Built-in release gates
Checks are part of the system, not a promise made at the end of a busy week.
Available for new workTapQuality AI LLC · Software & AI Engineering Studio
Quality is thewhole product.
TapQuality is a software & AI engineering studio — AI-assisted, human-governed.
Built to spec. Proven before ship.
The name is the promise:quality is not a phase at the end.It is the way the work is designed, built, tested, and handed over.
The differentiator
Quality you can prove.
Anyone can promise high quality. TapQuality builds to spec and shows the evidence: checks, gates, evals, test runs, and review loops that make quality visible before anything ships.
Independent review loops
A separate reviewer challenges critical work before it becomes your risk to carry.
Verified against real behavior
A fixture, golden output, or live traversal answers the question that compilation cannot.
Quality tracked over time
Written rubrics and score ledgers make regression visible before it reaches production.
Selected systems
Work worth proving.
Products, tools, and systems made by the studio — each designed to show their work rather than merely claim it.
Client access · GatedPortal ↗
Studio Portal
A secure studio portal where designs, quality evidence, and deliverables are kept visible — not buried in email threads.
Open source · MITGitHub ↗
qulib
The “should we ship?” layer: callable tools that give AI agents a grounded read on release confidence.
QA Training PlatformLive ↗
notquality.com
A live QA-training platform where engineers hunt real bugs inside browser-in-browser playground labs.
Storefront · LiveVisit ↗
BakedByIsh
A small-batch cookie storefront — weekly drops, a rotating menu, and ordering, built end to end.
What we do
Build with the proof built in.
Each engagement starts with a concrete outcome, then builds the checks necessary to earn confidence in that outcome.
01
App & product development
Complete software and AI products, designed and built end-to-end against a quality standard you can inspect.
↗02AI features & automation
Useful intelligence for existing products — built and tested together so it holds up where people rely on it.
↗03Quality engineering & QA
Manual and automated testing, regression suites, CI integration, and adversarial coverage with proper rigor.
↗04AI evaluation & red-teaming
Evaluation harnesses and adversarial testing for model and agent systems, grounded in a written rubric.
↗The working model
A simple, honest way of working.
- 01 / Understand
Define the spec
We get clear on what you are building, what can break, and what quality needs to mean for this exact product.
- 02 / Build
Build to spec
The work is shaped against that agreement from the first commit — whether it is an application, an automation, or a test system.
- 03 / Prove
Prove it works
Before handoff, the work carries tests, evaluation, review evidence, or live checks that show what passed and why it is ready.
Let’s work together
Tell us what you are building.
TapQuality will give you an honest read on the spec, the risk, and the proof needed to ship with confidence.
Start an engagement