Find the signal
Map the workflow, failure modes, and evidence the team actually needs.
SOFTWARE RELIABILITY, ENGINEERED
AutoRigor AI turns fragile tests, repetitive workflows, AI experiments, and connected systems into dependable engineering assets.
One engineering partnerfrom first diagnosis to working system
CAPABILITIES
Cross-functional engineering for problems that fall between product, quality, platform, and hardware teams.
Automation that gives fast, trustworthy feedback—not another suite the team is afraid to touch.
Practical AI integrations with evaluation, observability, and human review designed in from day one.
Focused Python and web tools that remove repetitive work and make the right path the easy path.
Software and test tooling for CAN networks, hardware interfaces, and systems that cross boundaries.
THE REAL DELIVERABLE
Every engagement is designed around evidence: shorter feedback loops, fewer manual handoffs, clearer failure signals, and software your team knows how to own.
Map your opportunityHOW WE WORK
A lightweight, visible process that keeps attention on the business problem and leaves your team stronger.
Map the workflow, failure modes, and evidence the team actually needs.
Define a thin, useful first release with measurable success criteria.
Ship working increments, share decisions, and leave no mystery code behind.
Validate the outcome, document the system, and make your team self-sufficient.
WAYS TO WORK TOGETHER
Choose a focused decision, a concrete build, or an ongoing engineering partnership.
A focused assessment for teams that know something is brittle but need a clear path forward.
A working first release for a well-defined automation, AI, or tooling challenge.
Senior, hands-on engineering capacity for teams building a larger quality or automation capability.
ENGINEERING RANGE
START WITH THE PROBLEM
Share the rough version. We'll respond with a clear read on the opportunity, useful questions, and an honest next step.