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AI Integration

Add AI to your product the right way

Skip the hype. We build AI features that actually work in production — reliable, cost-effective, and useful.

Starting at $3,000 · Depends on complexity and integration scope

What's Included

AI use case assessment and feasibility analysis
LLM integration and prompt engineering
Embedding and retrieval systems (RAG)
Custom model fine-tuning when needed
API design for AI features
Cost optimization and monitoring

Timeline

2–4 weeks depending on scope

Our Process

01

Assessment

I evaluate your use case, data, and existing systems. Not everything needs AI — I'll tell you if a simpler solution fits better.

02

Prototype

Quick proof of concept to validate the approach before committing to full development.

03

Build

Production integration with proper error handling, fallbacks, cost controls, and monitoring.

04

Optimize

Performance tuning, cost optimization, and documentation for your team.

Ideal For

  • Products that need intelligent search or recommendations
  • Teams automating manual processes with AI
  • SaaS companies adding AI features to stay competitive
  • Businesses with data they want to make actionable

Tech Stack

OpenAIAnthropic ClaudePythonTypeScriptPostgreSQLPineconeLangChain

Frequently Asked Questions

Do I need our own data to use AI?

Not always. Many AI features work with general-purpose models. If your use case benefits from custom data, we can set up fine-tuning or RAG pipelines.

How do you handle AI costs?

I build with cost awareness from the start. That includes caching, model selection, prompt optimization, and usage monitoring. I'll give you clear cost projections before building.

What if the AI makes mistakes?

All AI systems make mistakes. I build with proper fallbacks, confidence thresholds, and human-in-the-loop options where needed. Reliability is the whole point.

Can you integrate with our existing product?

Yes. Most of my AI work is integrating into existing products via APIs. We work with your existing stack and deploy alongside your current infrastructure.

Ready to get started?

Tell us about your project. We'll get back to you within 24 hours.

No polished spec required. Early ideas welcome.