Matin Labkhandagh

Services

AI engineering services

Contract AI engineering for startups and AI teams: agents, LangGraph, MCP, RAG and GraphRAG, LLM evaluation, automation, audits and prototype-to-production.

Three fixed-scope engagements

Every service below is delivered as one of these. Scope, timeline and price are agreed in writing before work starts.

  • AI / LLM Technical Audit

    5 working days · Starting at $400

    A technical audit for an existing AI feature that is unreliable, expensive, slow, or difficult to evaluate.

  • AI Agent Engineering Sprint

    7–10 working days · Starting at $1,200

    A fixed-scope engineering sprint for teams whose AI agent or RAG prototype needs to become more reliable and production-ready.

  • Prototype → Production AI Sprint

    3–4 weeks · Starting at $2,500

    Take an existing AI prototype toward production with architecture, orchestration, evaluation, observability, cost controls, security, and deployment.

Service areas

  • AI agent development

    AI agent development

    Hire an AI agent developer for production work: LangGraph orchestration, hardened tool calling, MCP and RAG integration, tests and Docker, fixed-scope sprint.

  • LangGraph development

    LangGraph development

    LangGraph developer for production agent workflows: typed state, checkpointing, human-in-the-loop interrupts, supervisor graphs and tests, fixed-scope sprint.

  • MCP development

    MCP development

    MCP server development for SaaS and AI teams: expose your product to agents with OAuth, per-tool consent, a tool-call ledger and tests in a fixed-scope sprint.

  • RAG development

    RAG development for production systems

    RAG development by Matin Labkhandagh for CTOs and AI teams: retrieval diagnosis, reranking, grounding filters and a RAGAS harness, as a fixed-scope sprint.

  • GraphRAG development

    GraphRAG development on Neo4j

    GraphRAG development by Matin Labkhandagh: Neo4j graph schema, hybrid graph plus vector retrieval, reranking and RAGAS evaluation for multi-hop questions.

  • LLM evaluation

    LLM evaluation engineering

    LLM evaluation engineering by Matin Labkhandagh for RAG and agent teams: golden sets, RAGAS, claim-level LLM-as-a-Judge, agent trajectory checks and CI gates.

  • AI automation development

    AI automation development

    AI workflow automation by Matin Labkhandagh: MCP servers and LangGraph that let an AI operator run admin, marketing, SMS and reporting workflows safely.

  • AI technical audit

    AI / LLM technical audit

    AI / LLM technical audit in 5 working days, starting at $400: architecture, RAG, tool calling, prompts, hallucination, latency, token cost and a roadmap.

  • AI prototype to production

    Prototype to production AI sprint

    A 3–4 week sprint, starting at $2,500, that takes an AI prototype to production: orchestration, evaluation, observability, cost controls, security, deployment.