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Know what to build next, backed by real user data. Feedback in, impact out.

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Eight steps from feedback to verified impact.

Follow the Loop: define your focus, collect feedback, find patterns, and ship work you can verify actually worked.

01FocusDefine your question→
02FeedbackCollect user signals→
03PatternsCluster into themes→
04BriefScope the problem→
05Action ItemPlan the change→
06Impact ReportCheck what breaks→
07ExportJira / Linear / Notion→
08ChecksVerify & close

The Loop: feedback to verified impact

Replacement stack, shipped as one system

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.

Full replacement, flexible adoption

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.

01

Focus

Every good decision starts with a clear question.

  • ·Define what you are investigating before collecting signals
  • ·Set constraints: team size, timeline, risk tolerance
Configure focus constraints
Focus Config
Team4 engineers, 1 designer
Timeline2 sprints (4 weeks)
Risk toleranceLow (no breaking changes)
Ranked: impact x frequency
02

Feedback

Good decisions need real data. Connect your sources.

  • ·Ingest calls, tickets, surveys, and analytics
  • ·Personal data stripped automatically at ingestion
See example feedback feed
Feedback Feed12 snippets
E-412Support call #412PII redacted

“Users abandon at step 3. Billing before value.”

E-1087Ticket #1087

“Exported dataset missing half the rows.”

E-289User interview

“Dashboard takes forever on mobile. Gave up.”

03

Patterns

Raw feedback is noise. Patterns turn it into themes you can act on.

  • ·Automatic clustering of related feedback
  • ·See how often each theme comes up and whether it is growing
Open demo clusters
Clusters
Onboarding abandonment14 mentions
+6 this week
Export data loss8 mentions
+2 this week
Mobile performance5 mentions
stable
04

Brief

A problem statement is only as strong as its feedback.

  • ·Structured problem brief: problem, context, constraints
  • ·Every claim traces back to real user feedback
Open demo brief
Opportunity BriefOB-019

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.

05

Action Item

Clear scope, testable outcomes, traceable to the brief.

  • ·What changes, why, and expected impact
  • ·Acceptance criteria with measurable outcomes
See example Action Item
Action ItemCC-041Move billing to post-value step
WHYOnboarding 38% vs 60% target
WHATDefer billing to step 5, after first value
ACOnboarding >= 55% within 14 days

Surfaces touched

UIAPIDB
06

Impact Report

Before you ship, know what breaks.

  • ·What breaks, what must change, what is risky. Clear verdicts.
  • ·Each rule references the requirement it checks
Open demo impact report
Impact ReportIR-019
BreaksOnboarding below 40%R-01
Must ChangeCSV truncates at 1k rowsR-02
RiskyMobile LCP exceeds 4sR-03
07

Export

We feed your tools structured, traceable work.

  • ·One-click export to Linear, Jira, Notion, or CSV
  • ·Action item fields map to your issue template automatically
Preview export output
ExportEX-019

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

LinearJiraNotion
08

Checks

The loop is not done until you prove it worked.

  • ·Schedule outcome checks at deploy + N days
  • ·Compare predicted vs actual metrics automatically
See verification tasks
ChecksCHK-041
Onboarding >= 55%Deploy + 14dPending
No billing errors in step 5Deploy + 3d✓ Pass
Support tickets re: billing -30%Deploy + 30dPending

Get your first Impact Report in 30 minutes

From signup to verified impact. Five steps, no credit card.

1

Choose a focus

Activation, churn, or performance

2

Connect 1 source

Support tickets or analytics

3

Run the Loop

Get a Action Item + Impact Report

4

Export 3 work items

To Linear, Jira, or Notion

5

Schedule a check

Verify at deploy + 14 days

PII redactionRetention controlsNo raw audio storedLearn more

Beyond the Loop

Public-signal intelligence

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 Kit

See sample outputs before connecting anything

Review public examples, then connect your sources when ready.

View sample outputs Explore Agency Kit