Embedded QA · AI validation
We work inside your team to test critical workflows, reproduce failures, and verify the fixes.
Your workflows. Your tools. An embedded quality partner.
Illustrative release evidence
Clear, reproducible evidence that critical workflows were tested, the issue was verified, and the fix works as intended.
Selected engagements
Client names stay private.
The work speaks for itself.
An AI review workflow with citation verification, confidence thresholds, and human escalation built in.
Authentication, data boundaries, and agent-written code reviewed, with critical findings taken through remediation.
Payer-specific validation, structured intake, and a recorded decision trail for a healthcare product team.
A custom workflow interface, backend logic, integrations, and regression coverage delivered together.
What we do
From your first QA function to the workflows you can’t afford to get wrong.
Find the right fitA quality partner inside your team. We map the risks, build coverage, investigate failures, and keep testing aligned with your releases.
Exploratory testing · Automation · Release support
Test the behavior beyond the demo. We evaluate outputs, citations, permissions, and the edge cases that real users bring to your agents.
Agent workflows · Evaluations · Boundary testing
Product engineering with quality in the loop. We build custom workflows and help take existing systems from launch candidate to production-ready.
Product development · Security review · Integrations
How we work
One delivery loop, from the first
question to the final retest.
We learn the workflows, the users, and the consequences of getting it wrong. Together, we agree on the scope and what good looks like.
We test real paths and difficult edges, reproduce the failures, and put evidence behind every finding. Your team gets clear priorities.
We work through agreed fixes, retest the behavior, and build regression coverage. You get a clear record of what changed and what was verified.
The people behind the work
You work with the people doing the work. We bring hands-on quality engineering and delivery experience to product teams across the US, UK, and EU.
Based in Noida, India. Working alongside your team.
Founder & CEO
Background in browser automation, API security, and enterprise QA infrastructure across clients in the US, UK, and EU. Has spent years learning how production systems fail and how to build processes that stop those failures earlier.
Co-founder, Operations & Delivery
Manages every client engagement from scoping through delivery. Focused on regulated industry workflows and making sure every report we send is something a client can act on immediately.
A few practical questions
Start with a conversation about your product, release cadence, and the workflows that matter most. We agree on the scope, access, and first deliverables before work begins.
We fit the engagement around your team's codebase, issue tracker, and delivery process. The test approach and tooling are agreed during scoping, rather than asking your team to adopt a new platform.
Remediation is part of the conversation from the start. Depending on the engagement, we implement agreed fixes or work with your engineers, then retest the affected workflows and document the result.
Yes. A release-readiness review, a specific AI workflow, or a defined product surface can be scoped as a focused engagement. Ongoing embedded QA and product development are also available.
Bring us your next release
Tell us what you’re building, what needs testing,
and where your team could use a partner.