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Prevention-first SDLC services

Stop paying to find bugs. Start preventing them.

AgileAI Labs delivers QA, development, and product-ownership services powered by Spec2TestAI — the AI-native SDLC platform we build ourselves. We catch defects at the requirement, where they're cheapest to fix. We price on results, not hours. And when the engagement ends, your team keeps the platform.

The problem

The industry is built to catch bugs late. We prevent them early.

Most software quality spend is aimed downstream — after code is built, when a defect is most expensive to fix. But most defects are born upstream, in ambiguous, incomplete, or conflicting requirements. And because traditional quality services are priced by effort, preventing rework works against their business model.

We built the opposite way. We work at the requirement — the cheapest place to kill a defect — and we only win when you ship cleaner.

100×

Industry research puts the cost of fixing a defect in production at up to one hundred times the cost of fixing it at the requirement.

~40%

The share of QA time typically lost to maintaining brittle test scripts.

~80%

Of enterprises plan to adopt AI-powered testing by 2027.

Our difference

Quality services, rebuilt around prevention and outcomes.

We work where defects are born

Not a philosophy — a mechanism. We analyze and clean requirements before a line of code is written, removing ambiguity, conflicts, and untestable stories across your entire backlog in minutes. Fewer defects reach code, so fewer reach production.

Priced on prevention, not detection

Outcome-based QA usually means paying for defects found — coverage percentages and detection rates. We price on defects that never exist: fixed-fee and subscription engagements tied to prevention outcomes and measured in avoided rework.

We build the platform we deliver with

We're the manufacturer of Spec2TestAI, not a reseller of someone else's toolchain. No third-party license markup, no vendor between you and a fix, and what we learn in your engagement becomes product roadmap.

You keep the platform

Most engagements end when the consultants leave. Ours end with your team holding the platform that did the work — so prevention keeps compounding after we're gone.

Service portfolio

One platform. A full portfolio of prevention-first services.

Start here

Quality Risk Audit

Know your defect debt in dollars.

A fast, fixed-fee diagnostic that quantifies the quality risk hiding in your backlog — and shows you exactly where the money is leaking.

Requirements Quality as a Service

Audit-ready requirements, defects removed before code.

Send us your backlog; get back clean, testable, traceable requirements plus generated test cases and security requirements.

Managed Autonomous QA

Always-on AI testing that finds the bugs nobody scripted.

Continuous, resilient, plain-English test execution plus autonomous exploration — priced per app, not per tester.

Governed AI-Assisted Development

Prove your AI wrote what the requirement asked for.

Spec-driven tooling tells your assistant what to build. It rarely proves what happened. We ground Copilot, Cursor, and Claude in approved requirements and keep the audit trail — which requirement drove which change, and where generated code diverged from intent.

Compliance-Grade SDLC

Audit-ready quality evidence for regulated industries.

Traceability, security requirements, and tamper-evident records built for financial services, healthcare, and government — including evidence of governed AI use as the EU AI Act’s high-risk obligations take effect.

AI-Augmented Product Ownership

Senior product ownership, amplified by AI.

One expert plus the platform doing the work of a team — refinement, backlog health, and stakeholder-ready artifacts.

Partner / White-Label Program

Deliver AgileAI-powered quality under your brand.

For service providers who want to offer prevention-first, outcome-based engagements without building the platform.

Featured offer · Quality Risk Audit

See what your defect debt is really costing you.

The Quality Risk Audit is the fastest way to work with us. Send us your existing backlog and, in about a week, we return a board-ready report scored against the Defect Debt Index™ — your quality risk quantified in dollars, with the specific defects, the fixes, and a prioritized path to remediation. No process change, no source-code access required.

Static analysis tools measure technical debt — the cost of code you have already written. The Defect Debt Index measures defect debt: the rework already committed to in your backlog, before a line of code exists.

What you get

  • Your Defect Debt Index™ score, with defect debt quantified in dollars (projected rework + escaped-production cost)
  • A quality risk score and heat-map across your backlog
  • A defect breakdown with real examples from your own stories
  • Cross-backlog conflict and dependency findings
  • Sample before/after remediations
  • A prioritized remediation roadmap
Standard$9,500One backlog, up to ~250 stories. ~1-week turnaround.
Enterprisefrom $25,000Multiple backlogs or programs, compliance mapping, executive readout.

Fixed fee — no hourly billing, no change orders. No source-code access needed. 100% creditable toward a follow-on engagement, so the audit costs nothing if you proceed.

How we deliver

The closed loop that makes it work.

Every engagement runs on Spec2TestAI, which closes the entire loop from intent to evidence — and which we build, maintain, and hand over.

  • Prevent — clean, testable, conflict-free requirements before code exists.
  • Generate — prioritized test cases, BDD assets, and automation, from mathematical models.
  • Execute — plain-English, vision-based, self-healing test runs with zero brittle selectors.
  • Govern — approved requirements feed your AI coding assistants, fully traceable.
  • Prove — end-to-end traceability and defect economics quantified in dollars.

