Engineering Outcome Intelligence

Understand what engineering actually accomplishes.

Rimenoa turns GitHub activity and AI-agent work into verified outcomes — not hours, not commit counts, not token usage. See humans and digital labor move engineering forward, with evidence behind every claim.

活動量ではなく、検証された成果を。RimenoaはGitHubとAIエージェントのエビデンスから エンジニアリング組織の本当の進捗・品質・フローを可視化します。

Engineering events
Issues · PRs · CI · Deploys
Agent evidence
Claude Code · Codex sessions
Deterministic linking
SHA · closes · reviews
Outcome discovery
AI clustering + resolution
Verified outcome
CI · deploy · human review

Activity metrics stopped meaning anything.
Outcomes never did.

From activity to outcomes

When one engineer orchestrates three AI agents in parallel, commit counts and hours describe nothing. Rimenoa measures the only thing that matters: verified state changes — shipped, tested, deployed, standing in production.

Zero reporting burden

Nobody files weekly reports or tags PRs. Evidence flows in from GitHub and agent telemetry; the outcome engine clusters it deterministically first, AI resolves the ambiguity, humans confirm what matters.

Not a monitoring tool

働時間・コミット数・トークン数のランキングは設計上存在しません。 Prohibited-metrics policy is enforced in the product: no leaderboards, no productivity scores, no surveillance.

Built for the AI-native engineering organization

Outcome Portfolio並列成果の可視化

One engineer, many outcomes in flight — agents keep working while humans decide elsewhere. The portfolio makes parallel work normal and legible.

Parallel Agent Timelineエージェント並列タイムライン

Human decisions, Claude sessions, Codex runs and subagents on one time axis. See where flow waits on a human — the real bottleneck.

Evidence Graphエビデンスグラフ

Every outcome traces to objectives, issues, PRs, reviews, CI runs, deployments and rework. Claims are auditable, not vibes.

Verification, not vibes検証済みの成果

A merged PR is not an outcome. Type-specific verification policies check CI, deployment, and rework signals before anything counts.

Evidence-grounded reviews根拠ある評価

Review cycles aggregate each person's verified outcomes, judgment, AI leverage and team multiplier — managers rate, AI never scores people.

Objectives to outcomes目的と成果の接続

Outcomes map to what the business wants improved. Throughput, flow and quality analytics answer questions, not decorate dashboards.

Plugs into how you already work

GitHub App — read-only sources

Least-privilege GitHub App reads issues, PRs, reviews, checks, workflow runs, deployments and releases. Your repositories are never written to; an optional GitHub Projects board mirrors outcomes as a projection.

Claude Code plugin

Official hooks capture session lifecycle, subagent structure and artifacts — never prompts, never code. Offline-first spool means telemetry can fail without a developer ever noticing.

Codex integration

The same Common Agent Protocol via Codex's official hook surface. Multi-agent, multi-provider work becomes one coherent picture of digital labor.

Security & privacy by design

Rimenoa observes engineering evidence — it does not surveil people. The privacy floor is architectural: prompts, shell commands, file contents and screens are never collected, and every admin action is audit-logged.

  • Multi-tenant isolation enforced on every query; workspace-scoped RBAC (owner → viewer).
  • HMAC-verified webhooks, hashed agent tokens, encrypted integration credentials, full audit trail.
  • Prompt-injection defense: evidence text is untrusted input; the outcome resolver has no shell and no GitHub write access.
  • PostgreSQL is the system of record — GitHub Projects boards are rebuildable projections, never the source of truth.

See what your engineering organization actually ships.

Connect GitHub, install the agent plugins, and Rimenoa builds the outcome picture from 90 days of history — no manual entry.

Get started