Every source GILD analyzed, newest first. Each says who the source is, how it knows, whether it still applies and which findings it counts toward. Open a count to see only its sources.
Source
57 sources in Leaders and teams rolling it out, with product documentation Showing all 102 sources
Positive
Comment on: Every SaaS business will become a harness around a modelHacker News comment
The small business skipped a receipt-scanning app and has everyone put receipts into ChatGPT, which returns a CSV their accounting software accepts.
Negative
All 4 of my paid Business Standard seats missed the Oct 2 global reset, while Pro 500 was fixedOpenAI Community forum post
None of the organization's three Business Standard seats received the October 2 usage reset, and support looped them through checklists for over 40 hours.
Mixed
Vibe Check: OpenAI DevDay 2026Newsletter review, Every
Dots became Shipper's main way to use ChatGPT in testing, but permission problems, dropped messages, and failed browser connections left it too buggy for him to recommend yet.
Not counted
Its author tested these features before their release, on pre-release access from OpenAI. Kept in the record; it takes part in no figure.
Negative
Migrated GPT is private in ChatGPT Business, and plugin sharing is disabled for the workspace ownerOpenAI Community forum post
The workspace owner migrated an HR policy GPT employees rely on, but the resulting plugin is private and sharing is disabled, taking the tool out of use.
Negative
Comment on: Understanding ChatGPT WorkHacker News comment
Avoids sharing personal matters with ChatGPT, and worries that using the employer's corporate seat lets HR read every chat through compliance tools.
Positive
Expanded ChatGPT Edu now available at Duke at no costUniversity IT news post, Duke OIT
Duke moved ChatGPT Edu from consumption and credit-based billing to a no-cost combined plan for eligible users and forgave month-to-date Premium charges.
Mixed
Feature Request: First-class SharePoint Lists and Metadata Support in ChatGPTOpenAI Community forum post
The organization uses the SharePoint app extensively for documents, but missing SharePoint List and metadata support limits it for business-system workflows.
Counts toward
Mixed
Comment on: Ask HN: AI rollout for 100 employees, mostly non-technical - what worked?Hacker News comment
Their organization rolled out ChatGPT Enterprise and Team plans over about two years and is now moving toward Claude, keeping admin oversight of usage logs.
Positive
How GPT-5.6 Changes Knowledge WorkNewsletter essay, Every
Shipper has GPT-5.6 Sol in ChatGPT Work watch his inbox and propose replies he approves, and rates it more usable for non-technical people than Anthropic's Fable or Claude's desktop app.
Negative
Comment on: Companies Are Throttling Employees' AI Use Because It's Too ExpensiveHacker News comment
After meetings urging staff to use AI, the company discontinued ChatGPT Enterprise accounts for anyone not using it often enough, to save money.
Negative
ChatGPT Business Workspace Deactivated for 5+ Days - ~600 Users AffectedOpenAI Community forum post
The company's Business workspace was deactivated without warning for five days, locking out about 600 members, with billing pages unreachable before renewal.
Positive
What Higher Ed Leaders Can Learn from CSU's ChatGPT Edu Rollout (Changing Higher Ed podcast 315)Podcast episode, Changing Higher Ed podcast
CSU set governance first, then deployed ChatGPT Edu to about 225,000 accounts; 97% of faculty say outputs need verification, and communication was the hardest part.
Counts toward
Negative
Comment on: Outsourcing plus local AI will soon become more economical vs. frontier labsHacker News comment
The commenter's company saw ChatGPT credit usage double with stable use, and found Claude Enterprise users exhausted their limits within hours.
Mixed
Comment on: AI subscriptions are a ticking time bomb for enterpriseHacker News comment
Two months after the company rolled out ChatGPT, IT operations told the commenter their usage had produced a bill of at least a thousand euros beyond included credit.
Mixed
Comment on: Changes to GitHub Copilot individual plansHacker News comment
Despite company-wide ChatGPT Enterprise, Copilot and Windsurf accounts, most people at the commenter's company use Claude Code through Bedrock.
Mixed
Driving ChatGPT Enterprise AdoptionConsultancy blog post, SVA Consulting
A client licensed ChatGPT Enterprise organization-wide, but only about 20% of employees had activated it months later, until role-specific training followed.
Mixed
Latent Space: Brex's AI strategyPodcast episode, Latent Space
Brex buys a small number of seats of several assistants and lets employees request ChatGPT, Claude or Gemini through ConductorOne in Slack, with no single assistant selected for everyone.
"What we do instead of like trying to pick a single solution is we will procure like a small number of seats, like multiple solutions, and then we’ll give employees the ability to pick whatever one they want to use."
Positive
Faculty Guidance: Preparing for the ChatGPT Edu Rollout in Spring 2026Provost's letter, USC Office of the Provost
USC opened ChatGPT Edu campus-wide and left AI rules in each course to faculty; prompts stay out of model training, and faculty cannot see student chats.
Negative
Request for native WebDAV support in ChatGPT Knowledge BaseOpenAI Community forum post
Company knowledge only reads uploads or Google and Microsoft connectors, which forces data duplication and raises sovereignty and GDPR concerns.
Positive
OpenAI gets edge over Microsoft Copilot at La TrobeTrade press report, iTnews
La Trobe plans 40,000 ChatGPT Edu licenses for staff and students by mid-2027, making ChatGPT its main AI tool while Copilot continues for staff.
No opinion stated
Lenny's Podcast: Tomer Cohen on LinkedIn's AI agentsPodcast episode, Lenny's Podcast
LinkedIn's knowledge agents run on Copilot Enterprise and ChatGPT Enterprise, and its own customization produced the biggest gains.
"And I would say for a lot of those kind of knowledge corpus agents, we're using everything from Copilot Enterprise to ChatGPT Enterprise. By far though, the most important part was basically our own customization of it. That's been where we saw the biggest gains."
Not counted
LinkedIn is owned by Microsoft, OpenAI's largest investor and cloud partner. Kept in the record; it takes part in no figure.
Mixed
Comment on: Investors expect AI use to soar. That's not happeningHacker News comment
Finds ChatGPT Pro mode helpful but slow, and cannot tell whether its answers are true even with sources, on a two-seat Business plan.
Mixed
Comment on: Boom, bubble, bust, boom. Why should AI be different?Hacker News comment
Gets rate-limited every day even though the company holds enterprise subscriptions to Gemini, ChatGPT and others.
