Applied AI
Production AI that moves a metric — not a demo that wins a Slack channel.
RAG over your data. Agents that take real actions. LLM features your users trust. Shipped with the evals, guardrails and observability to actually run in production.
Typical outcomes
Based on our last 20 engagements
What's in the box.
Scope shifts per engagement, but these are the typical building blocks we ship. Everything is documented, tested and handed over cleanly.
- RAG knowledge assistants
- Autonomous / semi-autonomous agents
- LLM features inside your product
- Fine-tuning & eval harnesses
- Model routing & cost controls
- Guardrails, safety & observability
How a applied ai engagement runs.
Identify
Find a measurable use case with real ROI.
Prototype
Thin vertical slice with offline evals.
Harden
Safety, observability, cost & latency budgets.
Integrate
Ship into the product, instrument everything.
Improve
Continuous eval loop with real user data.
Opinionated, but pragmatic.
We bring a battle-tested default stack — and happily plug into whatever you're already running. Your codebase, your conventions, your call.
Quick answers.
Can you work with sensitive data?
Yes — private deployments, VPC, BYOK and on-prem inference options are all on the table.
Do I need a huge dataset?
Usually not. Most wins come from retrieval and good prompting — long before fine-tuning.
Let's ship your applied ai.
A 30-minute call. Honest feedback. A clear proposal within 48 hours — or a referral to someone better suited.
Explore more services
Product Engineering
SaaS dashboards, marketplaces, internal tools, APIs and everything in between. Built on a battle-tested modern stack that won't be legacy by your next funding round.
Shopify & Commerce
Shopify themes, headless storefronts and custom commerce platforms. Pixel-perfect design, sub-second speed, and a checkout tuned for the one thing that matters: revenue.
Mobile Experiences
iOS and Android apps users actually open daily. React Native by default, native when it counts — store-ready with analytics, crash reporting and OTA updates from day one.