From prototype to platform.
Production AI and SaaS engineering for B2B SaaS and FinTech companies that cannot afford fragile systems. We take working prototypes to production, stabilize architecture under real load, and add AI to products without putting existing customers at risk.
34 production systems shipped · Senior engineers only · Architecture-led
Four outcomes we are hired for.
Every engagement maps to one of these. If yours does not, we will tell you on the first call.
- 01
Take an AI prototype to production
The demo works; production is a different discipline. We add the parts prototypes skip: guardrails on model output, evaluation against golden sets, monitoring for drift and failures, and cost control at real usage volume.
Guardrails · Evals & golden sets · Monitoring · Cost control
- 02
Fix unstable SaaS architecture
Multi-tenant data leaking across boundaries, queries that degrade with every new customer, deploys the team fears. We diagnose the actual failure modes and fix them in priority order — without a rewrite pitch.
Multi-tenancy · Performance · Reliability
- 03
Add AI features without destabilizing the product
Your customers depend on the product you already have. We integrate AI behind clear boundaries — isolated failure domains, feature flags, and fallbacks — so a model problem never becomes a platform outage.
Isolated failure domains · Feature flags · Fallback paths
- 04
Scale delivery without mass hiring
Roadmap pressure without the eighteen-month cost of building a bigger team. Senior engineers embed with yours, ship against your backlog, and leave documented systems your team owns.
Senior engineers only · Your codebase, your ownership · Documented handoff
Three ways in. Clear prices.
Most engagements start with the audit — it is easier to approve than a six-month contract, and the findings stand on their own.
- 01
AI & Architecture Audit
$3K–$7.5K1–2 weeks
A fixed-scope review of architecture, AI risk, security posture, and scalability — written findings ranked by risk, with a remediation plan you can act on with any team.
How the audit works - 02
Production AI Build Sprint
$15K–$40K4–8 weeks
One AI workflow taken from prototype — or from nothing — to production standard: guardrails, evaluation, monitoring, and a system your customers can rely on.
- 03
Embedded Senior Engineering Team
$20K–$60K/mo6–12+ months
Senior engineers embedded in your team for ongoing architecture and product delivery. Your roadmap, your codebase, your ownership — our capacity.
How embedding works
Systems in production, not decks.
34 production systems shipped, by a team with 8+ years median engineering experience.
Document intelligence at scale
A document AI system operating at roughly 50,000-PDF scale — extraction, classification, and review workflows that survive real volume, not sample-size volume.
AI voice agent platform
Production voice AI handling live customer conversations — the kind of system where latency, failure handling, and escalation to humans are the product.
Property management platform
Multi-tenant SaaS for property operations — the unglamorous engineering of tenancy boundaries, billing, and reliability that B2B customers quietly depend on.
An honest note on fit.
We are a strong partner for some teams and the wrong one for others. Better to know before the first invoice.
Not the right fit if
- You do not have a product or prototype yet and want an idea validated
- Your budget for the initiative is under $3K
- You want the cheapest possible team, staffed however
- You need someone to own the product for you long-term
A strong fit if
- You have an existing product, paying customers, and a reason to move carefully
- You have an AI prototype that needs to become something customers can rely on
- You have a technical stakeholder who can evaluate our work
- You want ownership of everything we build when the engagement ends
Bring us the system you are worried about.
A 30-minute architecture call with an engineer, not a salesperson. We will tell you what production-ready actually requires for your situation — and whether we are the right team to get you there.