AI Development Services
We build software products.
AI is how they work, and how we build them.
GTC is a product engineering team. We help founders, CTOs, and product leaders build AI into real products, and we use AI in our own workflow to ship faster. Not research. Not hype. Software that works in production.
What we actually do
Most companies don't need an AI lab. They need a product with AI in it that works.
That’s what we build. We take existing AI, language models, vision, automation, and engineer it into your product as a real feature. Search that understands intent. Assistants that know your data. Workflows that handle the repetitive decisions. Features that make the product genuinely better, not features bolted on to look current.
We’ve done this across real estate, healthcare, education, and enterprise software. Real products. Real users. Running in production.
We’re clear about what we are and aren’t. We don’t train custom models. We don’t run ML research. We build software products where AI is a core feature, and we’re good at it because we’ve shipped production software for over a decade.
How AI fits into how we build
We use AI in our own engineering every day.
Here’s something most agencies won’t say plainly: we use AI in our own engineering every day.
Code generation. Automated testing. Debugging. Documentation. Architecture exploration. Our engineers use AI to remove the repetitive work so they can focus on the hard product decisions that actually need judgment.
The result is straightforward. More shipped per sprint. Better test coverage. Faster iteration when the product needs to change direction.
We don’t oversell what AI does. It doesn’t replace engineering judgment. It removes friction. That’s the honest version, and it’s also the version that makes us faster than teams who don’t work this way.
Our AI services
Different products need different things.
Here’s the full range, and where to go for each.
Build AI into a product
AI Integration Services
Add AI features to a product you already have. LLM APIs, RAG systems, intelligent search, document automation, built to work in production.
AI-First Product Development
Build a new product where AI is a core feature from day one. Designed in from the start, not layered on later.
Generative AI Development
The full picture of generative AI: content, code, document, and image generation. Start here if you’re not sure which specific service you need.
Conversational and autonomous AI
AI Chatbot Development
Custom chatbots connected to your data and your systems, with a real plan for what happens when they don’t know the answer.
AI Agent Development
AI agents that execute specific tasks, with clear decision boundaries and human escalation designed in.
Agentic AI Development
Multi-agent systems that coordinate to run entire workflows end to end, not just single tasks.
Foundations and advice
LLM Development Services
Production applications built on GPT, Claude, and Gemini. RAG, prompt engineering, evaluation. The engineering that makes an LLM reliable.
AI Consulting Services
Not sure where AI fits yet? We help you figure out what to build, then build it with the same team. Advice that leads to execution, not slide decks.
AI Engineers
Add experienced AI engineers to your team, embedded and accountable, not a rotating vendor bench.
Automate the work
Business Process Automation
Automate whole processes end to end, not just isolated steps. Orchestration across your systems, people, and decision points.
Robotic Process Automation
RPA where it genuinely fits: rule-based tasks on systems without APIs. And honest advice on where integration serves you better.
Where we've built
AI features and products across industries where the details matter.
Real estate and proptech.
Property search, document extraction for transactions, lead scoring, investor tools. We understand the data complexity here.
Healthcare.
Intake and triage, clinical document summarization, patient assistants. Built with data privacy as a starting constraint.
Education.
Content generation, adaptive feedback, administrative automation. From early-stage edtech to institutional platforms.
Enterprise SaaS.
AI copilots, internal knowledge tools, intelligent routing, automated reporting. Built for reliability and long-term maintenance.
Marketplace.
Smart search, automated categorization, intelligent matching for two-sided platforms.
What makes us different
Product engineers who build AI into real products.
We're product engineers, not an AI lab.
Knowing which model is most capable doesn’t help you build the integration, handle the failure cases, or keep the codebase maintainable. That’s engineering. It’s what we do.
The same engineers stay on your product.
No rotating developers. No handoff to a project manager relaying messages. The people who start on your product build context and make better decisions over time.
We use AI in our own workflow.
We believe in it enough to run our own engineering on it. You get a team that’s already proven the approach on themselves.
We tell you the truth about scope.
If you need less than you think, we’ll say so. If AI isn’t the right answer for part of the problem, we’ll say that too. If your use case needs custom model training, we’ll tell you honestly that it’s not what we do and point you to who does.
"We had an AI product idea and six weeks of runway to validate it. GTC scoped it correctly, built it cleanly, and we were in front of real users in five weeks. The AI actually worked. That was the part I was most worried about."
"They built AI into the product architecture from week one, not as a layer we added at the end. The difference is visible in how the product performs. It's not an AI feature — AI is how the product works."
Tell us what you're building.
Tell us what
you're building.
If you have a product that needs AI, or an AI idea you’re not sure how to make real, tell us about it. We’ll walk through what makes sense, what doesn’t, and where to start.
You’ll talk to a product engineer, not a sales rep.
No pitch. No proposal until we understand what you’re building.