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.

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.
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.
- 1First focus
Define your standards
Bring together the standards, practices and requirements that guide your engineering work across the organization, teams and repositories.

- 2Pilot focus
Get relevant guidance to each task
Pilot teams validate how standards map to organization, team and repository context across the tools they use.

- 3Longer-term vision
Apply standards in code review
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.
