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AI & Data

AI / ML Integration

We architect and deploy Retrieval-Augmented Generation pipelines and vector-database-backed semantic search solutions, fine-tuning LLMs and automating model ops for production.

What's included

Everything you need, end to end.

RAG pipelines with Weaviate, Pinecone or Qdrant

Vector embedding design & similarity search

Custom model fine-tuning (OpenAI, HF, Anthropic)

Prompt engineering & chain-of-thought workflows

MLOps CI/CD, monitoring & drift detection

LangChain / LlamaIndex agent development

Hosted inference & cost monitoring

Tech we use

Industry-leading tools, wired together properly.

Weaviate

Open-source vector database

Pinecone

Managed vector database

OpenAI API

GPT models and embeddings

Anthropic Claude

Constitutional AI models

LangChain

LLM application framework

LlamaIndex

Data framework for LLMs

Hugging Face

ML model hub and tools

How we work

A tight loop from problem to production.

01

Discovery

We analyze your requirements, constraints, and the bottlenecks worth fixing first.

02

Architecture

We design the system — data flow, topology, and model choices — before a line ships.

03

Build

Production-grade delivery in tight increments you can see, test, and steer.

04

Operate

We monitor, optimize, and keep costs falling long after launch day.

Related practices

Often deployed together.

Vertical AI Tools

We build focused AI tools for a single industry's repetitive work—where the moat isn't the model but the prompts, templates and edge cases that come from living inside the niche.

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Clay Data Enrichment

We build and run your Clay data-enrichment layer—turning raw company lists into verified, personalized outbound that books meetings, paired with n8n for the logic Clay can't handle.

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Edge Compute Development

We build millisecond-latency APIs and custom logic at the edge—Cloudflare Workers, Lambda@Edge, Deno Deploy—optimizing cache, security, and delivery.

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Ready to ship ai / ml integration?

Book a short call and we'll show you the shortest path to a working system.