Guide
Prompt sharing sites vs a private team library
Public prompt sites and a team library do different jobs. Marketplaces like PromptBase, galleries like PromptHero and vendor packs like OpenAI Academy's are good for ideas: a structure you hadn't thought of, a task you didn't know AI could do. A private team library holds the prompts your company's work depends on, with your clients, prices and rules in them, one version everyone uses, and an owner who changes it. Most teams use both: they find a prompt in public, test it on their own work, and keep the improved version privately.
Short answer
- Public sites: ideas and starting points.
- A team library: the version your work depends on.
- Never post client names, prices or internal rules.
- Test, correct, then save once with an owner.
What each is for
| Option | What it is | Who sees it | When you improve it |
|---|---|---|---|
| A prompt marketplace (PromptBase) | Prompts bought and sold, for many models | The public listing; the prompt goes to buyers | Your copy changes; the listing doesn't |
| A gallery or community (PromptHero) | Shared prompts to browse, mostly for images and video | Anyone | Your copy changes; the post doesn't |
| A vendor's prompt pack (OpenAI Academy) | Example prompts for work roles | Anyone | The vendor updates it on its own schedule |
| A shared document | Your team's prompts to copy | The people you share it with | Everyone copies the new text again |
| A team skill library (AI Skill Pod) | Your team's prompts as skills, in each person's own Claude or ChatGPT (Pro, Business or Enterprise; on Business and Enterprise an admin adds it first) | Invited members | One edit reaches everyone |
PromptBase through search-result text, PromptHero and OpenAI Academy from their pages, read 5 November 2026. AI Skill Pod is this site's product, and its row is what it says it does. Pod pricing: Free up to 3 members and 10 skills; Team $5 per seat a month from 3 seats.
A worked example: one public prompt, made the team's
Illustration: a made-up business. A recruiter at an 8-person recruiting agency finds a candidate outreach prompt on a public site. It writes friendly messages, but it guesses salaries and names the client before the candidate has agreed to hear more, which the agency never does. She tests it on three of this week's roles, corrects it each time, and asks the AI to turn the prompt and her corrections into a skill:
The skill's opening lines
name: candidate-outreach-first-message
description: Writes a first message to a passive candidate for one of our open roles. Use when a recruiter asks for outreach, a first message or an InMail.
Rules, from her corrections: Never state or guess a salary; say the range is shared on a call. Describe the client by sector and size until the candidate agrees to talk. One reason this person fits, taken from their profile. Under 90 words.
The skill goes into the agency's team library with her as its owner. The public site stays where she looks for ideas, and nothing from the agency's own version is posted back.
How to choose
- Looking for ideas? Browse public sites and vendor packs; test before you trust.
- A prompt has your clients, prices or rules in it? It belongs in a private library.
- Several people use it? Keep one version with one owner, not copies in chat histories.
- People on different AI tools or plans? Compare the library options in free prompt management tools for a team and the cheapest way to share prompts.
Skills for this
- AI practiceTurn a prompt into a skillTurns a prompt that works into a skill the whole team can reuse, with a valid name, a when-to-use description, steps, an output template, an example, and checks.
- AI practiceEval set for an AI taskBuilds a 20-to-50-case eval set for an AI task: normal, edge, and adversarial cases, expected results or rubrics, pass criteria, and a re-run routine.
- AI practiceContext brief for an AI assistantWrites instructions for an AI assistant or agent: role, audience, can and can't, sources of truth, tools, format, examples, edge cases, and handoff.
Questions
What is a prompt sharing site?
A public site where people post, browse or sell prompts. There are three kinds: marketplaces where prompts are bought and sold (PromptBase), galleries and communities of shared prompts, mostly for images and video (PromptHero), and packs that AI vendors publish (OpenAI Academy's prompt packs for work roles). Anything posted there is meant for anyone to see.
Should a team keep its prompts on a public prompt site?
No, not the ones the work depends on. Those carry your clients, your prices and your rules, which don't belong on a public site, and a public copy doesn't change when your team improves it. Use public sites for ideas, and keep the version your team uses in a private library: a shared document, a prompt tool, or skills shared to each person's AI.
How do I turn a public prompt into something my team can use?
Run it on three real cases from your own work, note every correction you had to make, and write those corrections in as rules. Then save it once, where the whole team reads it, with an owner who changes it. Saved as a skill, it also gets a description that tells the AI when to use it.
AI skill
Have your AI turn a prompt that works into a skill your team can reuse
Put this skill in AI Skill Pod and everyone on your team gets it in their Claude, Cursor or ChatGPT (Pro, Business, Enterprise): one invite link, free to start. Turn a prompt into a skill has your AI turn a prompt that works, from a public site or your own chat history, into a skill your team keeps: a description that says when to use it, the inputs it needs, numbered steps with your company's rules, an output template and one worked example.
14 days free · No card needed
Sources
- PromptBase — a marketplace for buying and selling prompts for models such as ChatGPT, Gemini and Midjourney; read through search-result text, the site blocks automated reads (read 2026-11-05)
- PromptHero — "Search the world's best AI prompts for models like Stable Diffusion, ChatGPT, Midjourney"; mostly image and video prompts (read 2026-11-05)
- OpenAI Academy: ChatGPT for any role (prompt pack, updated 17 September 2026) — examples of ChatGPT use cases and prompts for any work role (read 2026-11-05)
- Agent Skills specification — the open SKILL.md format a team library's skills can use (read 2026-11-05)