Build Debriefing
KINDAreplaces $80/mosaves $960/yrback to the verdict
Before step 1
you will need
- an OpenAI or Anthropic API key
- a scheduler and somewhere to keep page snapshots
- a headless browser for pages that render client-side
- SMTP or a Slack webhook for delivery
- patience for the first month of false positives
Delivery order
Scaffold the smallest runnable application and document its commands.
done whenThe project starts from a documented command in a clean checkout.
Implement the primary data model and core workflow.
done whenThe main object can be created, read and changed end to end.
Add validation, safe failure states, and persistence.
done whenBad input is refused with a readable message and nothing is left corrupted.
Cover the critical path with automated tests.
done whenThe highest-risk behavior fails the suite when it breaks.
Exercise a clean install from the README and fix every missing step.
done whenA fresh clone reaches the first successful workflow using only the README.
That is the whole plan for Debriefing. What it deliberately does not cover is below · check the gaps before you call it a replacement.
- noise filtering, which is the actual product: most diffs are rotated testimonials and changed asset hashes, not competitive moves
- horizon watch, meaning the substitutes and new entrants you did not think to add to the list
- the non-page signals stitched into the same brief: hiring, funding, traffic and LinkedIn movement
- the analytical step from what changed to why it matters to what to do next
- an archive going back far enough that a change reads as a trend rather than an event
Need the files? The project pack on the verdict page hands your agent the whole brief · more rss & research.