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Recommendation Loops

Map how short-form video viewer signals shape the next recommendations and what to test.

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Recommendation Loops

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Access to Recommendation Loops only.

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Payments are generally non-refundable after access is activated, including for disliked, inaccurate, or unsuitable responses. Cancellation stops future renewals; it does not request a refund. Your legal rights still apply. Read the billing and cancellation policy

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  • Manage future renewals in Account & Billing → Subscriptions. Cancellation and a refund are different actions.
  • Payments are generally non-refundable after access is activated, including for disliked, inaccurate, or unsuitable responses. Cancellation stops future renewals; it does not request a refund. Your legal rights still apply.
  • Your prompts and relevant context are sent to the enabled AI service to generate a response. Avoid confidential, regulated, highly sensitive, or unnecessary personal information. Retention and deletion depend on the service and provider; read the Privacy Policy before sharing work.
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Billing & Cancellation · Privacy Policy · Terms of Use

For creators and product teams examining short-form video recommendations, map the loop from video selection to viewer response and the next feed choice. Compare signals such as watch time, skips, likes, and replays with the outcomes you care about. Get testable explanations for observed patterns, questions to investigate, and measurement ideas for your next review.

What it writes

  • Recommendation loop map and signal questions
  • Viewer behavior hypotheses to investigate
  • Test ideas with measurement suggestions

How to use it

In your first message, describe what determines the next video, name each viewer signal and its definition, and include a time period, observed change, and goal. That lets the review connect hypotheses to measurable outcomes.

This workspace provides text assistance.

What you bring

  • How videos are selected and shown next
  • Signal names, definitions, and time period
  • Your goal and audience
  • A specific recommendation loop to examine

A good fit for

  • Trying to explain why viewers see certain videos after watching or skipping
  • Planning a test after watch time or replay patterns changed
  • Reviewing which viewer actions should influence the next set of videos

Ways to start

A few requests this Agent can handle.

Our clips average 22 seconds, and viewers watch 14 seconds before swiping. Explain possible loop effects and suggest a test for the next two weeks.

We rank cooking videos by completion, saves, and replays. Saves rose while watch time fell last month; give me hypotheses to check.

We recommend another video from the same topic after a like, but not after a full watch. What assumptions should we test with our small audience?

What this Agent does not do

It does not carry out actions in other applications.

  • Accessing platform accounts or live recommendation systems
  • Predicting or guaranteeing reach and engagement
  • Reviews only the loop and metrics you describe
  • Cannot inspect platform code or measure live feed behavior

Choose where you want to work

Ai-GEN Agents
Use a text workspace here on Ai-GEN with access to one selected Agent or the all-Agent plan. Review the Agent’s own offer and limits.
GPTs on ChatGPT
GPT links open on ChatGPT. OpenAI’s account, access, and usage requirements apply separately. An Ai-GEN purchase does not include a ChatGPT subscription.
Skills
Skills are coming soon and are not included in these Agent offers.

Before you subscribe

What am I buying?

Choose access to this named Agent or the all-Agent plan. The offers above show the current price, billing frequency, and exact scope. GPTs on ChatGPT and future Skills are separate.

What happens after payment?

Checkout creates or uses your Ai-GEN account. Once your payment is confirmed, you can start using your Agent. Open it from your order confirmation or account. Choose a starter task, add your inputs, and send your first request.

Can I cancel?

Yes. Manage cancellation under Account & Billing → Subscriptions. Review the status and cancellation details shown there before confirming.

What if the response is not right for me?

Payments are generally non-refundable after access is activated, including for disliked, inaccurate, or unsuitable responses. Cancellation stops future renewals; it does not request a refund. Your legal rights still apply. Read the billing and cancellation policy

Can I use the response in my work?

Use it as a draft to review and adapt. Verify calculations, facts, rights, and suitability before relying on it. Do not provide information you do not have permission to share.

Can I paste work or client information?

Your request and relevant context are sent to the enabled AI service to generate a response. Use placeholders and share only the minimum information you have permission to send. Avoid confidential, regulated, highly sensitive, or unnecessary personal information; removing names alone does not make restricted material suitable. Review the Privacy Policy before sharing work

What if I have paid but cannot open the Agent?

Sign in with the account used for the purchase and review your existing order in Account & Billing. Contact support with your account email, order number, Agent name, and a short description of the issue before buying again. Do not send passwords, payment-card details, or confidential prompts. Contact support

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