Positive
U launches ChatGPT Edu, a university-centered generative AI tool for campus useUniversity news post, @theU
Utah's Chief AI Officer calls ChatGPT Edu a major leap for responsible AI on campus. The launch keeps university data out of training and adds OpenAI training for more than 100 campus session leaders.
Positive
Tech News Weekly: ChatGPT Edu Available for Faculty and StaffUniversity IT news post, Illinois Office of the CIO
Illinois' Office of the CIO opened ChatGPT Edu licenses to faculty and staff ahead of students and paired the rollout with an AI training series run with Illinois HR.
Counts toward
Positive
Comment on: Microsoft lets bosses spot teams that are dodging CopilotHacker News comment
Because staff were already working in personal ChatGPT accounts, the company bought ChatGPT Enterprise for compliance; Copilot feels far more limited.
Positive
Comment on: Without data centers, GDP growth was 0.1% in the first half of 2025Hacker News comment
The commenter's company pays for both Gemini and ChatGPT subscriptions, and people actually use them.
Counts toward
Positive
William & Mary launches ChatGPT Edu pilotUniversity news article, William & Mary
William & Mary CIO Edward Aractingi describes ChatGPT as offering a strong blend of features and the enterprise license as making advanced AI available through a secure, centrally managed platform. The pilot targets selected faculty and staff and evaluates responsible use in teaching, research and operations.
Mixed
Gemini: A powerful AI partnerUniversity news feature, Brief (University of Minnesota)
With more than 13,000 people on free ChatGPT accounts in March 2025, Minnesota's CTO chose Gemini, already part of its Google license, as the more secure campus option at no added cost.
Negative
Frustration with OpenAI Workspace Changes - AI Professionals Penalized for Building Custom GPTsOpenAI Community forum post
After paying for a Team workspace to host client and teaching GPTs, the admin can no longer create custom GPTs there and must build them in a personal account.
Positive
Comment on: ChatGPT's enterprise success against Copilot fuels OpenAI/Microsoft rivalryHacker News comment
Based on the team's experience at work, ChatGPT is a much better product than Microsoft Copilot.
Positive
Comment on: ChatGPT's enterprise success against Copilot fuels OpenAI/Microsoft rivalryHacker News comment
When the company's paid Copilot refused to list field names from a document, the web version of ChatGPT did it perfectly.
Mixed
Lessons from Pennsylvania's Generative AI Pilot with ChatGPTGovernment report summary, Digital Government Hub
The pilot report names inaccuracy concerns, limited learning time and a steep learning curve as barriers, and recommends training and an AI playbook.
Negative
Comment on: Y Combinator says Google is a monopolist, no comment about its OpenAI tiesHacker News comment
The commenter's company is abandoning ChatGPT Enterprise because Google now bundles Gemini into Google Workspace at no extra cost.
Positive
BBVA expands its agreement with OpenAI to 11,000 ChatGPT licences for the bank's employeesCompany news article, BBVA
BBVA grew from 3,300 to 11,000 ChatGPT Enterprise licenses; 83% of licensed users use it daily and those automating tasks report saving 2.8 hours a week.
No opinion stated
Still Waters, Rapid Currents: Early Labor Market Transformation under Generative AIResearch paper, NBER Working Paper 33777
Workers report productivity benefits from chatbots, yet payroll records show precise null effects on earnings and recorded hours, ruling out effects above 2% two years after ChatGPT's launch.
Positive
Shapiro Administration Leads the Way in Responsible, Ethical Use of AI; First-Ever Generative AI Pilot for State Workers Leads to Significant Time Savings and Increased ProductivityGovernment press release, Commonwealth of Pennsylvania
Pennsylvania's year-long ChatGPT Enterprise pilot found employees reporting 95 minutes saved per day on writing, research and summarization, and stressed human oversight.
Counts toward
Negative
Lost access to ChatGPT Teams workspace after an unpaid extra seat, need help restoring admin rightsOpenAI Community forum post
When the only admin left, adding a seat to take over locked the company's Team workspace over the unpaid seat, cutting off every member.
Mixed
Comment on: OpenAI O3-MiniHacker News comment
Promoting AI across a 150-person company with ChatGPT Plus for all employees, the commenter struggles to explain which of several models staff should pick.
Positive
Comment on: Google is making AI in Gmail and Docs free, but raising the price of WorkspaceHacker News comment
Their company uses ChatGPT Team every day across product and engineering, valuing project folders, custom GPTs and pulling files in from Google Drive.
Positive
BBVA is now using ChatGPT to streamline legal queries and marketing processesCompany news article, BBVA
BBVA's nine-lawyer advisory team answers more than 40,000 legal queries a year with a custom GPT, and a person reviews every answer before it goes out.
No opinion stated
Comment in r/ChatGPT on ChatGPT Plus and Go plansReddit comment, r/ChatGPT
A problem began while a week of the Plus subscription remained, before the move to the Go plan, so the commenter rules out the plan change as its cause.
"I was subscribed to ChatGPT Plus (€23 per month) before switching to the Go plan (€8 per month). The problem started when I still had one week remaining on my Plus subscription, which leads me to believe that switching plans was not the cause. I began noticing this decline when GPT-6 was introduced on October 7, 2026. Since then, it has become much more difficult to generate high-quality images that accurately follow the instructions and match the expected results."
No opinion stated
Comment in r/ChatGPT on GPT-6.0 in ChatGPT PlusReddit comment, r/ChatGPT
Strict project instructions that made GPT-5.6 Sol check every source no longer hold on GPT-6.0.
"I'm on ChatGPT Plus. After going from 5.6 Sol to 6.0 ChatGPT isn't the same. I have ridiculously strong project instructions to **force** it to go through all sources and all active chats before answering. On 5.6 this actually worked quite well, surprisingly so, after like a week of tweaking the instructions. But now, on 6.0 its like I'm back to ChatGPT Go. Its so **STUPID** and pisses me off constantly. Doesn't remember, can't see, doesn't know, acts like a damn baby when previously it was so much more articulate, precise etc."
No opinion stated
X post on ChatGPT Pro billingX post
Cut off from ChatGPT Pro although usage showed 100% left, with two credit cards and Apple Pay rejected.
