Forward-deployed engineering & consulting
Brightwork Tech embeds with startups and enterprises to build automation, computer vision, and foundation-model systems, as working software, not slide decks.
ScrollShip
Working software, week one
Embed
Inside your team, not beside it
Handoff
Your engineers own it after
What I do
A technical deep dive into how the work actually happens. Time on site with the people doing the job, mapping every step and every exception, then separating what is worth automating from what is not. Everything scored on measurable return: revenue, risk, and cost. The output is an operating map and a costed build plan, not a list of ideas.
Foundation models wired into real products: retrieval, agents, and evaluation you can trust in production.
Reliable pipelines that remove manual work and connect the tools your team already uses.
Detection, recognition, and visual understanding, from prototype to deployed inference.
Models trained, evaluated, and shipped to production with the plumbing to keep them healthy.
Interfaces that make AI usable; the last mile between a model and a person who trusts it.
An engineer's read on an AI roadmap, a codebase, or an acquisition. Clear, fast, honest.
How I work
I join your team, learn the product and the constraints, and find the highest-leverage place to start.
Shipping software in days, not decks in weeks, iterating in the open with the people who'll own it.
Clean code, documentation, and a team that understands the system so it keeps running without me.
Let's talk
Tell me what you're building. If it's a fit, we'll scope a first engagement, usually starting within a week.