistants with their own instructions and knowledgepartialproof ↗
“/memories command lets you control whether a chat can use or contribute to memories”
Have the assistant remember relevant context from previous chats and apply it in new conversationsfullproof ↗
“Codex can autonomously run tests and investigate failures”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewfullproof ↗
“Can test macOS, Windows, or iOS-simulator apps that ChatGPT is building”
Let the assistant see and operate applications on my computer to complete workfullproof ↗
“Can compare options, complete multi-step tasks, or review a page across the web”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“ChatGPT Work/Codex can use website-provided actions (Site tools/WebMCP) in the built-in browser”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“ChatGPT Voice lets you coordinate and check on tasks across Chat, Work, and Codex”
Have a natural, real-time voice conversation with the assistantfullproof ↗
“MCP servers can be scoped to a specific trusted project via a config file”
Plug MCP servers into this product so it can use their toolsfullproof ↗
“Switch between Focused and Canvas views to inspect generated images”
Generate and edit images from natural-language promptsfullproof ↗
“Choose an image and style and remix into personalized stickers”
Generate and edit images from natural-language promptsfullproof ↗
“Switch between rendered preview and source HTML view of generated output”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Slack plugin can summarize channels or draft replies”
Browse a directory of third-party apps and connectors and add them to the assistantfullproof ↗
“Can create a deck, analyze files, draft a report, or build a project plan”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Can create a deck, analyze files, draft a report, or build a project plan”
Upload documents, spreadsheets, and PDFs and get accurate analysis of their contentsfullproof ↗
“Can continue a task requiring a website account across web, iOS, or Android”
Have the assistant operate a web browser on my behalf to research and complete tasks on websitesfullproof ↗
“Turn research and analysis into finished documents, presentations, or spreadsheets”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Turn notes, docs, research, or meeting materials into a structured slide deck”
Have the assistant create and iteratively edit documents, presentations, and other files I can exportfullproof ↗
“Goal mode can be started via a /goal command in the desktop app”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewfullproof ↗
“Personal custom instructions persist via a global AGENTS.md file”
Set persistent custom instructions and preferences that shape every responsefullproof ↗
“Codex Security plugin scans code and confirms vulnerability findings”
Browse a directory of third-party apps and connectors and add them to the assistantfullproof ↗
“Can add a reference image to guide or transform an image generation”
Generate and edit images from natural-language promptsfullproof ↗
“Plugins connect ChatGPT to tools like Google Drive, SharePoint, Salesforce, or Gong”
Connect my cloud drive, email, and calendar so the assistant can search and use them in answerspartialproof ↗
“Workspace admins can control access to Work, plugins, browser use, and network access”
Manage members, permissions, and data policies for my organization's workspacepartialproof ↗
“Data controls apply to content processed by ChatGPT, including Computer Use screenshots”
“Can search, browse, compare sources, read files, analyze data, and summarize findings”
Launch a deep research run that autonomously searches many sources and returns a cited reportpartialproof ↗
Undersold (19)
Point an agent at llms.txt or agent-oriented docspartialproof ↗
Run the product headlessly / in CI for automationfullproof ↗
Drive the product through a documented public APIpartialproof ↗
Issue scoped/least-privilege API credentials for an agentpartialproof ↗
Get AI-generated insights and suggestions from my data inside the productfullproof ↗
Set up automations that run autonomously in the backgroundfullproof ↗
Delegate tasks to a built-in AI assistant inside the productfullproof ↗
Operate the product with natural-language commandsfullproof ↗
Test against a sandbox environment without touching production datapartialproof ↗
Use an official desktop app with OS-level shortcuts and access to what is on my screenpartialproof ↗
Use full-featured official mobile apps for iOS and Androidfullproof ↗
Perform bulk operations across many items at oncepartialproof ↗
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable filesfullproof ↗
Do everything through the API that I can do in the UIpartialproof ↗
Claims outside our story set (2)
Real capability claims found in ChatGPT’s own materials, but no story in this arena’s taxonomy covers them yet — that’s feedback on the taxonomy, not a mark against the product.
“IDE extension can create and edit files directly in your workspace”
source ↗“Generate interactive visualizations and build/share websites and apps via Sites”
source ↗
Business model
Free tier plus flat-rate Plus and Pro subscriptions; Business/Team is per-seat and Enterprise is custom, with ChatGPT Work usage drawing on shared workspace credits.
pricing ↗Score trend
How this product’s scores have moved as evidence and verdicts are re-derived — a point per change, not per day.
Flag
⚑ Flag a verdictThink a verdict is wrong? Opens a prefilled GitHub issue — or use the ⚑ next to any verdict above.
For agents
Agent surface uptime llms.txt 100% (30d, checked every 6h since Sep 8 '26)