"Interestingly got cut off from using ChatGPT completely.. Paid $200/month for their pro plan. Usage says 100% left, but really it doesn’t let me use it. Can’t top off API, rejecting 2 different credit cards, and Apple Pay. Am on;y able buy credits on iPhone for gpt, and only $4 at a time. .. I was using them to develop a large anime.. and it all happened when I was 30% in. Sudden;y cut off completely.. Strange… Way… Of.. Doing.. It……"
No opinion stated
X post on ChatGPT Plus five-hour limitX post
The five-hour limit on ChatGPT Plus went from 100% to 0% in two minutes.
"@thsottiaux ChatGPT Plus plan, 100% -> 0% on my 5h limit in just 2min. Il y a clairement un soucis…"
No opinion stated
Comment in r/ChatGPT on ChatGPTReddit comment, r/ChatGPT
A programmer says a side project earned US$400 to 500 a month until a paid ChatGPT plan in June 2026 sped up the work, and that from June to August it rose to US$3,000 to 4,000 a month, by the author's own account.
"I totally agree. In my case, I started a project related to my job (I work as a programmer) in January of this year, and in just a couple of months I was making $400-500."
No opinion stated
X post on ChatGPT, then ClaudeX post
Switched to Claude after it solved in four hours a debugging problem ChatGPT had not cracked in days.
"Switched from ChatGPT to Claude. First time using it, and I'm honestly stunned.☄️ About four hours of work on a debugging problem ChatGPT couldn't crack in days. Claude solved it. Weekly limit after that: 25% used."
No opinion stated
X post on ChatGPT memoryX post
Keeps returning to ChatGPT because saved context means not explaining the project from scratch.
"…keep coming back to @ChatGPT because I don't have to explain my project from scratch. Didn't expect saved context to matter this much…"
No opinion stated
X post on ChatGPT for PowerPointX post
ChatGPT's PowerPoint add-in crashes constantly for this teacher, who builds lessons with Claude instead.
"@JesusIsGod @MrTacticalX I use Claude with PowerPoint six days a week to build lessons for my students. It's brilliant and saves me hours. ChatGPT's PowerPoint has been awful and crashes constantly for me. For education, Claude is the sensible choice. And "cult" isn't an argument. It's a buzzword."
No opinion stated
X post on ChatGPT voice agentX post
Spends 15 to 30 minutes a day on voice calls with a ChatGPT agent while walking, getting errands such as visa questions done.
"I now have 15-30 min/day of calls with my @ChatGPT Dot agent while walking. It’s honestly such a productivity unlock to speed through a bunch of errands. For example, during today’s call: - Talked through some visa application questions, it drafted my application in the background - Sent an email about an issue with a clothing order I had - Asked to quickly fix a bug in my iOS app and resubmit to Apple - Create a workout for today based on my program - Update my Craft daily note with a bunch of todos…"
No opinion stated
X post on ChatGPT with Astra 6X post
In 15 minutes ChatGPT found a free conference ticket in his messages, registered him and added it to his calendar and wallet.
"Vercel conference: $̶$̶5̶0̶0̶ ̶ → free, thanks to ChatGPT. In 15 minutes, Astra 6 found a free ticket in my 100K+ SF Tech Week DMs, created an account, added it to my calendars, AirDropped it to my iPhone, and saved it to Apple Wallet, then cleaned up. The future is now."
No opinion stated
[ChatGPT Work][Voice][Custom MCP] App binding does not recover after transient 502; fresh Work thread succeedsGitHub issue, openai/openai-apps-sdk-examples
After one transient 502 from the MCP endpoint, an existing ChatGPT Work thread kept showing the app attached but stopped reaching it, as a backend request counter showed. A fresh thread worked at once.
Counts toward
No opinion stated
X post on ChatGPT Plus limitsX post
Cancelled ChatGPT Plus after Plus limits were cut soon after GPT-6 Astra launched.
"I just cancelled ChatGPT Plus. Here's why you should too: I paid $20/mo for "unlimited" access. What OpenAI gave me in September: - GPT-6 Astra launched as their best model ever - 2 days later, they cut Plus limits up to 4X without telling anyone - 5-45 messages per 5 hours for Astra. That's it. One coding session and you're capped."
No opinion stated
X post on ChatGPT voice with pluginsX post
Answered about 10 emails on a walk by talking to ChatGPT's new voice mode, which can use all his plugins.
"V useful. New GPT voice can use all my plugins. Just went on a walk and was able to get things done just by having a conversation. It works incredibly well. Responded to like 10 emails just by chatting. I told ChatGPT to always give me a hyperlink to the app inline when it sends anything or makes a change to a document so I can immediately check it. Highly recommend."
Negative
OpenAI's Custom GPT -> plugin migration raises access concernsOpenAI Community forum post
With custom GPTs retiring, a creator who sells GPT-based tools found migrated plugins start private and existing paying users lose access.
No opinion stated
X post on ChatGPT Pro Codex limitsX post
Less than a day after the weekly Codex limit on his US$200 ChatGPT Pro plan reset he had used 97% of it, which is why he cancelled.
"Less than 24 hours after the Codex weekly limit on my $200 ChatGPT Pro plan reset, I’m already back at 97% used with another 6+ days to go. This is exactly why I cancelled."
Negative
Comment on: Ask HN: What default model do you use and why?Hacker News comment
After frequent errors on obscure Linux and Firefox questions, switched a years-long ChatGPT subscription to Gemini, keeping ChatGPT free as a second opinion.
No opinion stated
[ChatGPT Developer Mode][MCP] Developer MCP capability disappears mid-conversation after many successful tool callsGitHub issue, openai/openai-apps-sdk-examples
After many successful tool calls in one conversation, ChatGPT refused the same custom MCP connector with "This conversation does not support developer MCPs" and interrupted the workflow.
Counts toward
Negative
Comment on: Understanding ChatGPT WorkHacker News comment
Tried remote control of ChatGPT Work's browser, and it froze completely after a few seconds.
Counts toward
Positive
Comment on: Understanding ChatGPT WorkHacker News comment
Hands ChatGPT Work tasks such as drafting email replies through the Gmail connector and filling multistep web forms, finishing in 5 to 10 minutes.
Positive
Comment on: Understanding ChatGPT WorkHacker News comment
Uses ChatGPT Work for heavy background jobs such as a hundred-slide deck with speaker notes and visual checks of each slide.
