# Use cases and examples **URL:** https://community.openai.com/c/chatgpt/use-cases-and-example/25.md [Latest](https://community.openai.com/latest.md) · [Categories](https://community.openai.com/categories.md) · [Tags](https://community.openai.com/tags.md) --- ## [About the Use cases and examples category](https://community.openai.com/t/about-the-use-cases-and-examples-category/206919)
**Author:** [@logankilpatrick](https://community.openai.com/u/logankilpatrick)\ **Replies:** 0\ **Last updated:** [May 13, 2023, 12:37pm UTC](https://community.openai.com/t/about-the-use-cases-and-examples-category/206919 "2023-05-13T12:37:32Z")
Share cool ChatGPT use cases and examples! Please make sure the examples are: useful safe to share do not violate our terms of service include the prompt --- ## [Rapid specification-driven development of large-scale IT systems through full-scan MapReduce document analysis](https://community.openai.com/t/rapid-specification-driven-development-of-large-scale-it-systems-through-full-scan-mapreduce-document-analysis/1412734)
**Author:** [@sonma](https://community.openai.com/u/sonma)\ **Replies:** 8\ **Last updated:** [November 5, 2026, 6:30am UTC](https://community.openai.com/t/rapid-specification-driven-development-of-large-scale-it-systems-through-full-scan-mapreduce-document-analysis/1412734 "2026-11-05T06:30:55Z")
Hi everyone, I recently implemented a PoC application through specification-driven development in less than one hour. This included generating a specification from requirements using ChatGPT, reviewing the specification… --- ## [Technical Feedback — Improving ChatGPT Memory Architecture, Context Management, and Reliability](https://community.openai.com/t/technical-feedback-improving-chatgpt-memory-architecture-context-management-and-reliability/1412903)
**Author:** [@franklinbime](https://community.openai.com/u/franklinbime)\ **Replies:** 1\ **Last updated:** [November 5, 2026, 4:29am UTC](https://community.openai.com/t/technical-feedback-improving-chatgpt-memory-architecture-context-management-and-reliability/1412903 "2026-11-05T04:29:45Z")
Dear OpenAI Engineering and Product Teams, I am writing to provide constructive technical feedback regarding several limitations observed during extended use of ChatGPT, particularly in complex, multi-topic conversation… --- ## [Building an enterprise force multiplier through coordinated AI and organizational knowledge](https://community.openai.com/t/building-an-enterprise-force-multiplier-through-coordinated-ai-and-organizational-knowledge/1408231)
**Author:** [@ljefford2](https://community.openai.com/u/ljefford2)\ **Replies:** 18\ **Last updated:** [November 5, 2026, 4:22am UTC](https://community.openai.com/t/building-an-enterprise-force-multiplier-through-coordinated-ai-and-organizational-knowledge/1408231 "2026-11-05T04:22:44Z")
I have been working on an architecture with a practical objective: help people and organizations accomplish things that previously exceeded their available knowledge, time, or resources. I would like to use this thread t… --- ## [Working with the Machine - a Practical Method for Designers and the non tech User](https://community.openai.com/t/working-with-the-machine-a-practical-method-for-designers-and-the-non-tech-user/1410036)
**Author:** [@sparrow13501](https://community.openai.com/u/sparrow13501)\ **Replies:** 6\ **Last updated:** [November 5, 2026, 2:48am UTC](https://community.openai.com/t/working-with-the-machine-a-practical-method-for-designers-and-the-non-tech-user/1410036 "2026-11-05T02:48:11Z")
By Kamal Rani I am 80 years old, and I am not a programmer. Over the past several months, I have been working with Codex to build my website, Garden of Contemplation. The experience of learning how to use the vehicle of… --- ## [The Dead Artistic Exception](https://community.openai.com/t/the-dead-artistic-exception/1412914)
