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Product Performance Bot

AI agent for performance investigations

A Product Performance Bot signs in to your observability tool on its cloud computer and compares this week's latency with last week's. When something slowed down, it writes up the likely cause with screenshots.

What the Bot does

  1. Opens your dashboards in the computer's browser and pulls the metric you name.
  2. Compares it with the previous period.
  3. When it regressed, opens the slowest traces and screenshots the flamegraphs.
  4. Matches the change to a merged pull request and drafts a one-page writeup.

What waits for you

  • Publishing the doc and posting the link are app writes, so they wait for your approval unless you always allow them.

Reading your apps needs no approval. Anything that writes to them waits for you. How approvals work

Apps and schedule

Apps in the starter prompt
Datadog, GitHub, Notion, Slack
When it runs
On request, or as a weekly routine

You connect each app yourself, and the Bot asks for the ones it needs the first time it runs. A site without a connection can be opened in the Bot's browser on its cloud computer. Swap in the apps your team uses.

Starter prompt

Paste this into a new Bot and edit the details to fit your work.

Try this prompt
Log into our Datadog, pull checkout p95 latency for the last 7 days, and compare it to the week before. If it’s up more than 20%, open the slowest traces, screenshot the flamegraphs, match the jump to a merged GitHub PR, and write a one-page Notion doc with the likely cause. Post the link in #eng-perf on Slack.
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