Negative
Comment on: Understanding ChatGPT WorkHacker News comment
Warns that granting Gmail access exposes every message and computer use can do anything on the machine, with no visibility into what agents do.
Mixed
Comment on: Understanding ChatGPT WorkHacker News comment
Gets strong results from ChatGPT Plus connected to hundreds of GitHub repositories, but will not grant the Gmail connector full read and write access.
Mixed
Understanding ChatGPT WorkPersonal blog post, simonwillison.net
Calls ChatGPT Work extraordinarily confusing and very powerful, adding code execution, a browser, a persistent filesystem, Sites and scheduled automations to Chat.
Positive
Comment on: Are we in the era of AI slop landing pages?Hacker News comment
Uses a custom GPT to adapt winning sales letters from a swipe file into new offers, then has ChatGPT and Claude improve the copy.
Positive
Comment on: xAI is looking more like a datacentre REIT than a frontier labHacker News comment
Pays for ChatGPT, Claude, Gemini and Grok and still prefers ChatGPT, though earlier ChatGPT models rarely said anything negative about the user's plans.
Negative
Comment on: President Trump bans Anthropic from use in government systemsHacker News comment
Canceled a ChatGPT Pro subscription and moved to Anthropic over OpenAI's position on government work, noting ChatGPT was not clearly better than Claude.
Mixed
Why I Turned Off ChatGPT's MemoryNewsletter, Every
Turned memory off because stale preferences and errors accumulate into context rot that quietly degrades ChatGPT's results.
Positive
Comment on: Retiring GPT-4o, GPT-4.1, GPT-4.1 mini, and OpenAI o4-mini in ChatGPTHacker News comment
Returned from Gemini after Thinking limits rose to 3,000 a week, and runs work through Projects with project-only memory and Thinking chats that search widely.
Mixed
Lenny's Podcast: Zevi Arnovitz on building as a non-technical PMPodcast episode, Lenny's Podcast
Uses both ChatGPT and Claude Projects and says ChatGPT's memory mixed unrelated contexts; when Meta approached him about a role, he prepared in a new Claude project.
"So Meta reached out and said they'd like me to interview. Straight away, I opened up a project within Claude."
Mixed
Lenny's Podcast: Matt MacInnis on writing with AIPodcast episode, Lenny's Podcast
Uses ChatGPT and Gemini to phrase ideas he has already written, and finds them good at refining wording and not useful for coming up with the ideas.
"And I do find that the ChatGPT and Gemini do a great job of helping me refine how to articulate the concepts that I want to articulate. They are not useful in coming up with the ideas themselves."
Mixed
Comment on: New coding models and integrationsHacker News comment
After two years paying for both Claude and ChatGPT, kept ChatGPT Pro and uses it for extended research and non-technical work.
Positive
On Working with WizardsNewsletter post, One Useful Thing (Substack)
In 9 minutes 40 seconds GPT-5 Pro found an error in his published paper that no one had caught. He checked it and found it right, but says verifying such output sometimes takes more time than doing the work.
Counts toward, pending a recheck
Positive
Comment on: LLM InevitabilismHacker News comment
Defaults to o3 because it combines reasoning with search, and finds GPT-4.5's tight usage limits push some work to GPT-4o.
Counts toward, pending a recheck
Mixed
Lenny's Podcast: Andrew Wilkinson's AI stackPodcast episode, Lenny's Podcast
Runs Claude for writing, Gemini for very large inputs and ChatGPT for everything else.
"Claude, I use for writing very extensively. I find it's the best for that."
Counts toward
Positive
Comment on: I'm dialing back my LLM usageHacker News comment
Finds employer-paid ChatGPT Enterprise useful, but estimates a quarter of generated code stays bad and half of its review comments should be ignored.
Positive
Comment on: Ask HN: What useful AI tools do you use every day?Hacker News comment
Uses ChatGPT daily as a thinking partner and for marketing campaign ideas and copy, with custom GPTs for each use case, alongside Claude Projects.
Negative
I really don't like ChatGPT's new memory dossierPersonal blog post, simonwillison.net
Memory that references all past chats takes control of context away from the user, as when an image picked up a location from earlier chats.
Negative
Fabricated citations from Project documentsOpenAI Community forum post
In a Team project restricted to uploaded documentation, ChatGPT gave wrong answers with fabricated citations to the files and insisted they existed.
Negative
File Upload Limit (User Quota) Is Breaking My Workflow - Heavy User Needs File Management Options!OpenAI Community forum post
A file-heavy workflow keeps stopping at an unexplained upload quota, with no way to see what to delete.
Negative
What I discovered after months of professional use of custom GPTsHacker News post
After months running role-specific custom GPTs, a non-technical professional found instructions ignored, Canvas documents lost and errors repeated, and judged ChatGPT unfit for structured work.
Positive
Comment on: I genuinely don't understand why some people are still bullish about LLMsHacker News comment
Used Deep Research for reference decks, then ChatGPT to restructure and write slide copy from support docs and a recorded brain dump, saving many hours.
Positive
Comment on: AI Search Has a Citation ProblemHacker News comment
The only AI tool the commenter has seen cite extensively is Deep Research on the ChatGPT Pro plan.
Counts toward, pending a recheck
Positive
Comment on: AI systems with 'unacceptable risk' are now banned in the EUHacker News comment
Uses company-paid ChatGPT at work, including summarizing a block of anonymous team feedback on a new pull request policy.
Counts toward
Positive
The End of Search, The Beginning of ResearchNewsletter, One Useful Thing
Deep Research produced a 13-page report with accurate quotations and real academic citations that Mollick rates near the work of a beginning PhD student.
Positive
Comment on: 41% of Employers Worldwide Say They'll Reduce Staff by 2030 Due to AIHacker News comment
Turns raw bullet points into plans, updates and slide decks with a ChatGPT subscription, work that strategy staff used to do.
Pages from OpenAI, used to check facts for every group.
Lists Free at US$0, Go at US$8, Plus at US$20, and Pro from US$100 per month. Business costs US$20 per user per month billed annually or US$25 monthly, and Enterprise uses custom pricing.
Documents Standard seats at US$25 per user per month monthly or US$20 annually, Premium seats at US$125 or US$100, a two-seat minimum, and the rename from ChatGPT Team on August 29, 2025.
States that Premium seats include five times the Work and Codex usage of Standard seats with no five-hour limit. Standard includes 15 Pro messages a month and Premium 50 a week.
