AI Integration & Automation
Production-grade AI features, not demo-ware
A lot of "AI features" never make it past a demo because nobody accounted for cost at scale, failure modes, or what happens when the model is wrong. We build AI integrations the same way we build any production system — with monitoring, fallbacks, and a clear cost model from day one.
That covers LLM integrations (GPT-4, Claude, Gemini) for chat, document analysis, and NLP-powered search, as well as custom ML pipelines for prediction and forecasting tasks trained on your own data.
We're honest about where AI is and isn't the right tool — part of the engagement is a feasibility pass before we commit to an approach, so you're not paying to discover a simpler solution would have worked.
KEY BENEFITS
Feasibility-first
We validate the approach before you commit budget to a build.
Cost under control
Usage monitoring and rate limits are part of the build, not a surprise invoice later.
Graceful failure
Every AI feature ships with a fallback path for when the model gets it wrong.
DELIVERABLES
- AI feasibility & model selection
- API integration & prompt engineering
- Chatbot / automation workflow build
- Usage monitoring & cost dashboards
Ready to Talk AI Integration & Automation?
Tell us about your project — we'll respond within 24 hours with a tailored proposal.