Agents, harnesses, and integrations that bring AI into your business the right way, with real engineers behind them.
We design and ship AI agents that work inside the tools you already run: your CRM, ERP, inbox, document stores, and internal APIs. Not demos or chat wrappers. Agents that plan, call tools, and finish the job.
Every agent ships with scoped permissions, human approval where it counts, and a full trace of what it did and why.
Most AI projects don't stall because the model is weak. They stall because nothing around it is engineered: tools are flaky, context is stale, nothing is measured, and nobody can see what happened when it went wrong.
Harness engineering is the discipline of building that surrounding system, so agents stay accurate, safe, affordable, and debuggable as models and requirements change.
Your data and systems are what make AI useful to your business. We connect them, safely, so models can search your knowledge, read your records, and act through well-defined interfaces.
We build on open standards like the Model Context Protocol, so the same integrations work across assistants, agents, and whichever model is best next year.
Coding agents like Cursor, Claude Code, and Codex change how software gets built. The teams getting the most out of them have invested in the setup: context, conventions, tooling, and safe review loops.
We bring the playbook we use on our own projects and adapt it to your codebase and team.
Sometimes the right answer is a new product or internal tool, with AI where it helps and nowhere it doesn't. We handle architecture, UX, and delivery end to end.
Native or cross-platform, cloud or on-prem, depending on your needs and constraints.
Your customers are asking AI assistants who to hire and what to buy, and more of them are sending agents to compare options and act on their behalf. If those systems can't read and trust your business, you're not in the answer.
AEO (agent engine optimization) is SEO for the agent era: an agent-ready site, answer-ready content, a clear brand story, and campaigns that feed it all, measured by how often AI recommends you.
Extraction and classification from PDFs, scans, statements, and forms.
Real-time phone and voice assistants for intake, scheduling, and support.
Open-weight and self-hosted models when data can't leave your network.
Choosing, tuning, and routing between models for cost, speed, and quality.
Image and video understanding for inspection, metrology, and field work.
Pipelines that turn scattered, messy data into something AI can use.
Industries
Regulated data, dense documents, and complex technical processes are where generic AI tools fall short, and where a well-engineered agent pays for itself.
Agents that move fast without breaking compliance: every decision traced, every action permissioned.
From lead to lease to close, agents that keep deals moving and paperwork out of your team's way.
AI for the fab and the lab: thin-film growth, molecular beam epitaxy (MBE), metrology, and process data that's hard to wrangle.
Help researchers spend time on experiments instead of paperwork, literature, and data cleanup.
Document-heavy work, done faster and more consistently, with experts reviewing what matters.
Agents that watch the queues, chase the exceptions, and keep humans in the loop on the calls that matter.
How We Work
No surprises. No confusing contracts. Clear communication from start to finish.
A short, focused engagement to map your highest-value AI opportunities, assess your data, and leave you with a prioritized roadmap.
Clear deliverables, clear cost. We define the work together, build to spec, and deliver on schedule.
Ongoing support and improvements. Ideal for teams that need a reliable engineering partner month to month.
Embedded engineering for growing businesses. We scale with you and stay invested in the outcome.
Let's talk about what you're working on and explore the best path forward.
Let’s scope the agent that will make the biggest impact.