AI · Product · Platform

Intelligent systems,
engineered for the real world.

We build the AI agents, decision pipelines, and adaptive interfaces that make your product measurably smarter — without the six-month science project.

Start a discovery call See our work
Trusted by teams
at 80+ companies
p95 · 142ms
+12.4% CR
0.86 confidence
HighPixel Console v1.0
LIVE
agent-graph 5 nodes · 6 edges
confidence — fraud-ops
0.86 +0.04
adaptive — variants 3 active
LIVE · production
13:42:01 [agent.router] → routing to tools.search · k=8 13:42:01 [decision.fraud] score=0.84 → flag for review 13:42:02 [adaptive.exp] promoted variant_b → +12.4% CR 13:42:03 [platform.kv] cache hit ratio 0.97 · p95 14ms 13:42:04 [agent.tools] vector.search returned 12 candidates 13:42:04 [decision.recsys] ranking model v8 → 4 personalized 13:42:05 [platform.obs] trace 7e2 · 142ms · 0 errors 13:42:06 [agent.reason] plan→act→observe step 3/4 ✓ 13:42:01 [agent.router] → routing to tools.search · k=8 13:42:01 [decision.fraud] score=0.84 → flag for review 13:42:02 [adaptive.exp] promoted variant_b → +12.4% CR 13:42:03 [platform.kv] cache hit ratio 0.97 · p95 14ms 13:42:04 [agent.tools] vector.search returned 12 candidates 13:42:04 [decision.recsys] ranking model v8 → 4 personalized 13:42:05 [platform.obs] trace 7e2 · 142ms · 0 errors 13:42:06 [agent.reason] plan→act→observe step 3/4 ✓
42 events/sec
17+
Years building
1,246
Projects shipped
98%
CSAT score
Coffees

Three layers.
Six solutions.

We work across the stack — but think in layers. Intelligence shapes the experience. Product engineers ship it. Foundation keeps it safe and fast.

Four steps. No theatre.

Most projects ship their first usable slice in three weeks. The rest is sharpening, scaling, and staying around to see it work.

01

Discover

We frame the real problem and the smallest system that proves it.

02 · active

Architect

Data shapes, model choices, contracts, and observability — drawn before we code.

03

Engineer

Two-week vertical slices. Real users on real production from week three.

04

Operate

Drift, evals, cost, latency. We stay on the wall, not just the launch.

Tooling we trust
py
Python
fa
FastAPI
pg
PostgreSQL
lg
LangGraph
rd
Redis
nx
Next.js
aw
AWS
pn
Pinecone
py
Python
fa
FastAPI
pg
PostgreSQL
lg
LangGraph
rd
Redis
nx
Next.js
aw
AWS
pn
Pinecone
Currently taking on Q2 builds

Have an intelligent system to build?

Tell us about the messy bit — the legacy system, the model that won't behave, the workflow no one wants to own. We'll come back with a discovery plan inside two business days.

response within
48h