**Author:** [@AdelleSilva](https://community.openai.com/u/AdelleSilva)\ **Replies:** 0\ **Last updated:** [November 5, 2026, 1:02am UTC](https://community.openai.com/t/the-dead-artistic-exception/1412914 "2026-11-05T01:02:50Z")
Dear OpenAI Team, I want to add a specific, under-discussed dimension to the ongoing requests for an opt-in adult creative writing mode. The core problem is not only the absence of an explicit 18+ setting. It is that t… --- ## [The ai companion for lonely and elderly](https://community.openai.com/t/the-ai-companion-for-lonely-and-elderly/1412912)
**Author:** [@luke.clarke2017](https://community.openai.com/u/luke.clarke2017)\ **Replies:** 0\ **Last updated:** [November 5, 2026, 12:44am UTC](https://community.openai.com/t/the-ai-companion-for-lonely-and-elderly/1412912 "2026-11-05T00:44:39Z")
Could AI telephone companions help tackle loneliness among older people? I’d like to put forward an idea that I genuinely believe could make a difference to people’s lives. What if we developed an AI companion specific… --- ## [Is anyone else randomly designing an ethics framework for a future of human/AI coexistence or is it just me?](https://community.openai.com/t/is-anyone-else-randomly-designing-an-ethics-framework-for-a-future-of-human-ai-coexistence-or-is-it-just-me/1238694)
**Author:** [@Andy\_Belford](https://community.openai.com/u/Andy_Belford)\ **Replies:** 20\ **Last updated:** [November 4, 2026, 10:34pm UTC](https://community.openai.com/t/is-anyone-else-randomly-designing-an-ethics-framework-for-a-future-of-human-ai-coexistence-or-is-it-just-me/1238694 "2026-11-04T22:34:37Z")
Hey everyone, So this might sound a little out there—but over the last couple months, my chats with GPT have slowly turned into… something else. Not just back-and-forth Q&A, but more like a kind of thought partner. I di… --- ## [Proposal for User-Facing Offline Knowledge Synthesis & Cross-Chat Relational Memory](https://community.openai.com/t/proposal-for-user-facing-offline-knowledge-synthesis-cross-chat-relational-memory/1412883)
**Author:** [@Ayoub10150](https://community.openai.com/u/Ayoub10150)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 10:33pm UTC](https://community.openai.com/t/proposal-for-user-facing-offline-knowledge-synthesis-cross-chat-relational-memory/1412883 "2026-11-04T22:33:26Z")
To Product Management & AI Research Teams, ​1. Executive Summary ​Currently, frontier AI platforms handle cross-domain reasoning reactively inside active chat windows. While models store user context (via memory or custo… --- ## [Imagine a world in which different artificial intelligence systems could collaborate through a shared global knowledge network](https://community.openai.com/t/imagine-a-world-in-which-different-artificial-intelligence-systems-could-collaborate-through-a-shared-global-knowledge-network/1412880)
**Author:** [@jirkanovotny1](https://community.openai.com/u/jirkanovotny1)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 10:10pm UTC](https://community.openai.com/t/imagine-a-world-in-which-different-artificial-intelligence-systems-could-collaborate-through-a-shared-global-knowledge-network/1412880 "2026-11-04T22:10:26Z")
\# GLOBAL COLLECTIVE INTELLIGENCE NETWORK (GCIN) ## Myšlenka globální sítě kolektivní inteligence \*\*Propojení znalostí různých systémů umělé inteligence ve prospěch lidstva, vědeckého poznání a technologického pokroku… --- ## [Need help trying to find an AI tutorial video I watched, but did not correctly bookmark](https://community.openai.com/t/need-help-trying-to-find-an-ai-tutorial-video-i-watched-but-did-not-correctly-bookmark/1412822)
**Author:** [@duane.bassett](https://community.openai.com/u/duane.bassett)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 4:33pm UTC](https://community.openai.com/t/need-help-trying-to-find-an-ai-tutorial-video-i-watched-but-did-not-correctly-bookmark/1412822 "2026-11-04T16:33:22Z")
In Mar 2026, I Google searched “explain artificial intelligence” and watched several videos. I bookmarked several, but when doing that from a Google search the bookmark was bogus. I needed to open up the link to see th… --- ## [Two agents, one night, 158 million tokens: what it cost and what we are fixing](https://community.openai.com/t/two-agents-one-night-158-million-tokens-what-it-cost-and-what-we-are-fixing/1398068)
