Follow the Loop: define your focus, collect feedback, find patterns, and ship work you can verify actually worked.
The Loop: feedback to verified impact
Operate now includes persistence-backed PM, schedule, booking, meeting intelligence, and agent swarm execution in one workflow.
PM Workspace
Persisted projects, issues, cycles, dependency detection, and workload planning.
Schedule + Booking
Routing plans, booking links, and scheduling operations backed by authenticated workspace data.
Meeting Intelligence
Meeting records, transcript extraction, and action suggestions from persisted meeting entities.
Agent Swarm
Packet planning and lane execution state with persistence-backed orchestration context.
Replace fragmented PM, scheduling, meetings, and swarm tooling with one AI-native operations system.
Start with one module, keep existing workflows where needed, then expand at your own pace.
Run everything manually, assisted, or on Autopilot with policy gates and human review.
Same contract core across app UI, MCP tools, API routes, and generated interfaces.
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 feedback.
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.
From signup to verified impact. Five steps, no credit card.
Choose a focus
Activation, churn, or performance
Connect 1 source
Support tickets or analytics
Run the Loop
Get a Action Item + Impact Report
Export 3 work items
To Linear, Jira, or Notion
Schedule a check
Verify at deploy + 14 days
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 deliverables.
Source Discovery
Auto-maps docs, pricing, changelogs, reviews, and APIs.
AI Extraction
Five extractors produce feedback-backed structured claims.
Drift Detection
Eight heuristics surface contradictions across sources.
Scan any company. Free plan available.
Explore Agency KitReview public examples, then connect your sources when ready.