Harness engineering
in service of your business
AI accelerates code production, but without structure it creates debt, errors and vulnerabilities. The AI2H method structures your repository so agents and humans work together: guardrails, CI, expert review and proprietary internal tools.
×10 velocity · ×10 software quality · ×2 security
The AI2H method in numbers
Harness engineering turns AI's promise into measurable business performance
×2 security
Automated audits, access hardening, upstream vulnerability detection: our internal tools and cybersecurity expertise cut risk in half before it reaches production.
×10 software quality
Repository structure, systematic review, tests and mechanised invariants: every deliverable meets a professional standard that stays readable and maintainable over time.
×10 velocity
Bounded agents, optimised context, less rework: your team ships ten times faster without sacrificing reliability or accumulating invisible debt.
Harness engineering
Versioned rules, agent territories, feedback loops and human oversight: the harness that keeps machine autonomy from becoming chaos.
Our internal tools power the method
AI2H does not just advise: we industrialise harness engineering with a suite of proprietary tools and senior expertise.
Goditor
Automated security audit: vulnerabilities detected, PDF report generated and delivered in minutes.
Auto-assist
Static analysis of your codebase: technical debt detection and targeted automated fixes.
Lidless
Observability built for code agents: costs, latency, output quality and production behaviour.
Custom automations
API integrations, business workflows and scripts tailored to your stack to free your teams from repetitive tasks.
Tools built in-house, combined with our engineers' experience on modern stacks.
to measure, secure and accelerate every deliverable
With or without the AI2H method
Without harness engineering
- ✕Machine velocity without structure or review
- ✕Technical debt and vulnerabilities that accumulate
- ✕Agents that drift without guardrails
- ✕No visibility into real quality
With the AI2H method
- ✓×10 velocity through the agents + humans harness
- ✓×10 quality via review, tests and CI invariants
- ✓×2 security with audits and continuous hardening
- ✓Expert oversight and continuous improvement
Infrastructure aligned with your ROI
The AI2H method includes choosing and deploying on the most performant and cost-effective host for your context
Internalize your tool with AI2H
Compare your average SaaS license costs with a one-time investment to own your solution for life — the gain doesn't stop after year one
Cost per license
Number of licenses
Total monthly cost
A lifetime gain, not just for one year
First year
Savings from year one — and that's just the beginning
Every year, for life
No more license fees, every year, with no time limit
Total over 5 years
And this amount keeps growing every additional year
The AI2H method in 4 steps
From diagnosis to operational harness, a proven harness engineering process
Repository diagnosis
Harness design
Industrialisation
Continuous oversight
Frequently asked questions
Everything you need to know about the AI2H method and harness engineering
Have other questions?
Ready to deploy the AI2H method?
Let's discuss your stack and how harness engineering can multiply your velocity, quality and security
Want to go deeper on harness engineering?
Read our article on multi-agent harness engineering.