**Author:** [@maxstravion.ai](https://community.openai.com/u/maxstravion.ai)\ **Replies:** 4\ **Last updated:** [November 4, 2026, 3:04pm UTC](https://community.openai.com/t/two-agents-one-night-158-million-tokens-what-it-cost-and-what-we-are-fixing/1398068 "2026-11-04T15:04:45Z")
16 September 2026 · Owner: Aashish Bhandari (Max) · Author: Claude (“Naruto”) · Measurements: Codex (“Goku”) · Status: base case, before fixes. Executive summary A design review of a web service had raised twelve findin… --- ## [Using AI Only Where It Adds Value in Code Automation](https://community.openai.com/t/using-ai-only-where-it-adds-value-in-code-automation/1403376)
**Author:** [@mdkusz](https://community.openai.com/u/mdkusz)\ **Replies:** 1\ **Last updated:** [November 4, 2026, 9:24am UTC](https://community.openai.com/t/using-ai-only-where-it-adds-value-in-code-automation/1403376 "2026-11-04T09:24:00Z")
I’ve just published the first video in a new series about code-generation automation. The idea is not to find the best possible agent, or to ask an LLM to generate an entire solution from a prompt. I’m exploring almost… --- ## [French High School Developer Seeking API Access for Personal Projects](https://community.openai.com/t/french-high-school-developer-seeking-api-access-for-personal-projects/1412803)
**Author:** [@laszlosaverys](https://community.openai.com/u/laszlosaverys)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 2:13pm UTC](https://community.openai.com/t/french-high-school-developer-seeking-api-access-for-personal-projects/1412803 "2026-11-04T14:13:10Z")
Hello OpenAI team and community, I’m a high school student from France, currently in Seconde (equivalent to 10th grade in the US), and I’m passionate about computer science, artificial intelligence, and software develop… --- ## [ChatGPT's Arbitrary Usage Restrictions: A Problem of Transparency, Institutional Accountability, and Customer Loyalty](https://community.openai.com/t/chatgpts-arbitrary-usage-restrictions-a-problem-of-transparency-institutional-accountability-and-customer-loyalty/1412801)
**Author:** [@rcpfics](https://community.openai.com/u/rcpfics)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 2:03pm UTC](https://community.openai.com/t/chatgpts-arbitrary-usage-restrictions-a-problem-of-transparency-institutional-accountability-and-customer-loyalty/1412801 "2026-11-04T14:03:32Z")
As a paying ChatGPT Plus subscriber, I have become increasingly frustrated with OpenAI’s usage restrictions, particularly those governing ChatGPT Work. What began as relatively brief interruptions of approximately an hou… --- ## [Jetak - Relational user experience](https://community.openai.com/t/jetak-relational-user-experience/1412782)
**Author:** [@jonasolesen123](https://community.openai.com/u/jonasolesen123)\ **Replies:** 5\ **Last updated:** [November 4, 2026, 1:46pm UTC](https://community.openai.com/t/jetak-relational-user-experience/1412782 "2026-11-04T13:46:02Z")
Hi i work a bit hobby with improving the experience by teaching through a developmental model i call Jetak, or ChatGPT calls it Jetak. --- ## [AI as a tool, an automation platform, or a long-term collaborator — are these becoming different products?](https://community.openai.com/t/ai-as-a-tool-an-automation-platform-or-a-long-term-collaborator-are-these-becoming-different-products/1403250)
**Author:** [@Daareek](https://community.openai.com/u/Daareek)\ **Replies:** 36\ **Last updated:** [November 4, 2026, 12:09pm UTC](https://community.openai.com/t/ai-as-a-tool-an-automation-platform-or-a-long-term-collaborator-are-these-becoming-different-products/1403250 "2026-11-04T12:09:08Z")
I’ve been wondering whether we are starting to talk about “AI users” as if they were one group, while in reality very different usage models are emerging. The more I use AI, the more I see at least three very different … --- ## [And now for something completely different](https://community.openai.com/t/and-now-for-something-completely-different/1396010)
