AI that earns its place in production.
Agents, LLM-powered tools, and AI-native systems — built by engineers who ship.
From Idea to Production
Our process is the eval.
Most teams treat AI like a feature spec. We treat it like an engineering problem with measurable outputs from the first commit.
Pressure-test
Is AI actually the right answer? We answer this first, often saying no.
Eval-driven design
Test sets and quality bars before code. The eval is the product spec.
Iterate to threshold
Build, measure, tune. The bar is shipped quality, not demo magic.
Ship + observe
Production with telemetry, fallbacks, and an honest report card.
What we build
Six capabilities. All in production.
Product Engineering
Embedded engineers who own outcomes, not just tasks.
Experience Design
Research-led design that makes every next step obvious.
Applied AI
Agents and automations that improve real work.
Cloud Infrastructure
Cloud built to scale cleanly and stay reliable.
Commerce & Payments
Stripe-certified payment flows that convert and scale.
Case study · Tier-1 Support Agent
Closed 80% of tier-1 tickets — quietly.
A B2B SaaS company was drowning in repetitive support tickets. We built an AI agent grounded in their help docs and ticket history, with strict guardrails on what it could promise. It now handles the bulk of tier-1. The team focuses on the cases that need a human.
How we're different
The honest comparison.
Generic AI Vendor
Demo-driven. "Look what AI can do."
A wrapper around someone else's model.
Locked in to one provider.
RAVN
Eval-driven. "Here's what it does, measured."
Engineering around the model — fallbacks, observability, version control.
Model-agnostic. Right tool for the job, swappable at any layer.
Generic AI Vendor
RAVN
Demo-driven. "Look what AI can do."
Eval-driven. "Here's what it does, measured."
A wrapper around someone else's model.
Engineering around the model — fallbacks, observability, version control.
Locked in to one provider.
Model-agnostic. Right tool for the job, swappable at any layer.
By the numbers
Production, not theater.
Ready when you are
Your next build starts here
Tell us what you’re working on. We’ll tell you how we’d ship it — usually within a single business day.
Built by people, for people.
The team you’ll actually be working with.
US business hours · Nearshore execution · No overnight handoffs