Solving complex problems.
Delivering production AI.
We partner with ambitious companies to solve difficult technical challenges—building custom AI systems, autonomous agents, and high-assurance web software that earn their place in production.
How We Architect Production AI Systems
AI Systems with Strict Output Guardrails
We design LLM workflows that treat the model as a powerful but unreliable component, wrapping it in validation schemas, fallbacks, and agreed latency and cost budgets.
Prompt injection screening & PII redaction
Dense embeddings + lexical re-ranking
Schema-constrained output & typed tool calls
Schema validation & citation checks
Engineering Capabilities
Practical AI systems, rigorous evaluation, and production web engineering.
Reliable AI Systems & Tool Calling
We build LLM workflows and agents that return validated, structured output. Schema enforcement, hybrid retrieval (dense + lexical) and fallback paths keep hallucinations and model failures contained, and visible when they happen.
Production-Ready Web & Cloud Engineering
From a first feasibility prototype to production software. We build fast, resilient Next.js and full-stack cloud systems with strict typing, sensible architecture, and code your team can maintain after we leave.
Evaluation Suites & Continuous QA
Automated evaluation pipelines that measure real-world performance against curated test sets, so regressions are caught before production and accuracy, safety and latency are tracked release over release.
How We Partner With You
Feasibility Sprint
2 to 3 weeksFinding out whether an AI idea works on your real data before you commit a budget to it.
Deliverables:- ✓Working prototype on your data
- ✓Accuracy, latency & cost report
- ✓Clear go / no-go recommendation
Ongoing Build Partnership
1 to 6 monthsShipping an AI feature or product end to end, working alongside your team in weekly increments.
Deliverables:- ✓Continuous production shipping
- ✓Automated CI/CD & eval suites
- ✓Full code ownership & docs
Quality & Security Audit
1 to 2 weeksPre-launch review of architecture, security basics, and performance.
Deliverables:- ✓Security & architecture findings
- ✓Before/after Core Web Vitals report
- ✓Pull requests with fixes