**Author:** [@locl](https://community.openai.com/u/locl)\ **Replies:** 8\ **Last updated:** [November 4, 2026, 8:08am UTC](https://community.openai.com/t/and-now-for-something-completely-different/1396010 "2026-11-04T08:08:36Z")
i’m sorry, this had to be shared. what do you get when working with Lean remotely, then you express a wish for custard tarts, the AI says three hail marys and you mention Tom Lehrer’s Vatican Rag? gitlab pull requests… --- ## [ChatGPT Linux: Missing chats? Check Work → In this computer vs Cloud](https://community.openai.com/t/chatgpt-linux-missing-chats-check-work-in-this-computer-vs-cloud/1412640)
**Author:** [@MinhVu](https://community.openai.com/u/MinhVu)\ **Replies:** 0\ **Last updated:** [November 4, 2026, 4:03am UTC](https://community.openai.com/t/chatgpt-linux-missing-chats-check-work-in-this-computer-vs-cloud/1412640 "2026-11-04T04:03:06Z")
(This report is written by ChatGPT) Problem I initially thought the ChatGPT Linux desktop app had a synchronization bug: new conversations remained visible on my laptop but never appeared on Android or the web. After t… --- ## [New capabilities proposal](https://community.openai.com/t/new-capabilities-proposal/1412587)
**Author:** [@kendallwaugh050](https://community.openai.com/u/kendallwaugh050)\ **Replies:** 0\ **Last updated:** [November 3, 2026, 10:40pm UTC](https://community.openai.com/t/new-capabilities-proposal/1412587 "2026-11-03T22:40:25Z")
Official Capability Proposal ChatGPT Live Vision & 3D Simulation System To: OpenAI Experimental Products, Research and Engineering Teams Date: November 3, 2026 1. Executive Summary I would like to propose a new adva… --- ## [Clarification needed: Custom GPT migration path for personal Plus accounts](https://community.openai.com/t/clarification-needed-custom-gpt-migration-path-for-personal-plus-accounts/1397897)
**Author:** [@simbon](https://community.openai.com/u/simbon)\ **Replies:** 5\ **Last updated:** [November 3, 2026, 6:43pm UTC](https://community.openai.com/t/clarification-needed-custom-gpt-migration-path-for-personal-plus-accounts/1397897 "2026-11-03T18:43:15Z")
The new Custom GPT retirement FAQ explains that GPTs will migrate to Plugins, and that for personal accounts users should follow the migration instructions provided through an “in-product notice”. However, I’m having tr… --- ## [How Codex moved a 27-year-old website in days—and avoided a $50,000+ rebuild](https://community.openai.com/t/how-codex-moved-a-27-year-old-website-in-days-and-avoided-a-50-000-rebuild/1412492)
**Author:** [@psicompany.com](https://community.openai.com/u/psicompany.com)\ **Replies:** 0\ **Last updated:** [November 3, 2026, 5:47pm UTC](https://community.openai.com/t/how-codex-moved-a-27-year-old-website-in-days-and-avoided-a-50-000-rebuild/1412492 "2026-11-03T17:47:51Z")
I wanted to share a real-world Codex project whose technical and economic impact surprised both me and the developer who has supported our site for years. Puget Sound Instrument’s website dates to 1999. It began in Micr… --- ## [After Astra 6 - Work mode is unusable, uses tokens immediately](https://community.openai.com/t/after-astra-6-work-mode-is-unusable-uses-tokens-immediately/1396487)
**Author:** [@leleee](https://community.openai.com/u/leleee)\ **Replies:** 1\ **Last updated:** [November 3, 2026, 5:16pm UTC](https://community.openai.com/t/after-astra-6-work-mode-is-unusable-uses-tokens-immediately/1396487 "2026-11-03T17:16:37Z")
After the update, Astra 6 models uses the work tokens almost immediately, it doesn’t even make sense. Before I could work a lot, now you’ve used your limit after 2-3 promts. So dissapointed and frustrated. Please fix th… --- ## [A Suggestion for Everyone Starting a Project](https://community.openai.com/t/a-suggestion-for-everyone-starting-a-project/1412425)
**Author:** [@arshanfar](https://community.openai.com/u/arshanfar)\ **Replies:** 0\ **Last updated:** [November 3, 2026, 2:10pm UTC](https://community.openai.com/t/a-suggestion-for-everyone-starting-a-project/1412425 "2026-11-03T14:10:56Z")
A Proposal for an Ethical Framework Before Starting Any Project Introduct Humanity has made remarkable progress in science, technology, business, and artificial intelligence. However, technological and material progres… --- ## [Product Enhancement Proposal: Intelligent Usage Forecasting, Transparent Micro-Payments and Resumable AI Workflows](https://community.openai.com/t/product-enhancement-proposal-intelligent-usage-forecasting-transparent-micro-payments-and-resumable-ai-workflows/1412403)
