Ship AI that actually works inside your business.
GTECH Labs embeds forward-deployed engineers with your team to design, build, and operate AI agents, automation, and modern IT systems — from prototype to production. Two decades in IT consulting, retooled for the agent era.
Two practices, one team.
Our AI-native practice ships agents and automation. Our IT practice keeps the foundation strong. They share the same engineers — so what we build is grounded in how your business actually runs.
Forward-Deployed AI Engineers
Senior engineers embed with your team for 4–12 weeks. We learn the workflow, build the agent, and hand off something your team owns.
embedded · senior · outcome-drivenCustom Agent Systems
Production-grade agents built on Claude, GPT, and open models. Tool use, retrieval, evals, guardrails, and human-in-the-loop where it matters.
claude · openai · langgraph · mcpAI-Native Modernization
Retrofit legacy systems with AI surfaces — copilot UX, semantic search, intelligent automation — without a year-long rewrite.
legacy → modern · pragmaticEvals & Observability
You can't ship what you can't measure. We build the eval harness, regression suite, and tracing so your AI stays trustworthy in production.
RAG & Knowledge Systems
Vector search, document pipelines, and grounded generation tuned to your domain — not a generic chatbot bolted onto a wiki.
AI Strategy & Governance
Where to start, what to buy vs. build, what risk looks like. Executive workshops and roadmaps you can actually execute.
IT Consulting & Strategy
System assessment, architecture, project management, compliance consulting, and contingency planning for IT leaders.
Application Development
Custom application development, system integration, data warehousing, and API/platform engineering.
Network, Security & Risk
Network design and management, security reviews, risk assessment, and ongoing infrastructure operations.
IT Staffing & Outsourcing
Vetted engineers and consultants for short engagements or long-term placements — the original GTECH service, still going strong.
Forward-deployed, not arms-length.
We don't write 80-page strategy decks. We sit next to your team, ship working software in weeks, and leave a system your engineers can run themselves.
Map the workflow
One week with your operators. We find the highest-leverage process and define what "shipped" means in numbers.
Working agent in 2 weeks
Behind a feature flag, used by a small group. Real data, real evals, no demoware.
Ship to production
Tracing, evals, guardrails, fallbacks. Owned by your team, observable from day one.
Your team owns it
Documentation, training, and a runbook. We stay on call as long as you want — and not a day longer.
Where we go deep.
We've shipped IT and AI work across regulated and operations-heavy industries — places where reliability matters more than the demo.
Work on the hard, hands-on AI problems.
We're hiring senior engineers who like sitting with customers, shipping real systems, and getting paid to learn the frontier. No ivory tower research, no PowerPoint factories.
Your partner in technology solutions — for the AI era.
From day one, GTECH has served clients with honesty, integrity, and the best technology we know how to deliver. We've grown by treating client relationships as long-term alliances — and by retooling the practice every time the technology changes underneath us. AI-native engineering is the latest chapter, not the whole story.
Honesty & integrity
We tell you what we'd do if we were in your seat — even when it costs us the engagement.
Outcomes over output
We measure ourselves by hours saved, dollars unlocked, and systems that ship — not slides delivered.
Long-term alliances
The best work compounds. Many of our clients have worked with us for a decade or more.
Tell us what you're trying to ship.
A short email is enough. We'll reply within one business day with a concrete next step — usually a 30-minute call to see if there's a fit.