AI that saves real hours and enables real capabilities.
Not AI for marketing. AI that makes your product do things it genuinely couldn't do before — whether that's intelligent document processing, automated workflows, or conversational features that work reliably in production.
Everything in scope
- LLM API integrations
- AI agent development
- Workflow automation
- RAG pipelines
- Custom chatbots & assistants
Who this is for
- SaaS products adding intelligent features
- Businesses with repetitive document or data processing
- Products wanting conversational AI that works reliably
- Teams who want AI automation built the right way
The process
Use Case Scoping
We identify which specific problem AI actually solves and what success looks like before any code.
Model Selection
Right model for the task. Claude for reasoning and language, GPT-4 for code, Gemini for multimodal. Not always the most expensive one.
Prompt Engineering
Systematic prompt development and testing against real edge cases before integration.
Integration
API integration with cost controls, error handling, fallbacks, and streaming where needed.
Monitoring
Token usage tracking, quality monitoring, and an easy path to swap models as the landscape evolves.
Tools I use for this service
Common questions
Which AI models do you work with?
Primarily OpenAI (GPT-4o, o1), Anthropic (Claude 3.5, Claude 4), and Google (Gemini 2.0). I pick based on the task, cost requirements, and latency needs.
Can you build AI agents?
Yes. I build single-task agents, multi-step agentic workflows using LangGraph, and RAG systems for giving AI access to your own data.
How do you control AI costs?
Token budgeting, caching deterministic responses, right-sizing the model to the task, and per-user usage limits. AI features can be expensive if not designed carefully.
What if the AI gives wrong answers?
Hallucination is a known problem. I build with human-in-the-loop checkpoints, confidence scoring, and clear UX that sets user expectations.
Ready to get started?
Book a free 30-minute call. We'll talk through your project and I'll tell you exactly what I can do and what it will cost.
Book a Free Discovery Call