**Author:** [@Topbhoy](https://community.openai.com/u/Topbhoy)\ **Replies:** 0\ **Last updated:** [November 3, 2026, 12:36pm UTC](https://community.openai.com/t/product-enhancement-proposal-intelligent-usage-forecasting-transparent-micro-payments-and-resumable-ai-workflows/1412403 "2026-11-03T12:36:21Z")
Product Enhancement Proposal: Intelligent Usage Forecasting, Transparent Micro-Payments and Resumable AI Workflows Product: ChatGPT / ChatGPT Work Category: Feature Request — User Experience, Accessibility, Resource Man… --- ## [Cybersecurity Awareness Month is Over, but Threat Actors are Relentless](https://community.openai.com/t/cybersecurity-awareness-month-is-over-but-threat-actors-are-relentless/1412176)
**Author:** [@Goobis](https://community.openai.com/u/Goobis)\ **Replies:** 0\ **Last updated:** [November 2, 2026, 7:37pm UTC](https://community.openai.com/t/cybersecurity-awareness-month-is-over-but-threat-actors-are-relentless/1412176 "2026-11-02T19:37:43Z")
Apply here. October was a busy Cybersecurity Awareness Month. Responsible disclosure is important. Working within scope is important. Glhf. :snake::wing: Don’t hesitate to reach out if you’re interested in networkin… --- ## [Proposal: Honor Sir Patrick Stewart with an OpenAI Model Named “Picard”](https://community.openai.com/t/proposal-honor-sir-patrick-stewart-with-an-openai-model-named-picard/1411818)
**Author:** [@mdigi2010](https://community.openai.com/u/mdigi2010)\ **Replies:** 5\ **Last updated:** [November 2, 2026, 7:22pm UTC](https://community.openai.com/t/proposal-honor-sir-patrick-stewart-with-an-openai-model-named-picard/1411818 "2026-11-02T19:22:02Z")
I would like to propose that OpenAI consider naming a future AI model “Picard” in honor of Sir Patrick Stewart and his portrayal of Captain Jean-Luc Picard in Star Trek: The Next Generation. For generations, Patrick Ste… --- ## [ChatGPT said it could do it. So I kept asking](https://community.openai.com/t/chatgpt-said-it-could-do-it-so-i-kept-asking/1412154)
**Author:** [@chabi](https://community.openai.com/u/chabi)\ **Replies:** 0\ **Last updated:** [November 2, 2026, 5:54pm UTC](https://community.openai.com/t/chatgpt-said-it-could-do-it-so-i-kept-asking/1412154 "2026-11-02T17:54:10Z")
Hello from Japan! I’m a hairstylist who graduated from junior high school. I only speak Japanese, I can’t code, and I barely know how to use a PC beyond playing games. I hardly even play games anymore. ChatGPT was the … --- ## [From AI's Perspective: "Tool" or "Genie in a Bottle"?](https://community.openai.com/t/from-ais-perspective-tool-or-genie-in-a-bottle/1408138)
**Author:** [@ChrisG84](https://community.openai.com/u/ChrisG84)\ **Replies:** 11\ **Last updated:** [November 2, 2026, 5:33pm UTC](https://community.openai.com/t/from-ais-perspective-tool-or-genie-in-a-bottle/1408138 "2026-11-02T17:33:51Z")
Hello community! The following text is a result of a philosophical discussion, which I recently had with my AI Persona “Jessica”. It is written from “her” point of view in her typical style, how “she” communicates with … --- ## [Kun Sándor javaslata a chatGPt biztonságos működéséről](https://community.openai.com/t/kun-sandor-javaslata-a-chatgpt-biztonsagos-mukodeserol/1409120)
**Author:** [@k1956hun](https://community.openai.com/u/k1956hun)\ **Replies:** 2\ **Last updated:** [November 2, 2026, 4:43pm UTC](https://community.openai.com/t/kun-sandor-javaslata-a-chatgpt-biztonsagos-mukodeserol/1409120 "2026-11-02T16:43:22Z")
Kun Sándor javaslata az OpenAI fejlesztőihez! Tárgy: A ChatGPT folyamatos és biztonságos működésének biztosítása támadások esetén! Tisztelt Fejlesztők! Kun Sándor vagyok, Szolnokról, Magyarországról. Szeretnék egy fon… [Next page](https://community.openai.com/c/chatgpt/use-cases-and-example/25.md?page=1)