Built to work. Graded to prove it.
The Studio is the product arm of Houtos Labs, an evaluation-led engineering firm. We design and ship AI, decentralized and product systems for teams that need more than a promising demo. Then we grade every release with the same instrument we point at client sites.
A vision is easy to sell. We ship the system, and a reading of how it performs.
An AI agent, a token economy, a product platform: everything we design leaves through one gate. Performance, accessibility, security and findability, measured and graded before release.
Taste picks the direction, and the evidence decides when it ships.
Six disciplines. Every one of them ends at a measured gate.
AI Strategy & Execution
Agent systems, model strategy and the evaluation suites that tell you whether the AI still works once real users arrive.
Product Innovation
New products from a blank page. Research, architecture, a working prototype and a launch you can defend.
Decentralized Systems
Protocols, contracts and on-chain products, built to the standard of financial software.
Ecosystem & Commercialization
The economics and token strategy that take a working prototype to an ecosystem people pay into.
Brand, Market & Experience
Positioning, identity and interfaces that feel premium because they perform like it.
Evaluation & Quality Engineering
The rubric we grade our own work on, pointed at your stack: audits, release gates and standards your team can keep.
What's live, what's in build, what's still a concept. Each one labeled for what it is.
The Grader
A website-audit instrument that grades a site on six lenses (speed, accessibility, findability, security, trust, reputation) and hands back a ranked fix list in plain English.
- Challenge
- Development firms guess at quality, and buyers have no way to check the claim.
- Approach
- Six lenses, graded with a confidence level attached. Every number is labeled Measured or Estimated, and the two are never blended.
- Status
- Live on houtoslabs.com. Sample mode today; live scan rolling out.
- System type
- Evaluation platform · scoring engine · report generator
Peregrine Precision Evaluator
The engine being built to sit behind The Grader. Signal propagation, confidence-aware scoring, five analysis modules and report synthesis.
Autonomous Intelligence Desk
A research desk for market intelligence across several venues, governed to preserve capital. The automation has to earn every level of autonomy it gets.
Companion Systems
AI companions with long memory, designed safety-first, where the user decides how personal it gets.
Six phases. Each one ends in a measurement.
Our own work has to pass the same six lenses The Grader reads. A phase isn't finished because the deadline arrived. It's finished when the reading says so.
Research
Your users, your market, your constraints. The questions worth answering before anyone opens a design file.
Architecture
The system design and the contracts between its parts, with every decision written down.
Prototype
Working software, early. A build settles arguments a slide deck can't.
Validate
The exit gate. The work is graded on performance, accessibility, security and findability.
Launch
It ships with monitoring and documentation, plus a way to roll back.
Optimize
Re-grade, watch for drift, and stack the gains release after release.
How we think, written down where you can check it.
How we grade
The rubric, the six lenses, and why every number carries a label that says how sure we are.
Read the methodology → FindabilityFindability in the AI-answer era
Ranking is only part of the job now. The rest is being understood, and cited, by the engines that write AI answers.
Read the SEO & AEO lens → AccessibilityAccessibility as engineering
WCAG handled like any other build standard, with a release gate, instead of a patch after the demand letter lands.
Read the accessibility lens →We publish our rubric. We grade our own releases. We label every number Measured or Estimated, and we never dress an estimate up as a measurement.
Strict, on purpose. Discipline is what lets you trust an ambitious build.
Let's build something measurable.
Tell us what you want to build, or what you already built that isn't pulling its weight. We'll answer with a reading of where it stands. The pitch, if there is one, comes later.
hello@houtoslabs.com