AI-native product studio

AI-native products, built for scale and reliability.

Yoten Labs designs, builds, and operates software where AI is the core system behind the experience and the operation. We combine product thinking, production engineering, and disciplined delivery for B2C and B2B teams.

  • AI-native

    Core systems designed around AI from day one.

  • Shipping

    Real products with operational controls and clear ownership.

system initialized

kernel protocols for speed optimization...

What we do

The MVP stays focused, but the core system is built for production pressure from the start.

01

AI-native product development

Product strategy, UX, and engineering shaped around AI as the operating system, not a feature layer.

microservicesnode runtimeCI/CD
02

RAG and generation pipelines

Retrieval, orchestration, prompt design, and generation flows designed for useful outputs and stable operations.

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03

Evaluation and monitoring

We instrument quality, latency, cost, and behavior so teams can improve with evidence.

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04

Guardrails and safety

Controls for permissions, risky outputs, policy boundaries, and predictable user-facing behavior.

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05

Cost, quotas, reliability

Quota enforcement, fallback paths, and operational limits that keep AI features economically sane.

microservicesnode runtimeCI/CD
06

B2C and B2B delivery

Consumer and enterprise products delivered with clear scope, reliable execution, and room to scale.

microservicesnode runtimeCI/CD

Process

How we work

  1. Align on outcomes

    We define the user problem, the operational target, and the measurable result before building.

    01

  2. Build the core system

    We implement the workflows, retrieval and generation layers, interfaces, and controls that matter.

    02

  3. Evaluate and harden

    We pressure-test prompts, outputs, latency, quotas, and edge cases before widening exposure.

    03

  4. Ship and operate

    We launch with monitoring, ownership, and iteration loops that keep the product improving.

    04

Who we are.

We prioritize clarity, trust, and measurable outcomes across data workflows, retrieval and generation pipelines, guardrails, evaluation, monitoring, and scalable delivery.

Yōten (要点) means 'key point' or 'essentials', a reminder to focus on what matters and ship with clarity.

150+

AI assets launched

40+

AI systems shipped

System status: nominal

Product portfolio

Projects

Products and ventures built or operated inside Yoten Labs.

WearingDaily

MVP

Build a look in 30 seconds

Consumer fashion app for fast outfit generation using deterministic formulas, curated catalog completion, saved looks, packs twice a week, optional photo try-on, and video try-on as a paid premium feature.

Live-Drills

Active build

AI coaching for real training practice

AI training platform with video/voice avatar and guided role-play sessions for CX, sales/negotiation, and procedures/onboarding. Includes rounds, coaching pauses, re-runs, and bilingual coach responses (pt-BR/en-US). Uses customer manuals, documents, videos, and images as training source, supports media playback during sessions, runs on LiveKit Cloud for real-time events, and ships with multi-tenant + RBAC architecture, plan/feature controls, and prompt quality evaluation workflows.

Sanu

Production

Healthcare platform operations

Production healthcare operations platform available at trysanu.com, with multi-tenant foundations for RBAC, documents, scheduling, and real-time session flows designed for clarity, trust, and measurable outcomes. Integrated billing is on the roadmap.

Official site

FAQ

Direct answers

Do you only build MVPs?

No. We can shape the MVP, but we build the core system with production constraints in mind.

Do you work with enterprise teams?

Yes. We build for both B2C and B2B contexts, including multi-tenant and operational platforms.

Do you handle reliability and controls?

Yes. Guardrails, monitoring, quotas, and cost controls are part of the delivery scope.

Can you work on voice and real-time products?

Yes. Real-time sessions, roleplay systems, and voice-first experiences are active areas for us.

Initialize protocol.

If you need a team that can move from product framing to production engineering without losing clarity, talk to us.

0Immediate deployment readiness
1Architectural audit included
Usually responds within one business day