Real AI agent use cases, with sources and setup prompts

Ask a personalized Polymarket agent about markets before you bet

Ember released a Polymarket agent, tuned with GPT and Claude and personalized to each user, that you chat with about markets and positions. It is free for everyone for now.

See pricing page10 minBeginnerSource linked

Source

@embercurve on X · 2026-10-17

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

Ember released a Polymarket agent, tuned with GPT and Claude and personalized to each user, that you chat with about markets and positions. It is free for everyone for now.

Result (as claimed)

Polymarket research becomes a conversation with an agent instead of scrolling markets.

Tools they used

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Gather the documents

    Collect statements, bills, invoices or tax documents for the period you want reviewed.

  2. Ask for an audit, not actions

    Have Claude list findings, amounts and suggested next steps before it does anything.

  3. Approve each action

    Approve cancellations, disputes or payments one at a time. Never give an agent open-ended access to move money.

  4. Track the result

    Record what changed and what you saved so you can check it next month. This is not financial advice.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Ask a personalized Polymarket agent about markets before you bet
What the original author did: Ember released a Polymarket agent, tuned with GPT and Claude and personalized to each user, that you chat with about markets and positions. It is free for everyone for now.
Reported result (as claimed by the author): Polymarket research becomes a conversation with an agent instead of scrolling markets.
Source: https://x.com/embercurve/status/2111370869171687673
Tools they used: Claude, ChatGPT, Polymarket
Category: Money

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to build a Polymarket bot with AI (and Kalshi) · How to research memecoins and crypto with AI agents · How to use ChatGPT for real projects and everyday tasks

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