AI integration advisory

Bring production-grade generative and multimodal AI into your product, with cost and quality under control. Products that want to add AI features, or teams whose AI costs and quality need a second look.

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What's included

Where AI helps users, and where it doesn't
Choosing the right models for the job
Prompt design, evaluation, and guardrails
Cost, latency, and privacy architecture

Ideal for

Products that want to add AI features, or teams whose AI costs and quality need a second look.

Typical deliverables

AI opportunity map
Model and cost analysis
Working prototype
Evaluation and guardrail plan

Proof

Built and run by us.

Apps of our own that use the same skills.

AI discovery engine

TJ Near & Hot

An AI discovery engine: vector-embedding semantic search understands what shoppers mean, while LLM-powered trust & safety moderates community posts and photos.

Multilingual AI

BapMap

Multilingual LLMs translate and moderate community content across four languages, turning a local food guide into a global one.

On-device computer vision

Swing Like Pro

On-device computer vision tracks body pose frame by frame and compares your swing with a pro's in 3D, with no sensors and no uploads.

Process

How an engagement works.

01
Discovery
A short call to understand your product, users, and goals.
02
Scope & proposal
A clear plan with milestones, deliverables, timeline, and cost.
03
Build & iterate
Regular demos and shared progress, so you always see where things stand.
04
Launch & handoff
Launch support and documentation your team can own.

FAQ

Common questions

Which AI models do you work with?

We choose models for the job, weighing quality, cost, latency, and privacy, rather than tying you to a single vendor.

Can you help reduce our AI costs?

Yes. We review model choices, prompts, caching, and architecture to lower cost and latency while keeping quality.

How do you make AI features reliable?

With evaluation sets built from real inputs, guardrails, fallbacks, and monitoring once the feature is live.

More services

Other ways we can help.

AI product & MVP development

Turn an idea into a launch-ready product with AI at its core, fast.

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Mobile app development

Native iOS and Android apps, built to production quality and launched on both stores.

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Ready to talk about your project?

Tell us what you're building. We'll reply by email with next steps.

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