Modernize your product. Don’t rewrite it.
AI-native features grafted onto your existing stack — incrementally shipped, behaviorally measured, and continuously improved.
AI doesn’t belong in a side panel.
Bolt-on chat boxes don’t change product metrics. Real modernization rethinks core flows.
AI woven into your most-used flows.
Assistants that read the same state your users see.
Forms, dashboards, and reports composed on demand.
Anticipate intent, pre-fill flows, reduce friction.
AB-test AI behaviors with statistical rigor.
From kickoff to production,
in the open.
- 01
Product audit
Map flows by usage, friction, and AI-fit.
- 02
Strategy & roadmap
Prioritize features by lift × feasibility.
- 03
Integration spikes
Prove the riskiest connections first.
- 04
Shipping cadence
Weekly rollouts behind feature flags.
- 05
Measure & iterate
Behavioral evals on every release.
The tools we reach
for first.
- Next.js
- React
- TypeScript
- Tailwind
- Claude
- OpenAI
- Vector DBs
- Embeddings
- Node
- Python
- Go
- gRPC
- Postgres
- Snowflake
- Kafka
- ClickHouse
What you get when this lands.
Incremental modernization with continuous shipping.
Every AI feature has a metric — and an off switch.
Architecture that absorbs new models without re-platforming.
A real engagement
in this shape.
A new fraud-detection platform, deployed in 14 weeks.
We rebuilt Nuvo’s fraud platform around a real-time agentic decision engine — cutting false positives by 64% while accelerating settlement.
Things people
usually ask.
No. We integrate. Modernization beats rewrite — almost always.
Services that
often pair with this.
Let’s scope what this looks like for you.
A 30-minute technical conversation. No slides, no salespeople.