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Solution Build · Rescue · Migrate · Scale

Turn automation debt into release signal your engineers trust.

Whether automation is missing, flaky, trapped in a legacy framework, or failing at scale, AQA modernizes the critical path first—and leaves the architecture, code, CI rules, and operating standards with your team.

Find My Modernization Path See the Four Paths

Modernization at a glance

Start where your automation is today. Modernize the release-critical slice first.

Starting point
Build, rescue, migrate, or scale
First useful signal
Within a 14-day priority scope
Delivery principle
Critical-flow-first implementation
Ownership
Code, standards, and CI assets stay with your team

Independent review profiles

Independent evidence, clearly linked to its source.

Review the published profiles and rankings before deciding whether AQA belongs inside your delivery system.

Choose the right starting point

One modernization system. Four evidence-led entry paths.

The framework does not decide the path. Current signal, product risk, delivery constraints, and the value already inside your suite do.

  1. Path / 01

    Build

    New foundation

    Automation is missing or too thin to protect releases.

    Map critical flows, choose the right validation layers, and implement a maintainable architecture inside the client stack.

    First asset
    Critical-flow map and first working protection
    Success signal
    A repeatable automation foundation the team can extend
  2. Path / 02

    Rescue

    Trust recovery

    Flaky tests, slow suites, and ignored CI have broken trust.

    Classify root causes, keep useful checks, remove low-value noise, and stabilize what changes release decisions first.

    First asset
    Risk-ranked failure and flake map
    Success signal
    Red becomes actionable signal instead of a rerun habit
  3. Path / 03

    Migrate

    Framework transition

    A legacy framework is blocking speed, maintainability, or adoption.

    Move by business-risk tier, redesign weak patterns, and retire legacy coverage only after readiness evidence exists.

    First asset
    Migration risk map and reference architecture
    Success signal
    Stable Playwright coverage without copying old debt forward
  4. Path / 04

    Scale

    Multi-team scale

    Automation works, but not consistently across squads, environments, or CI.

    Standardize architecture, execution, reporting, ownership, and governed AI assistance across the delivery system.

    First asset
    Scaling constraints and operating-standard baseline
    Success signal
    Fast, consistent signal that survives product and team growth

The expensive automation model

More scripts do not create confidence. Better automation decisions do.

The expensive version of automation optimizes for visible activity—script count, green reruns, and fast framework swaps—while the release-critical signal gets weaker. The cost compounds every time the suite grows without a clear risk, owner, or decision attached.

Where the cost compounds

4 connected failure patterns

  1. Current condition

    Coverage grows around the easiest checks to automate.

    What it costsScript count rises while revenue, permission, integration, and recovery flows remain exposed.

    Modernized conditionCritical business flows define the automation backlog and the validation layer selected for each risk.

  2. Current condition

    Flaky failures are rerun until the pipeline becomes green.

    What it costsEngineers learn that red can be ignored, and CI stops protecting the release decision.

    Modernized conditionFailures are classified by cause, business impact, ownership, and the action they require.

  3. Current condition

    Legacy tests are converted line by line into a new framework.

    What it costsWeak selectors, data handling, assertions, and architecture survive under a newer tool name.

    Modernized conditionMigration waves preserve useful product knowledge while redesigning the patterns that created the debt.

  4. Current condition

    Each squad invents its own fixtures, reporting, and maintenance rules.

    What it costsExecution slows, standards diverge, and ownership disappears as the suite and organization grow.

    Modernized conditionShared architecture and operating rules keep local contribution compatible with one trusted CI signal.

The modernization operating model

Diagnose first. Modernize the highest-leverage slice. Scale only after evidence.

AQA does not prescribe a rewrite or a framework before understanding what the product must protect and what the existing system can still contribute.

  1. 01Modernization phase

    Baseline risk and automation health

    Start with evidence about the product, the release risk, and the signal already available—not assumptions about the framework.

    Operating system layer

    3 connected outputs

    Action
    Review critical flows, current suites, CI behavior, framework constraints, ownership, and failure history.

    Evidence-led

    Client-owned asset
    Automation health baseline and risk-ranked constraint map.

    Retained by your team

    Operational result
    The team knows what is worth keeping, what is creating noise, and where the first improvement changes release confidence.

    Decision-ready

  2. 02Modernization phase

    Select the right modernization path

    Turn the diagnosis into a bounded path with a visible success signal and a reason for every item inside the first scope.

    Operating system layer

    3 connected outputs

    Action
    Choose Build, Rescue, Migrate, Scale, or a justified combination based on evidence rather than tooling preference.

    Evidence-led

    Client-owned asset
    Prioritized modernization scope with measurable success signals.

    Retained by your team

    Operational result
    Work begins with a bounded problem instead of a vague transformation program.

    Decision-ready

  3. 03Modernization phase

    Implement the critical slice

    Create working protection on the highest-leverage flow before asking the buyer to fund a broader modernization program.

    Operating system layer

    3 connected outputs

    Action
    Build, repair, or migrate the checks and architecture protecting the highest-impact flow first.

    Evidence-led

    Client-owned asset
    Working client-owned code, fixtures, data patterns, assertions, and failure evidence.

