What we offer
Every engagement pairs real engineering with AI-first delivery. We don’t retrofit AI onto an old model. We design and build with it at the core.
What we offer
Every engagement is one of four things, and many combine them. Wherever you start, the same AI-first engineering and senior ownership carry it through.
Build
Design and ship production software, AI-first.
Automate
Put AI agents to work across your operations.
Operate
Keep production secure, observable, and reliable.
Advise
Find where AI fits before you build.
The engineering stack
01/Build
Design and ship production software, AI-first.
Full-stack products engineered AI-first, from system architecture and APIs to a secure, scalable deployment. AI accelerates every layer; people own the design.
System & API architecture · Web & mobile application builds · Cloud-native, scalable infrastructure · AI-powered feature development · Security & compliance by design
Already have a product? We add AI (generation, search, classification, recommendations) without disrupting what already works.
LLM integration (Claude, GPT, Gemini) · Retrieval & embeddings (RAG) · Fine-tuning & model customization · Streaming, real-time AI UX · Evaluation & safe rollout
Clear technical debt and migrate legacy systems to modern architectures, faster and safer than a traditional rewrite.
Legacy codebase analysis · AI-assisted code translation · Database migration strategy · Incremental strangler-fig migration · API modernization
02/Automate
Put AI agents to work across your operations.
Agentic workflows that run inside your business, handling repetitive, multi-step, cross-system work end to end.
Support & operations agents · Sales research & prospecting agents · Internal copilots · Multi-agent orchestration · Human-in-the-loop guardrails
Production assistants trained on your data and connected to your systems. Real tools your customers and teams actually use.
RAG knowledge assistants · Customer support chatbots · Internal HR / IT helpdesks · Sales & product Q&A bots · Web, Slack & multi-channel deploy
Automate document-heavy work: extraction, classification, summarization, and routing at scale for legal, finance, healthcare, and logistics.
Intelligent document parsing · Contract analysis & extraction · Invoice & receipt processing · Classification & routing · Compliance review
03/Operate
Keep production secure, observable, and reliable.
We handle the infrastructure your software and AI run on, from CI/CD and cloud to model serving, with automated incident response.
CI/CD pipeline automation · Infrastructure-as-code & cloud setup · Incident detection & response · Container orchestration & deploys · Model serving & GPU autoscaling
Secure the AI-specific attack surface (prompt injection, data leakage, model abuse) alongside the usual application and infrastructure hardening.
Prompt injection & jailbreak defense · Data privacy & PII protection · Model & API access controls · Red-teaming & adversarial testing · AI governance & compliance
See what your AI actually does in production: every prompt, response, cost, and quality signal. That's how you catch drift and regressions early.
Tracing for prompts & agent runs · Online evaluation & quality scoring · Drift & regression detection · Token cost & latency monitoring · Dashboards & alerting
Automated test generation and AI-powered QA that grow with your codebase and catch regressions before production.
AI-generated test suites · End-to-end & visual regression · API contract testing · Performance & load testing · Prompt & model evaluation
04/Advise
Find where AI fits before you build.
Not sure where AI fits? We map your workflows, find the high-ROI use cases, and deliver a prioritized roadmap, then build and roll out the pilots.
AI opportunity mapping & ROI modeling · Use-case prioritization & roadmap · Build-vs-buy & vendor evaluation · Pilot agent deployment · Workforce adoption & governance
Ready when you are
A product idea, a workflow to automate, or a legacy system to modernize. Tell us where you’re headed and we’ll tell you how we’d get there.