AI WORKFLOWS · BUILT FOR QA

A failed test.
A clear next step.

A guided triage process that keeps the evidence, possible causes, and your next check in one place.

See the L1 START kit →Try the free evidence check

Current edition: field-guide PDF. The workflow download is being finalized.

L1 START · AI-Native QA

Test Failure Triage

Illustrative workflow preview
01
Input

Failure + logs + expected behavior

02
Review

Facts + possible causes + missing evidence

03
Handoff

One next check + human review

The default path

A process you can inspect.

Five atomic stages keep the recurring job bounded, with the evidence and next safe action visible at every step.

01Declare

Name the failed test, expected behavior, and scope.

02Collect

Bring together logs, environment details, and usable evidence.

03Separate

Keep observed facts apart from possible causes.

04Check

Expose missing evidence and choose one bounded next check.

05Handoff

Leave a review-ready decision with human control.

Workflow preview

The inspectable path

The staged workflow download is shaped around a small set of visible working artifacts.

  • Guided onboarding: intent, inputs, and safe boundaries
  • Atomic skills: stages, gates, and handoff contract
  • Visible TODO: progress, review points, and stop conditions
  • Evidence-linked handoff: facts, gaps, and next check

Knowledge layer

The field guide

The current edition explains the decisions behind the path.

L1 START Test Failure Triage Workflow field guide cover

Test Failure Triage Workflow

Failure taxonomies, evidence collection, review points, and the reasoning behind a safe handoff.

Currently delivered as the field-guide PDF. Workflow download is being finalized.

Workflow series

Start with the current QA path.

Browse the current Series 1 field guides. Their workflow downloads are being finalized. Series 2 and 3 show the planned workflow paths.

S1AI-Native QAField-guide editions availableFIELD GUIDES
L0Failure Evidence CheckL1Test Failure Triage WorkflowL2AI Application Evaluation WorkflowL3AI Test Automation WorkflowL4Enterprise AI Testing Operating BlueprintFULLEvidence-First QA System
S2Non-Deterministic AITest meaning, not identical wording.ROADMAP
L0Free LLM Failure Pattern Scan
L1LLM Test Checklist Workflow
L2Non-Deterministic Evaluation Workflow
L3Production AI Testing Workflow
L4Enterprise AI Evaluation Platform Blueprint
FULLNon-Deterministic Evaluation System
S3AI Security TestingA polite demo is not a security test.ROADMAP
L0Free Initial LLM Boundary Review
L1Prompt Injection Test Workflow
L2LLM Security Review Workflow
L3AI Security Test Workflow
L4Enterprise AI Security Blueprint
FULLAI Security Testing System

One failed test. One clear next step.

Review the current field-guide edition on Gumroad. Current terms and delivery are shown at checkout.

See the L1 START kit →

FAQ

Questions, answered plainly.

What do I need to use a workflow?

The workflow download is not yet included in the current edition. Once released, use it inside the AI workspace your organization permits. Model access, privacy rules, and usage cost depend on your environment.

Will this work with my test stack?

The method can be adapted to Selenium, Cypress, Playwright, Appium, TestCafe, WebdriverIO, and other stacks that produce usable evidence. You still need to map inputs, permissions, and review gates; it is not a drop-in integration.

How is this different from a blank chat?

The workflow gives you a repeatable method for bringing the right logs, context, constraints, review points, and output shape to the job.

What is delivered today?

The current edition is the field-guide PDF. The workflow download is being finalized. Gumroad remains the source of truth for current terms and delivery.

What if it is not a fit?

Read the workflow boundary and current refund terms on Gumroad before purchase. Questions: support@nobrainer.tech.

Start with my free workflow

Explore the public skills and workflow foundation I use in my own work. The dedicated kits build on that foundation for specific engineering problems, with field guides that explain the decisions.

Get the free skills & workflow →

Need help adapting the workflow?

Discuss fit, evidence boundaries, and implementation for your team without assuming a drop-in integration.

Contact NoBrainer.tech →