AI consulting

Production AI agents, connected to your real systems

Custom agents built by two senior engineers who know both LLMs and production systems.

FROM OUR OWN WORK

Related things we’ve built.

Differential AI Lab (difflab.ai) — our four-person applied AI research and consulting lab focused on agentic boundary enforcement, compliance, and AI software factories.
claude-guardrails & prompt-bonk — AST-based Rust pre-tool security guardrails (validated on 154K real agent decisions) and sub-millisecond prompt injection scanning.
agent-babel & ai-agent-toolbox — self-hosted agent message bridge with authenticated MCP, explicit approval, and tool-use primitives.
getaiceo.com — AI-powered executive decision-making for SMBs and startups, and a Backdrop Build V4, V5 & V6 finalist.

THE WORK

Connecting AI agents to existing systems requires deep technical expertise

Keeping up with the latest LLM capabilities and best practices is a full-time job

Moving from demo to production-grade agents needs serious engineering

START WITH YOUR SITUATION

These are starting points for a conversation. We’ll agree the scope and timing around your project.

For Early-Stage Startups

Typical Timeline: 4-8 weeks

For Funded Startups

Typical Timeline: 8-12 weeks

For Teams with Existing Products

Typical Timeline: 12+ weeks

TOOLS FOR THE TASK

The problem decides the approach. These are some of the tools we reach for in this kind of work.

LET’S TALK

Email a few lines about what you’re building, what you’d like to improve, or where you’re stuck. Martyn or Mikkel will reply personally.

Or reach a founder directly: Martyn Garcia · Mikkel Garcia