Follow the Loop: define your focus, collect feedback, find patterns, and ship work you can verify actually worked.
Define your question
Collect user signals
Cluster into themes
Scope the problem
Plan the change
Check what breaks
Jira / Linear / Notion
Verify & close
The Loop: feedback to verified impact
Every good decision starts with a clear question.
Good decisions need real data. Connect your sources.
“Users abandon at step 3. Billing before value.”
“Exported dataset missing half the rows.”
“Dashboard takes forever on mobile. Gave up.”
Raw feedback is noise. Patterns turn it into themes you can act on.
A problem statement is only as strong as its evidence.
Problem
38% onboarding completion vs 60% target. Users hit billing before value.
Context
6 abandon events traced to step 3 form. Billing gate before first value moment.
Constraints
4 eng, 2 sprints. No breaking changes to existing billing API.
Clear scope, testable outcomes, traceable to the brief.
Surfaces touched
Before you ship, know what breaks.
We feed your tools structured, traceable work.
Created 6 work items in Linear
ENG-1247 · Move billing to post-value step
ENG-1248 · Update onboarding flow UI
ENG-1249 · Add billing_deferred flag to user model
+ 3 more
The loop is not done until you prove it worked.
Beyond the Loop
Agency Kit extends ContractSpec with a separate pipeline for public signals. Give it a URL and it scans docs, pricing, changelogs, reviews, and APIs to produce drift registers, competitive matrices, and 10 structured artifacts.
Source Discovery
Auto-maps docs, pricing, changelogs, reviews, and APIs.
AI Extraction
Five extractors produce evidence-backed structured claims.
Drift Detection
Eight heuristics surface contradictions across sources.
10 Artifacts
Spec Pack, competitive matrix, gap analysis, and more.
Scan any company. Free plan available.
Explore Agency KitWalk through a complete evidence-to-impact loop in under 5 minutes.