recountableSign in
Recountable — The feedback layer for coding agentsClosed-loop optimization
Orchestration, made a default

Great AI use
was a talent.
Now it’s
infrastructure.

Recountable learns which human–agent patterns ship code that holds up, then shapes new requests before they reach the model — so every engineer gets the best result at the lowest cost.

Connect GitHub and your agents. The loop starts learning from your team’s first sessions.

The loop, not a dashboard

It doesn’t just measure.
It closes the loop.

Link every artifact back to the interaction that made it, learn what ships cleanly, then feed it into the next request — automatically.

01 · Link

Every artifact, back to the interaction that made it.

Commits, PRs, reviews and CI results tie back to the exact agent interaction that produced them — the ground truth the loop learns from.

Interaction → outcome
76%of interactions linked to a merged PR
02 · Learn

Which patterns ship code that holds up — and what they cost.

Recountable learns the human–agent patterns behind clean merges and cheap features, and the ones that quietly generate churn. Cost per feature, made legible across the team.

Merge rate by interaction pattern
Small scoped tasks
88%
Tests-first prompts
79%
One-shot large tasks
38%
03 · Optimize

Requests shaped before they reach the model.

This is the part a dashboard can't do. Recountable structures each request from what already works — routing the model, right-sizing scope, attaching the context that matters. Tokens aren't wasted, bad patterns don't compound, and efficient orchestration becomes the team's default.

Request, shaped before the model
“add rate limiting to the payments API”
ModelClaude Sonnet 4.5 — best fit for this module
ScopeSplit into 2 smaller tasks
ContextPrior attempt #478 attached
GuardrailReview step before merge

Observability stops at the chart.
Recountable closes the loop.

Why this is different
Where observability stops
Renders dashboards, traces and alerts
Describes what already happened
Leaves the fix to you, every time
Where Recountable goes
Learns which interaction patterns actually ship
Shapes the next request before the model sees it
Makes the best orchestration the team's default

A dashboard can only describe the problem. Recountable acts on it — automatically, on every request.