Grade Engine — sample mode · live scan rolling out Evaluation-led · Web · App · Web3
Houtos Labs · Studio Product & innovation practice

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 grade every release with the same instrument we sell.

Scroll — § 01 Position AI · Product · Decentralized · Evaluation
§ 01Position

Most studios pitch a vision and hope. We ship a system and a reading.

Every system we design — an AI agent, a token economy, a product platform — exits through the same gate: performance, accessibility, security, and findability, measured and graded before release.

Taste sets the direction. Evidence signs the release.

§ 03Selected work

Live products, engines in build, lab concepts — labeled exactly as they are.

Live product Evaluation platform

The Grader

A live website-audit instrument that grades any site across six lenses — speed, accessibility, findability, security, trust, reputation — and returns a prioritized, plain-language fix list.

Challenge
Development firms guess at quality — and buyers have no way to verify the claims.
Approach
Six-lens, confidence-aware grading. Every number is labeled Measured or Estimated — never blended.
Status
Live on houtos.io — sample mode today, live scan rolling out.
System type
Evaluation platform · scoring engine · report generator
All work & lab programs
§ 04Method

Six phases — and every one exits through measurement.

The same six lenses The Grader sells are the gate our own work has to pass. No phase is "done" because a deadline arrived — it's done when the reading says so.

01

Research

Users, market, constraints — the questions worth answering before design starts.

02

Architecture

System design and the contracts between parts — decisions written down, not implied.

03

Prototype

Working software early — the argument is a build, not a deck.

04

Validate

The exit gate: graded across performance, accessibility, security, and findability.

05

Launch

Ship with monitoring, docs, and a rollback path — launch is a process, not a day.

06

Optimize

Re-grade, measure drift, and compound improvements release after release.

§ 06The standard

We publish our rubric. We grade our own releases. We label every number Measured or Estimated — and we never upgrade an estimate to look verified.

Strict? That's the point. Discipline is what makes ambition dependable.

6
Lenses on every release — speed, accessibility, findability, security, trust, reputation
26
Metrics behind the grade, weighted and confidence-aware
2
Labels a number can carry — Measured or Estimated. Never blended
100%
Of our releases graded before they ship — the same gate we sell
§ 07Start

Let's build something measurable.

Tell us what you're trying to build — or what you've built that isn't performing. We'll come back with a reading, not a pitch.

hello@houtos.io