Open source · GPL-3.0

AI intelligence for engineering troubleshooting

Investigate across repositories, infrastructure, and tickets with evidence-first AI. Your team stays in control — the agent gathers facts, you make the call.

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investigation-report.md

Finding: Gateway config change is safe to deploy. No conflicting PRs on checkout-api.

Evidence: checkout-api main — 0 open PRs. edge-gateway-config PR #42 merged yesterday.

Risk: Low. Rollback via gateway revert in <5 min.

Recommended action: Deploy gateway config to staging, then production after smoke tests.

// Human reviews and copy/pastes the reply. Nothing is sent automatically.

Features

Built for how engineering teams actually work

Not another chatbot that guesses. A workbench that investigates, consolidates evidence, and keeps humans accountable.

Multi-repo investigation

Map services to repositories, inspect branches, PRs, and commits across your entire stack in one session.

Evidence before recommendations

Every finding is backed by live repository state, infrastructure config, and ticket references — not assumptions.

Human-in-the-loop by design

The agent investigates and drafts. You review evidence, assess risk, and decide what gets communicated.

Structured output

Consistent Finding / Evidence / Risk / Recommendation format your team can trust and act on quickly.

Communication drafts

Turn reviewed findings into Chat, Jira, or support replies — ready for you to copy and paste.

Works with your stack

Cursor, Copilot, or Codex. Fill the registry from siblings, Terraform, or Helm — optional Jira sync when you need it.

How it works

From question to actionable finding

A repeatable workflow your whole team can follow — whether it's a deployment check or a production incident.

01

Ask a question

Paste an enquiry — "Can we ship the gateway change?" or "Who is touching checkout-api?"

02

Agent investigates

Maps affected services, inspects live repos, PRs, branches, infra config, and existing patterns.

03

Evidence consolidated

Structured finding with evidence, risk assessment, and a clear recommended action.

04

You decide

Review the output, draft a reply if needed, and copy/paste. Nothing is sent automatically.

Engineer question WORKBENCH AI Engineering Workbench GIT Repositories INFRA Infrastructure DOCS Patterns Consolidated finding OPTIONAL Compose draft Human review → Copy/paste
Live evidence Investigation hub Optional step Human in the loop

Use cases

Where teams get the most value

Any time an enquiry spans more than one repository, the workbench saves hours of manual context gathering.

DevOps

Pre-deployment checks

Before pushing a config change, verify no conflicting development across related services and infrastructure.

SRE

Production incidents

Trace blast radius, pull logs for root cause, open a draft fix MR — you review and merge. Nothing deploys automatically.

Engineering leads

Cross-team enquiries

Answer "who owns this?" and "is anyone already working on it?" without Slack archaeology.

Security

Security findings

Investigate vulnerability impact across services, check for existing patches, and draft remediation plans.

Pricing

Start free. Scale when you're ready.

The core workbench is open source forever. Team and Enterprise plans add hands-on setup, onboarding, and priority support.

Open Source

Free

Self-hosted workbench for your team. Full source code, GPL-3.0 licensed.

  • Service registry & knowledge base
  • Investigation prompts & workflows
  • Compose drafts for Chat/Jira
  • Cursor & Copilot integration
  • Community support
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Most popular

Team

$299 AUD / month

Managed setup, custom knowledge base, and hands-on onboarding for growing engineering orgs.

Up to 10 engineers · month-to-month · cancel anytime

  • Everything in Open Source
  • Custom service registry setup
  • Knowledge base scaffolding
  • 90-min team brown-bag session
  • 2× office hours in month one
  • Priority email support (1 business day)
  • Onboarding runbook + 30-day launch support
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Enterprise

Contact us

For large organisations with complex multi-repo architectures and compliance needs.

  • Everything in Team
  • SSO & access controls
  • Custom integrations
  • Dedicated success manager
  • SLA & on-call support
Contact us

Get started

Ready to bring AI intelligence to your engineering team?

Run the self-serve demo in minutes, or book a live session for hands-on setup with your repos.

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Want a guided walkthrough? Book a live demo or view the Team plan.