Lists Pro 100, Pro 200, and Pro 500 at US$100, US$200, and US$500 a month, billed monthly only, with a lower included allowance for new Pro 200 subscriptions.
Explains thinking levels by plan, that a Pro subscription does not include unlimited GPT-6 Pro use, and that managed workspaces can restrict which models members use.
Describes standard ChatGPT seats and Codex-only seats on credit-based agreements, token-based billing in US dollars on eligible agreements, and permanent personal-workspace merges.
Explains per-seat limits on Business and a shared credit pool on Enterprise and Edu, where advanced features pause when credits run out unless overages are enabled.
Documents monthly credit limits by seat type and per user, automatic reload with an optional monthly cap, credits valid for 12 months, and no limits set by default.
States that Business, Enterprise, Edu, and API data is not used for training by default, that Enterprise admins control retention, and that deleted conversations leave OpenAI systems within 30 days.
Explains the Improve the model for everyone setting for personal plans, and that temporary chats are not used for training and may be kept up to 30 days for safety.
Explains that Work draws from the shared workspace credit pool, that alerts notify without stopping spend, and that user limits and the workspace overage limit are separate controls.
Lists retention by data category, Compliance Logs Platform records kept for 30 days, and that local computer access with Work Cloud does not provide strict zero data retention.
States that plugins and apps are off by default in Enterprise and Edu workspaces and on by default in Business, and that shared connections use the connected account's permissions.
Explains that custom GPTs are being retired in favor of plugins, that a migrated GPT becomes read-only, and that custom actions must be rebuilt.
Describes record mode on the macOS desktop app for Plus, Pro, Business, Enterprise, and Edu, with sessions capped at four hours and audio deleted after transcription.
States that ChatGPT Work and Codex share usage, credits, and limits, and gives October 14, 2026 as the date GPT-5.5 retires from Codex with ChatGPT sign-in, leaving API key sessions unaffected.
Source index
Every source GILD read, with the original address and the context used to count it. Open a finding to filter the full cards above. On smaller screens the index lists each source once by name, cohort and date; its full record above carries the address, context and findings.
| Source | Original URL | Author and context | Who | Published | Review date | Applies | Findings |
|---|---|---|---|---|---|---|---|
| Comment in r/ChatGPT on ChatGPT Plus and Go plansID sf-12 | User Communities | www.reddit.com/ | Glum_North_3919, Reddit commenterself-described: Moved from ChatGPT Plus at €23 a month to Go at €8 | Individual user | Published Oct 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment in r/ChatGPT on GPT-6.0 in ChatGPT PlusID sf-13 | User Communities | www.reddit.com/ | Rayden9x7, Reddit commenterself-described: ChatGPT Plus with strict project instructions | Individual user | Published Oct 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT Pro billingID sf-15 | User Communities | x.com/ | Dimitri Geier, X userself-described: ChatGPT Pro at US$200 a month | Individual user | Published Oct 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT Plus five-hour limitID sf-16 | User Communities | x.com/ | Val, X userself-described: ChatGPT Plus | Individual user | Published Oct 27, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment in r/ChatGPT on ChatGPTID sf-14 | User Communities | www.reddit.com/ | Nocrima, Reddit commenter and programmerself-described: Work project started in January 2026 | Individual user | Published Oct 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT, then ClaudeID sf-19 | User Communities | x.com/ | Martin Lanczi, X userself-described: Debugging work | Individual user | Published Oct 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT memoryID sf-18 | User Communities | x.com/ | James Vasquez, X userself-described: Ongoing personal project | Individual user | Published Oct 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT for PowerPointID sf-23 | User Communities | x.com/ | Merk, teacher on Xself-described: Building lessons in PowerPoint six days a week | Individual user | Published Oct 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT voice agentID sf-20 | User Communities | x.com/ | Mete Polat, X userself-described: Voice calls with a ChatGPT agent while walking | Individual user | Published Oct 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| X post on ChatGPT with Astra 6ID sf-21 | User Communities | x.com/ | Rob Wan, X userself-described: Personal messages and calendar | Individual user | Published Oct 11, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment on: Every SaaS business will become a harness around a modelID dc-45 | User Communities | news.ycombinator.com/ | true_religion, Hacker News commenterself-described: Small business | Small team | Published Oct 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| All 4 of my paid Business Standard seats missed the Oct 2 global reset, while Pro 500 was fixedID dc-44 | User Communities | community.openai.com/ | RootAccess, Business workspace adminself-described: Business workspace with three Standard seats | Small team | Published Oct 4, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Vibe Check: OpenAI DevDay 2026ID l2-01 | Business Blogs & Reviews | every.to/ | Dan Shipper, CEO and cofounder of EveryEvery, hands-on testing of Dots and Space in ChatGPT before their release | IT & leadership | Published Sep 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | Not counted. Its author tested these features before their release, on pre-release access from OpenAI. |
| [ChatGPT Work][Voice][Custom MCP] App binding does not recover after transient 502; fresh Work thread succeedsID s2-09 | User Communities | github.com/ | hanklee5677, GitHub userself-described: Personal custom MCP app backed by a stateful knowledge service | Individual user | Published Sep 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| X post on ChatGPT Plus limitsID sf-11 | User Communities | x.com/ | Ares, cloud and AI studentself-described: ChatGPT Plus subscriber | Individual user | Published Sep 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Migrated GPT is private in ChatGPT Business, and plugin sharing is disabled for the workspace ownerID dc-43 | User Communities | community.openai.com/ | Peter, ChatGPT Business workspace ownerself-described: Company running internal workflows on custom GPTs | IT & leadership | Published Sep 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| X post on ChatGPT voice with pluginsID sf-22 | User Communities | x.com/ | Riley Brown, X userself-described: Voice mode with plugins | Individual user | Published Sep 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| OpenAI's Custom GPT -> plugin migration raises access concernsID dc-42 | User Communities | community.openai.com/ | jody.lovatt, independent creatorself-described: Small business selling access to custom GPTs | Individual user | Published Sep 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| X post on ChatGPT Pro Codex limitsID sf-10 | User Communities | x.com/ | Tyler, IT professional and tool builderself-described: ChatGPT Pro at US$200 a month for Codex | Individual user | Published Sep 20, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Comment on: Ask HN: What default model do you use and why?ID dc-41 | User Communities | news.ycombinator.com/ | Jordan-117, Hacker News commenterself-described: Own use of the app and website | Individual user | Published Sep 13, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| [ChatGPT Developer Mode][MCP] Developer MCP capability disappears mid-conversation after many successful tool callsID s2-08 | User Communities | github.com/ | dturovskiy, GitHub userself-described: Self-hosted MCP server with 128 tools used for development work from ChatGPT | Individual user | Published Sep 3, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-35 | User Communities | news.ycombinator.com/ | Kuinox, Hacker News commenterself-described: Own trial of ChatGPT Work | Individual user | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-36 | User Communities | news.ycombinator.com/ | tristanj, Hacker News commenterself-described: Own tasks in ChatGPT Work | Individual user | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-37 | User Communities | news.ycombinator.com/ | OutOfHere, Hacker News commenterself-described: Own background tasks in ChatGPT Work | Individual user | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-38 | User Communities | news.ycombinator.com/ | ozgung, Hacker News commenterself-described: Own use at home and work | Individual user | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-39 | User Communities | news.ycombinator.com/ | mrngld, Hacker News commenterself-described: Employer offering corporate ChatGPT seats | Department | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Understanding ChatGPT WorkID dc-40 | User Communities | news.ycombinator.com/ | sireat, Hacker News commenterself-described: Own work on ChatGPT Plus with GitHub connected | Individual user | Published Aug 31, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Understanding ChatGPT WorkID ir-09 | Business Blogs & Reviews | simonwillison.net/ | Simon Willison, independent developerself-described: Own testing of ChatGPT Work | Individual user | Published Aug 30, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Expanded ChatGPT Edu now available at Duke at no costID l2-03 | Business Blogs & Reviews | oit.duke.edu/ | Duke University Office of Information Technologyself-described: Duke University, Standard and Premium ChatGPT Edu accounts moved to one combined plan | Organization-wide | Published Aug 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Feature Request: First-class SharePoint Lists and Metadata Support in ChatGPTID dc-34 | User Communities | community.openai.com/ | christophe1, ChatGPT user at an organizationself-described: Organization using ChatGPT with Microsoft 365 for business systems | Department | Published Aug 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Ask HN: AI rollout for 100 employees, mostly non-technical - what worked?ID dc-33 | User Communities | news.ycombinator.com/ | mentorcliq, Hacker News commenterself-described: Organization rolling out AI across teams for about two years | IT & leadership | Published Aug 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Are we in the era of AI slop landing pages?ID dc-32 | User Communities | news.ycombinator.com/ | n8n_and_coffee, Hacker News commenterself-described: Own sales copy work | Individual user | Published Jul 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| How GPT-5.6 Changes Knowledge WorkID l2-02 | Business Blogs & Reviews | every.to/ | Dan Shipper, CEO and cofounder of EveryEvery's CEO running his email as an agent loop in ChatGPT Work | IT & leadership | Published Jul 10, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Companies Are Throttling Employees' AI Use Because It's Too ExpensiveID dc-31 | User Communities | news.ycombinator.com/ | galleywest200, Hacker News commenterself-described: Company that pushed AI adoption, then cut seats | Organization-wide | Published Jul 2, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| ChatGPT Business Workspace Deactivated for 5+ Days - ~600 Users AffectedID dc-30 | User Communities | community.openai.com/ | walnutcoding, workspace member posting for the companyself-described: Walnutcoding, ChatGPT Business workspace with about 600 members | Organization-wide | Published Jun 16, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| What Higher Ed Leaders Can Learn from CSU's ChatGPT Edu Rollout (Changing Higher Ed podcast 315)ID tc-01 | Podcasts, Talks & Videos | changinghighered.com/ | Dr. Leslie Kennedy, Assistant Vice Chancellor for Academic Technology Services, California State UniversityCalifornia State University system, ChatGPT Edu across 22 campuses | IT & leadership | Published Jun 9, 2026 | Assessment reviewed Nov 1, 2026 | Current | Overall signalAccuracy: Raised as a concernData Privacy & Retention: Discussed without concernModel & Feature Changes: Discussed without concernWorkspace Administration: Discussed without concernEnablement drives adoptionA person checks the outputShould an organization give everyone ChatGPT, or start with a targeted group?: Give everyone access |
| Comment on: xAI is looking more like a datacentre REIT than a frontier labID dc-29 | User Communities | news.ycombinator.com/ | leetharris, Hacker News commenterself-described: Pro accounts with four assistants | Individual user | Published Jun 8, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Outsourcing plus local AI will soon become more economical vs. frontier labsID dc-28 | User Communities | news.ycombinator.com/ | z2, Hacker News commenterself-described: Company on ChatGPT Business with pooled credits | Organization-wide | Published May 26, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: AI subscriptions are a ticking time bomb for enterpriseID dc-27 | User Communities | news.ycombinator.com/ | submeta, Hacker News commenterself-described: Company that rolled out ChatGPT with Codex | Organization-wide | Published May 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Changes to GitHub Copilot individual plansID dc-26 | User Communities | news.ycombinator.com/ | isqueiros, Hacker News commenterself-described: Company with company-wide ChatGPT Enterprise, Copilot and Windsurf accounts | Organization-wide | Published Apr 22, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Driving ChatGPT Enterprise AdoptionID ir-08 | Business Blogs & Reviews | consulting.sva.com/ | Caterina Mora, SVA Consultingself-described: Client organization with ChatGPT Enterprise licenses for all staff | Organization-wide | Published Mar 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: President Trump bans Anthropic from use in government systemsID dc-25 | User Communities | news.ycombinator.com/ | tombert, Hacker News commenterself-described: Personal ChatGPT Pro subscription | Individual user | Published Feb 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Why I Turned Off ChatGPT's MemoryID ir-07 | Business Blogs & Reviews | every.to/ | Mike Taylor, Every contributorself-described: Own work | Individual user | Published Feb 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: Retiring GPT-4o, GPT-4.1, GPT-4.1 mini, and OpenAI o4-mini in ChatGPTID dc-24 | User Communities | news.ycombinator.com/ | europeanNyan, Hacker News commenterself-described: Own work organized in ChatGPT Projects | Individual user | Published Jan 29, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Lenny's Podcast: Zevi Arnovitz on building as a non-technical PMID sf-6 | Podcasts, Talks & Videos | www.lennysnewsletter.com/ | Zevi Arnovitz, product manager at Metaself-described: Personal projects and interview preparation | Individual user | Published Jan 18, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Latent Space: Brex's AI strategyID sf-1 | Podcasts, Talks & Videos | www.latent.space/ | James Reggio, CTO of Brexself-described: Company procurement of chat assistants | Organization-wide | Published Jan 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Faculty Guidance: Preparing for the ChatGPT Edu Rollout in Spring 2026ID l2-06 | Business Blogs & Reviews | www.provost.usc.edu/ | Andrew T. Guzman, Provost and Senior Vice President for Academic Affairs, University of Southern CaliforniaUSC campus-wide ChatGPT Edu launch, with a HIPAA-compliant workspace for Keck Medicine | Organization-wide | Published Jan 12, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Request for native WebDAV support in ChatGPT Knowledge BaseID dc-23 | User Communities | community.openai.com/ | Lionel Vest, ChatGPT user at an organizationself-described: Organization managing internal documentation | Department | Published Dec 30, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Lenny's Podcast: Matt MacInnis on writing with AIID sf-2 | Podcasts, Talks & Videos | www.youtube.com/ | Matt MacInnis, Chief Product Officer at Ripplingself-described: Personal writing as a product executive | Individual user | Published Dec 28, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| OpenAI gets edge over Microsoft Copilot at La TrobeID l2-04 | Business Blogs & Reviews | www.itnews.com.au/ | La Trobe University, quoted by iTnews through a university spokespersonself-described: La Trobe University, ChatGPT Edu for staff and students with Copilot kept for staff | Organization-wide | Published Dec 17, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Lenny's Podcast: Tomer Cohen on LinkedIn's AI agentsID sf-3 | Podcasts, Talks & Videos | www.youtube.com/ | Tomer Cohen, Chief Product Officer at LinkedInself-described: LinkedIn's internal knowledge agents | Organization-wide | Published Dec 4, 2025 | Assessment reviewed Nov 1, 2026 | Current | Not counted. LinkedIn is owned by Microsoft, OpenAI's largest investor and cloud partner. |
| Comment on: Investors expect AI use to soar. That's not happeningID dc-22 | User Communities | news.ycombinator.com/ | hamasho, Hacker News commenterself-described: Two-seat ChatGPT Business plan alongside Claude Max | Small team | Published Nov 26, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Boom, bubble, bust, boom. Why should AI be different?ID dc-21 | User Communities | news.ycombinator.com/ | toephu2, Hacker News commenterself-described: Company with enterprise subscriptions to several assistants | Department | Published Nov 21, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| U launches ChatGPT Edu, a university-centered generative AI tool for campus useID l2-05 | Business Blogs & Reviews | attheu.utah.edu/ | Manish Parashar, Chief AI Officer, University of UtahUniversity of Utah campus launch of ChatGPT Edu with OpenAI-led training | IT & leadership | Published Nov 20, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Tech News Weekly: ChatGPT Edu Available for Faculty and StaffID l2-08 | Business Blogs & Reviews | blogs.illinois.edu/ | Andre Krabbe, University of Illinois Office of the CIOself-described: University of Illinois faculty and staff licenses through the WebStore, with students to follow | Organization-wide | Published Oct 28, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: New coding models and integrationsID dc-20 | User Communities | news.ycombinator.com/ | jhancock, Hacker News commenterself-described: Own subscriptions | Individual user | Published Oct 16, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Microsoft lets bosses spot teams that are dodging CopilotID dc-19 | User Communities | news.ycombinator.com/ | rawgabbit, Hacker News commenterself-described: Company with ChatGPT Enterprise and Microsoft Copilot | Organization-wide | Published Oct 10, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Without data centers, GDP growth was 0.1% in the first half of 2025ID dc-18 | User Communities | news.ycombinator.com/ | simianwords, Hacker News commenterself-described: Company paying for ChatGPT and Gemini | Department | Published Oct 8, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| William & Mary launches ChatGPT Edu pilotID l2-09 | Business Blogs & Reviews | news.wm.edu/ | Edward Aractingi, Chief Information Officer, William & MaryWilliam & Mary ChatGPT Edu pilot for selected faculty and staff | IT & leadership | Published Oct 1, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| On Working with WizardsID s2-03 | Business Blogs & Reviews | www.oneusefulthing.org/ | Ethan Mollick, Wharton professor and author of One Useful Thingself-described: Checking GPT-5 Pro's critique of one of his published papers | Individual user | Published Sep 11, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Gemini: A powerful AI partnerID l2-07 | Business Blogs & Reviews | brief.umn.edu/ | CJ Loosbrock, senior director and chief technology officer, University of Minnesota Office of Information TechnologyUniversity of Minnesota, choice of a campus AI assistant after wide use of free ChatGPT accounts | IT & leadership | Published Jul 22, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: LLM InevitabilismID dc-17 | User Communities | news.ycombinator.com/ | TeMPOraL, Hacker News commenterself-described: Own daily use | Individual user | Published Jul 15, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Frustration with OpenAI Workspace Changes - AI Professionals Penalized for Building Custom GPTsID dc-16 | User Communities | community.openai.com/ | Sebastian Fruchtzweig, AI consultancy ownerself-described: AI consulting agency on a two-seat Team workspace | Small team | Published Jul 3, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Lenny's Podcast: Andrew Wilkinson's AI stackID sf-4 | Podcasts, Talks & Videos | www.youtube.com/ | Andrew Wilkinson, co-founder of Tinyself-described: Personal stack of a holding-company founder | Individual user | Published Jul 3, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Comment on: I'm dialing back my LLM usageID dc-15 | User Communities | news.ycombinator.com/ | Const-me, Hacker News commenterself-described: Own work on employer-paid ChatGPT Enterprise | Individual user | Published Jul 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Ask HN: What useful AI tools do you use every day?ID dc-13 | User Communities | news.ycombinator.com/ | yogini, Hacker News commenterself-described: Own marketing and writing work | Individual user | Published Jun 25, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: ChatGPT's enterprise success against Copilot fuels OpenAI/Microsoft rivalryID dc-14 | User Communities | news.ycombinator.com/ | whiplash451, Hacker News commenterself-described: Team at work comparing ChatGPT and Copilot | Department | Published Jun 25, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: ChatGPT's enterprise success against Copilot fuels OpenAI/Microsoft rivalryID dc-12 | User Communities | news.ycombinator.com/ | smithkl42, Hacker News commenterself-described: Company paying for Microsoft 365 Copilot | Department | Published Jun 24, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Lessons from Pennsylvania's Generative AI Pilot with ChatGPTID ir-06 | Business Blogs & Reviews | digitalgovernmenthub.org/ | Commonwealth of Pennsylvaniaself-described: Pennsylvania ChatGPT Enterprise pilot, 175 state employees | Organization-wide | Published Jun 4, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| I really don't like ChatGPT's new memory dossierID ir-05 | Business Blogs & Reviews | simonwillison.net/ | Simon Willison, independent developerself-described: Own use of ChatGPT Plus | Individual user | Published May 21, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Fabricated citations from Project documentsID dc-11 | User Communities | community.openai.com/ | Jorgen Nesmoen, ChatGPT Team userself-described: Own work in a ChatGPT Team project | Individual user | Published May 14, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| File Upload Limit (User Quota) Is Breaking My Workflow - Heavy User Needs File Management Options!ID dc-09 | User Communities | community.openai.com/ | martin jarrin, professional userself-described: Own business and creative work | Individual user | Published May 13, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: Y Combinator says Google is a monopolist, no comment about its OpenAI tiesID dc-10 | User Communities | news.ycombinator.com/ | dpiers, Hacker News commenterself-described: Company on ChatGPT Enterprise and Google Workspace | Department | Published May 13, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| BBVA expands its agreement with OpenAI to 11,000 ChatGPT licences for the bank's employeesID ir-04 | Business Blogs & Reviews | www.bbva.com/ | BBVA, quoting Elena Alfaro, Global Head of AI Adoptionself-described: BBVA Group, 11,000 ChatGPT Enterprise licenses | Organization-wide | Published May 12, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Still Waters, Rapid Currents: Early Labor Market Transformation under Generative AIID s2-04 | Business Blogs & Reviews | www.nber.org/ | Anders Humlum and Emilie Vestergaard, NBER working paper authorsself-described: Adoption surveys linked to Danish administrative labor market records, two years after ChatGPT's launch | Department | Published May 12, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| What I discovered after months of professional use of custom GPTsID dc-08 | User Communities | news.ycombinator.com/ | anammana, non-technical professional userself-described: Own system of role-specific custom GPTs | Individual user | Published May 6, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: I genuinely don't understand why some people are still bullish about LLMsID dc-07 | User Communities | news.ycombinator.com/ | marcuschong, Hacker News commenterself-described: Updating the company's commercial presentation | Individual user | Published Mar 27, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Shapiro Administration Leads the Way in Responsible, Ethical Use of AI; First-Ever Generative AI Pilot for State Workers Leads to Significant Time Savings and Increased ProductivityID ir-03 | Business Blogs & Reviews | www.pa.gov/ | Office of Governor Josh Shapiro, Pennsylvaniaself-described: Pennsylvania ChatGPT Enterprise pilot, 175 employees in 14 agencies | IT & leadership | Published Mar 21, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Lost access to ChatGPT Teams workspace after an unpaid extra seat, need help restoring admin rightsID dc-06 | User Communities | community.openai.com/ | Joseanperez123, replacement workspace administratorself-described: Company on a two-seat Team plan | Small team | Published Mar 20, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: AI Search Has a Citation ProblemID dc-05 | User Communities | news.ycombinator.com/ | czk, Hacker News commenterself-described: Own use of ChatGPT Pro | Individual user | Published Mar 13, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Comment on: AI systems with 'unacceptable risk' are now banned in the EUID dc-04 | User Communities | news.ycombinator.com/ | IMTDb, Hacker News commenterself-described: Own work, company-paid ChatGPT | Individual user | Published Feb 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| The End of Search, The Beginning of ResearchID ir-02 | Business Blogs & Reviews | www.oneusefulthing.org/ | Ethan Mollick, Wharton professorself-described: Own research testing | Individual user | Published Feb 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: OpenAI O3-MiniID dc-03 | User Communities | news.ycombinator.com/ | IMTDb, Hacker News commenter promoting AI use at their companyself-described: Company of about 150 employees with ChatGPT Plus for everyone | IT & leadership | Published Jan 31, 2025 | Assessment reviewed Nov 1, 2026 | Needs a recheck | |
| Comment on: Google is making AI in Gmail and Docs free, but raising the price of WorkspaceID dc-02 | User Communities | news.ycombinator.com/ | cloudking, Hacker News commenterself-described: Company on ChatGPT Team across product and engineering | Department | Published Jan 15, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Comment on: 41% of Employers Worldwide Say They'll Reduce Staff by 2030 Due to AIID dc-01 | User Communities | news.ycombinator.com/ | Maro, Hacker News commenter and manager at a large non-tech companyself-described: Own planning and reporting work | Individual user | Published Jan 10, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| BBVA is now using ChatGPT to streamline legal queries and marketing processesID ir-01 | Business Blogs & Reviews | www.bbva.com/ | BBVA, quoting Guillermo Vieira, Head of Training and Engagement on the AI Global Adoption teamself-described: BBVA legal advisory team of nine lawyers and marketing teams | Department | Published Jan 7, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| ChatGPT pricingID pd-01 | Product Documentation | chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT Business overviewID pd-02 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT Business models and limitsID pd-03 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| About ChatGPT Pro tiersID pd-04 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| GPT-6 and other models in ChatGPTID pd-05 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| What is ChatGPT Enterprise?ID pd-06 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Flexible pricing for the Enterprise, Edu, and Business plansID pd-07 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Managing credits and spend controls in ChatGPT BusinessID pd-08 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Enterprise privacy at OpenAIID pd-09 | Product Documentation | openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Data controls in ChatGPTID pd-10 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT Work: usage and costID pd-11 | Product Documentation | learn.chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT Work cloud securityID pd-12 | Product Documentation | learn.chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT Work overview for adminsID pd-13 | Product Documentation | learn.chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Migrate custom GPTs to pluginsID pd-14 | Product Documentation | learn.chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| ChatGPT RecordID pd-15 | Product Documentation | help.openai.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
| Codex and ChatGPT Work pricingID pd-16 | Product Documentation | learn.chatgpt.com/ | OpenAIOfficial ChatGPT documentation | Not counted (documentation) | No date stated | Documentation checked Oct 12, 2026 | Current | Verification only |
