Expert AI guidance for every engineer.

KumiQ brings your organization’s engineering standards into AI-assisted work, so every engineer can draw on the practices your strongest teams already know. Ready for focused pilots.

Organization, team and repository standards flow into a focused set of versioned task guidance for a coding agent.
Make AI adoption more effective

Help every engineer get more from AI.

AI experience varies across people and teams. Put shared engineering practices within reach, then use a focused pilot to measure what improves.

  • Developer productivity

    Compare task completion and review time against a baseline.

  • Code quality

    Track review findings, rework, or adherence to agreed standards.

  • AI adoption

    Measure how often teams use AI tools for eligible work.

  • Token efficiency

    Compare tokens used per task or accepted change, and look for waste.

How it works

The right guidance,
at the right moment.

Capture your organization’s engineering knowledge once, then make the guidance relevant to each team and repository available in AI workflows. Focused pilots validate how it fits your tools; standards-aware code review is a longer-term direction.

  1. 1

    Define your standards

    First focus

    Bring together the standards, practices and requirements that guide your engineering work across the organization, teams and repositories.

    Organization, team and repository standards brought together.
  2. 2

    Get relevant guidance to each task

    Pilot focus

    Pilot teams validate how standards map to organization, team and repository context across the tools they use.

    Applicable standards resolved from organization, team and repository context.
  3. 3

    Apply standards in code review

    Longer-term vision

    Standards-aware review is on the roadmap, not in the current product. The longer-term vision is to compare proposed changes with the standards that apply.

    Illustration of a pull request reviewed against applicable standards.

Give every engineer a stronger starting point
with AI.

Explore a pilot