Any single capability has a competitor. The whole connected loop does not.

The difference that outlasts the engagement

Most firms leave with the capability. We leave it behind.

When a traditional QA engagement ends, the expertise walks out the door with the consultants. Ours ends with your team holding Spec2TestAI — the same platform our people used to do the work.

A platform for the whole delivery team

Spec2TestAI isn't a QA point tool. Every role that touches the lifecycle gets something on day one:

  • Product owners & BAs — requirement analysis, ambiguity removal, stakeholder questions
  • Product & program managers — backlog health, cross-story conflicts, defect debt in dollars
  • Developers — governed AI coding prompts grounded in approved requirements
  • QA engineers — generated test cases, BDD assets, no-code plain-English execution
  • DevOps — CI/CD integration and quality gates via REST API

We're the manufacturer, not a reseller

Most services firms deliver AI quality work using someone else's toolchain. That means license margin stacked onto your invoice, a vendor between you and every fix, and no say in the roadmap.

We build Spec2TestAI. Support comes from the people who wrote it, what breaks in your engagement gets fixed at the source, and what your team needs becomes product roadmap.

When the engagement ends…Staffing & managed QA firmsTool vendorsAgileAI Labs
Who did the workTheir people, by the hourYour peopleOur people, on our platform
What you keepTest artifactsA licence and a learning curveThe platform, running, plus the artifacts
Who fixes the toolA third-party vendorThe vendorUs — we wrote it
Who it servesQAUsually one rolePO, BA, PM, Dev, QA, DevOps
What it costs laterRe-engage to regain capacityOngoing licence, self-servePrevention keeps compounding
Proof

Proven where quality matters most.

~90% fewer requirements-phase defects at a major financial regulator — a compliance-driven, audit-intensive deployment.
A Head of Quality Engineering at Zensar credits the platform with the shift “from Quality Engineering to Quality Intelligence.”
Mahesh MuraleedharaHead of Quality Engineering (North America), Zensar Technologies
Who we serve

Built for teams where quality is non-negotiable.

Regulated industries

Financial services, healthcare, and government, where audit-ready evidence is the product.

Scaling product organizations

Teams shipping fast who can't afford defect debt to compound.

Private-equity portfolio companies

ROI-driven quality improvement, repeatable across a portfolio.

Service providers

Partners who want to deliver prevention-first engagements under their own brand.

Common questions

How this works, answered plainly.

How is this different from a managed QA service?

Managed QA services test what you've already built — they're measured on how many defects they find. We work upstream at the requirement, where defects are created, so fewer exist to find. And where a managed service keeps the tooling when the contract ends, we hand you the platform our team delivered on.

What happens to the platform when the engagement ends?

Your team keeps Spec2TestAI and continues using it. The engagement transfers both the cleaned-up artifacts and the working capability, so prevention continues without us in the room.

Who on our team actually uses it?

The whole delivery organization. Product owners and business analysts use requirement analysis and ambiguity removal; product and program managers track backlog health and defect debt; developers get governed AI coding grounded in approved requirements; QA gets generated tests and no-code plain-English execution; DevOps wires quality gates into CI/CD.

Do you need access to our source code?

Not for the Quality Risk Audit. It works from your existing backlog — user stories and acceptance criteria — so you can get a quantified view of your quality risk without a security review or any process change.

How does outcome-based pricing work here?

Engagements are fixed-fee or subscription rather than hourly. The difference from most outcome-based QA contracts is what's measured: those tie payment to defects found or coverage reached, while ours tie to prevention — defects removed before code, and rework avoided downstream.

Are you a reseller of another testing platform?

No. We build Spec2TestAI ourselves. That means no third-party licence markup in your engagement, support directly from the people who wrote the product, and roadmap influence when your team needs something the platform doesn't do yet.

What does the Quality Risk Audit cost?

The standard audit is a fixed $9,500 for one backlog of roughly 250 stories, and enterprise engagements covering multiple backlogs, compliance mapping, and an executive readout start at $25,000. There is no hourly billing and no change orders — and the fee is fully credited toward a follow-on engagement, so it costs nothing if you continue with us.

How is the Defect Debt Index different from technical debt tools?

Technical debt frameworks such as SQALE and the ratings in static-analysis tools measure the remediation cost of code that already exists. The Defect Debt Index works one layer earlier: it scores the requirements themselves and prices the rework your backlog has already committed to, before that code is written. The two are complementary — but only one of them can still prevent the defect.

How fast is the Quality Risk Audit?

About a week from receiving your backlog to a board-ready report quantifying your defect debt in dollars, with prioritized remediation. It's fixed-fee and fully creditable toward a follow-on engagement.

Get started

Ready to see your defect debt — in dollars?

Start with a Quality Risk Audit, or talk to us about a prevention-first quality program.