For the complete site index, see llms.txt.
Feature requests clustered, competitors tracked, sprints prepped.
Your apprentice synthesizes signal from every feedback channel, monitors the competitive landscape, and preps every ceremony — so you build what matters.
Signal from noise
Every ticket, conversation, call transcript, and NPS comment clustered by theme in a living table — weighted by frequency and revenue, mapped to your roadmap.
Competitors tracked
Competitor changelogs, blogs, and release notes mapped weekly against your roadmap: what they shipped, what you didn't see coming, what their hiring signals.
Ceremonies start informed
Velocity trends, carryover, and blockers pulled before every retro; ready-for-dev and at-risk dependencies summarized before every planning. Ceremonies start informed.
Behavior decoded
Amplitude and PostHog read against your roadmap weekly: declining engagement, drop-off steps, power-user patterns — with the queries attached so you can check its work.
Put your product apprentice to work
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