    Retained by your team

    Operational result
    The buyer sees useful protection before committing to broader modernization.

    Decision-ready

  4. 04Modernization phase

    Connect execution to release decisions

    Make automation explain the failure, its business relevance, and the owner who should act—while the decision still matters.

    Operating system layer

    3 connected outputs

    Action
    Integrate execution, classification, reporting, and ownership into the existing CI and delivery rhythm.

    Evidence-led

    Client-owned asset
    CI execution model, decision rules, reports, traces, and run guidance.

    Retained by your team

    Operational result
    Automation output explains what failed, why it matters, and who should act.

    Decision-ready

  5. 05Modernization phase

    Transfer ownership and scale deliberately

    Leave the team with an operating standard it can run, review, and extend without depending on rented architecture.

    Operating system layer

    3 connected outputs

    Action
    Document standards, walk through implementation, define maintenance ownership, and rank the next modernization wave.

    Evidence-led

    Client-owned asset
    Operating standards, enablement examples, retirement criteria, and evidence-based roadmap.

    Retained by your team

    Operational result
    The system can keep improving without rented architecture or forced vendor dependency.

    Decision-ready

What your team keeps

The output is a working automation system—not a recommendation deck.

  1. Decision assets

    Know what to modernize and why.

    A reviewable decision record keeps modernization connected to product risk instead of letting it become another tooling project.

    A continuous decision record connecting automation risk diagnosis, a prioritized modernization path, and proof-gated legacy retirement.
  2. Implemented protection

    Keep the code, CI patterns, and operating rules.

    Working implementation and explicit ownership make the new signal usable inside everyday delivery after AQA hands it over.

    A continuous operating view connecting working critical-flow automation, actionable CI evidence, and explicit team ownership.

Time to useful signal

Prove the first modernization slice in 14 calendar days.

The first scope does not promise to modernize every test. It proves the path, implements the highest-leverage slice, and gives leadership evidence for the next decision.

  1. Days 1–2

    Baseline

    Map the product risk, suite health, CI behavior, and constraints that determine the path.

  2. Days 3–4

    Select and design

    Choose Build, Rescue, Migrate, or Scale and design the smallest critical implementation slice that can prove value.

  3. Days 5–10

    Implement and run

    Build, repair, or migrate working protection and connect its evidence to the delivery workflow.

  4. Days 11–12

    Stabilize and integrate

    Harden the useful signal, classify failures, and prepare the architecture and ownership guidance.

  5. Days 13–14

    Explain and hand over

    Review the evidence, transfer the assets, and recommend stopping, extending, or scaling from observed results.

Commercial boundary

Know what each side owns before modernization begins.

A bounded first scope reduces buyer risk while protecting the conditions required to produce credible engineering evidence.

Initial delivery window
14 calendar days after access is ready
Starting scope
One agreed release-critical automation slice
Next available window
August, 2026
Decision point
Stop, extend, or scale from observed evidence

  1. AQA commitment

    What AQA owns

    • Evidence-led path selection
    • Architecture and implementation inside the agreed stack
    • Human review of AI-assisted work
    • Handover, standards, and next-step recommendation

  2. Your role

    What the client provides

    • Scoped repository and CI access
    • Current product and release context
    • Availability for fast clarification
    • An accountable owner for scope and evidence decisions

  3. Scope guardrails

    What is not implied

    • No automatic full-suite rewrite
    • No guaranteed framework migration before assessment
    • No silent AI healing of release-critical checks
    • No promise that every automation debt item fits inside 14 days

Stop-or-scale protectionIf the evidence does not justify a broader modernization program, AQA transfers the completed assets and recommends stopping instead of manufacturing more scope.

Find My Modernization Path

Engagement fit

This is for teams buying trusted signal—not script volume.

The strongest engagements begin with a real delivery constraint, client ownership, and agreement that automation value is measured by the decisions it improves.

Wrong engagement

Wrong engagement

Strong fit

Strong fit

  1. The target is a larger test count with no critical-flow priority.

    Manual regression or weak coverage is slowing meaningful releases.

  2. The requested outcome is low-cost syntax conversion only.

    Flaky or slow automation has damaged trust in CI.

  3. No one can own test architecture or release decisions after delivery.

    A framework migration must preserve release protection.

  4. The team expects AI to change failing tests without review.

    Multiple squads need compatible architecture and ownership rules.

  5. The need is temporary manual execution rather than system modernization.

    Leadership wants client-owned assets and measurable release signal.

FAQ / objections

Questions teams ask before modernizing automation.

Direct answers on rewrites, Playwright, migration risk, AI repair, ownership, success measures, and the first 14 days.

Existing suites Playwright migration CI signal Client ownership

Usually no. AQA keeps what still creates useful signal, repairs what is salvageable, removes what creates noise, and rebuilds only where critical-flow protection or architecture requires it.

Ready to trust the signal again?

Bring us the automation problem your engineers have stopped trusting.

We will identify whether the fastest responsible path is to build, rescue, migrate, or scale—and tell you directly when modernization is not the right investment.

NDA before access Least-privilege scope Every asset stays yours No long-term lock-in
Horia Adamov, QA Architect
Your call host

Horia Adamov

QA Architect

Find My Modernization Path