The five workflows in this series
All five workflows of S1 · AI-Native QA & SDET, each in its own folder.
S1 · AI-Native QA & SDET · COMPLETE SERIES (L0-L4)
S1 · AI-Native QA & SDET: complete series (L0-L4)
You get source-linked evidence, candidate explanations to test and one next check for a person to approve. Higher levels add criteria for judging AI features, a reviewed way to add AI-assisted tests and an owned testing path that several teams can follow.
Best for: QA engineers, SDETs and developers who own failing or flaky tests, and leads who now have to test AI features as well.
$149 one-time · includes L0-L4 of S1 · AI-Native QA & SDET
L4 SCALE is $50 more than L3 and adds an operating blueprint, an ownership matrix, an observability plan and rollout decisions; every level below it is included.
Paid purchases: 7-day money-back guarantee and at least six updates a year for five years, as set out in the terms.
What you paid for any lower level of the same series counts toward any higher level (L1 START at $19 makes L4 SCALE cost $130). To claim it, email hello@nobrainer.tech with your receipt (how the credit works).
Need copies for colleagues? Each person gets their own copy; email hello@nobrainer.tech.
What the top level, L4 SCALE, adds
- An operating blueprint, an ownership matrix, an observability plan and rollout decisions, in one HTML report with JSON and Markdown.
- Templates for controls, evidence, exceptions, signals, ownership, gate policy and a risk register.
- A scheduled-run guide plus CI and pre-commit examples, so the gates run without someone remembering to run them.
- Two worked scenarios from a claims team (a draft and a ready version), a 168-page field guide and 80 automated tests.
- The complete series: every earlier workflow of AI-Native QA & SDET is inside this level.
What the L4 SCALE workflow does
Map architecture and ownership, define observability and gates, then plan a controlled rollout.
Bring
- system map
- team and ownership map
- risk and release constraints
Leave with
- operating blueprint
- ownership matrix
- observability plan
- rollout decisions
What is in the package
L4 SCALE is the complete S1 · AI-Native QA & SDET series. It contains L0, L1, L2 and L3 of the same series, each in its own folder.
You need: Node.js 22 and a terminal.
Each package is a working workflow with tested code, a runnable example, recovery steps and an HTML report, plus an English and Polish guidebook that explains the method. The workflow is the product; the guidebook supports it.
Prices are cumulative: each price covers that level and every level below it, so the catalog shows no sums or savings.
What the guidebook covers
- AI-failure root-cause and incident contracts
- test prioritization and bounded budgets
- production monitoring and observability
- enterprise tool selection and replacement
- team capability, ownership and MCP controls
The guidebook extends the workflow with the reasoning and adaptation guidance. It is not evidence that a result has already run in your environment.
Use it safely
Use sanitized inputs inside a declared boundary and review every proposed action. The workflow stops when evidence, authority or an owner decision is missing.
The included code runs on your machine, makes no model calls and needs no AI tool. If you want an assistant to help draft the input, the onboarding guide shows how; you review the result before anything is acted on.
Where this fits
L4 SCALE is the top level of this series and includes every level below it.
You have the complete AI-Native QA & SDET series. The natural next series is AI Evaluation & Reliability, which measures how the AI feature itself behaves.
See all five levels of S1 · AI-Native QA & SDET · Compare all five series · See S2 · AI Evaluation & Reliability