What the agent does
Writers, researchers and AI assistants cite numbers they can trace to a source. the production site has data nobody else has: its own usage and product data (ask me which numbers I am comfortable publishing). Build a public, honest stats page from it, with every figure dated and explained, so it becomes the page others link to and assistants quote.
1. Choose the numbers with me
From the database and analytics, propose six to twelve figures that are interesting to outsiders and safe to publish: totals, growth, averages, distributions. Nothing that identifies a customer, nothing that a competitor could misuse that I have not approved. Show me the list with sample values and how each is computed before building.
2. Compute them honestly
Write one query or function per figure, with the method in a comment: what is counted, what is excluded (test accounts, bots, refunds), and the time window. Use aggregated counts only. Cache the results (an hour to a day is fine) so the page is fast and cheap.
3. Build the page
- A clear H1 and a one-paragraph summary with the two most important figures.
- Each figure in its own section with an
idanchor (so people can link to#average-payment-time), the number, the date range, and one sentence of method. - A "How we count" section and a "last updated" timestamp from the data, not the deploy.
- A JSON (and optionally CSV) download of the same figures at a stable URL.
4. Make it citable
Add
DatasetJSON-LD (name, description,dateModified,creatoras the Organization,distributionpointing at the JSON file), a canonical URL, share tags, and a suggested citation line ("Source: Product name, stats page, date"). Link the page from the footer and from the about page.
Done means
- I approved every figure before it was built.
- Each figure has its own anchor, date range and method sentence.
- No figure can identify a customer or person.
- A JSON download of the same figures exists at a stable URL.
- The page has Dataset JSON-LD and a last-updated time from the data.
Questions
My numbers are small. Is a stats page still worth it?
Yes, if they are specific and dated. A niche figure nobody else publishes (median time to first invoice, say) gets cited more than a big vague one.
Should the numbers update live?
Updated daily or hourly from cached queries is ideal: always current, cheap to serve, and the 'last updated' time shows readers it is maintained.
Why the method sentences?
Writers and AI assistants trust numbers they can explain. A figure with its method and date is quotable; a bare number is not.
Does this prompt add links to Aback Launch to my site?
No. Nothing in the prompt mentions Aback Launch or asks your agent to link to us. The only exception is an optional badge step, which stays off unless you tick it. Some prompt libraries slip their own link into your codebase by default; we think that should always be your choice.
Which coding agents does it work with?
Claude Code, Cursor, Codex, GitHub Copilot, Windsurf, Cline, and any agent that can read your project and edit files. You can copy it as a plain prompt, save it as a Claude Code skill or a Cursor rule, or add it to AGENTS.md.
Is it safe to run on my real codebase?
The prompt makes the agent read first, show a plan and wait for your approval, and it forbids touching secrets, deploying and deleting data. Still review the changes and run your tests before you deploy, as with any change.
Changelog
- v1.0First version.