$11.8B QA consulting market, 15% have scaled AI in testing

AI writes the code.
Who validates the output?

ProvenPath helps organizations build test-driven design and validation strategies for the AI development era. Strategy, not just tools. Capability, not just coverage.

The validation gap is real

46%

of developers actively distrust AI-generated code output. Trust isn't a feature you can ship. It's a process you build.

71%

won't merge AI code without manual review. That's not a quality strategy. That's a bottleneck wearing a lab coat.

75%

of tech decision-makers face moderate to severe technical debt from AI-speed practices. Moving fast broke things.

90%

of organizations are working on AI in Quality Engineering. But only 15% have scaled it. The intent is there. The methodology isn't.

What ProvenPath does

We don't run your tests. We redesign how your organization thinks about quality in an AI-first world.

01

Development Lifecycle Strategy

Embed test-driven design into your AI-assisted development lifecycle. Not as an afterthought. As architecture.

02

AI Output Validation

Build systematic frameworks for validating AI-generated code, data products, and technical decisions. Prove it works before it ships.

03

Tool Integration & Automation

Connect the right testing and validation tools into your existing CI/CD pipeline. Make quality automatic, not optional.

04

Change Management & Education

Train your teams to think test-first in an AI-first world. Workshops, maturity assessments, and implementation playbooks that actually stick.

05

Risk Mitigation

Identify where AI-generated code creates hidden risk in regulated environments. Healthcare, fintech, aerospace. Where failure isn't an option.

How we work

Phase 1

Assess

Map your current development lifecycle, testing maturity, and AI adoption. Identify the gaps between what AI produces and what you can validate.

Phase 2

Design

Build a test-driven design framework tailored to your stack, your team, and your risk tolerance. Integrate validation at every stage, not just the end.

Phase 3

Enable

Implement the tools, train the teams, and establish the feedback loops. You own the capability. We make sure it runs.

Quality is the last competitive advantage AI can't automate.

When everyone has the same AI writing the same code, the organizations that win are the ones that can prove their output works. ProvenPath builds that proof.