Your business runs on expertise. We make
AI multiply it.
We build AI systems that turn your data, your expertise and your customer relationships into capabilities and products that competitors can't replicate.
AI is everywhere.
Clarity isn't.
You know AI matters. But between the hype and the vendor pitches, three things keep getting in the way.
Every department has a wishlist. Every vendor has a pitch. None of it adds up to a roadmap and the longer you stall, the more it feels like everyone else has figured this out except you.
The use case and ROI is clear. Every engineer who could build it is already buried in the roadmap you have and watching the right project rot on a backlog while competitors ship is its own kind of failure.
Your team is world-class at what your business actually does. None of it is AI engineering and the gap between what you need to know and what you can hire for is getting wider, not smaller.
Elliott Prince
Managing Director, Co-Founder
Ali Nadian
Technical Director, Co-Founder"A decade of production AI taught us what works. We bring that to every project."
We've watched smart teams get stuck in exactly this place.
We've been in rooms where the wishlist won't become a roadmap, the obvious build can't get an engineer assigned, and you're being asked for expertise nobody was hired to have. None of this is failure; it's the cost of running a business while AI sells faster than anyone can absorb it.
You need someone who's done this often enough to compress the wishlist into a roadmap, ship what your team would otherwise shelve, and bring the expertise rather than ask you to hire it.
We've spent a decade on production AI across industrial, ad-tech, property tech, and brand marketing, refining one method the hard way and engineering it with The Science of AI™.
Businesses we've worked with
Three steps to AI in your business.
Get your Free AI Strategy.
5 minutes, 8 questions. A tailored shortlist of the highest-impact AI builds for your business.
Choose and sequence.
We map each opportunity to one of five build types and order them so quick wins fund deeper work.
We build and run them.
One team from first sprint to live systems. Maintained for as long as you keep us around.
Rather speak to a human? Book a discovery call
Every business is climbing this ladder. The only question is how fast.
Your competitors started climbing this ladder before you opened this page. The ones at L3 are recovering margin you've already given up. The ones at L4 have built capabilities you can't copy without rebuilding from scratch. The ones at L5 are writing the rules of your industry's next decade.
Starting from scratch
Your business hasn't started using AI in any structured way. A valid starting point, and it means there's a clear path ahead with quick wins available.
Knowledge on demand
AI searches, summarises and surfaces knowledge from your internal documents, policies and datasets. Typically delivered through RAG systems that connect language models to your existing information.
One task at a time
At least one discrete task within a workflow is performed by an AI-enabled system. A human still owns the process end to end, but repetitive steps are handled by AI.
Humans review, AI executes
The majority of steps in a process are performed by AI-enabled systems working together. Human involvement shifts from doing the work to reviewing outputs and handling exceptions.
Designed around AI
The process was designed from the ground up to be completed by AI agents. Rather than retrofitting AI into existing workflows, the entire operation is architected around what AI does best.
Products that didn't exist before
AI enables entirely new products, services or revenue streams that were not possible before. The business creates value that could not exist without AI at its core.
AI Readiness Assessment
Not sure where you sit on the ladder?
Four ways AI creates
real value in your business.
AI can do a hundred things. Most of them won't move a number on your P&L. These four will. The work is knowing which one fits your business right now.
Innovate New Products & Services
Turn your expertise into software. AI makes it possible to package your domain knowledge into a product your existing customers would pay for monthly.
Leverage Your Existing Data
Predict something that matters. Turn years of transactions, behaviour, and operational data into forecasts your team can act on.
Automate Value Streams & Workflows
Put agents to work. Autonomous systems that manage multi-step workflows end to end — processing, triaging, chasing, reporting — so your team focuses on what matters.
Derive Value from New Data Sources
Access what you couldn't see before. Regulatory filings, market signals, competitor pricing, environmental data — captured and acted on at scale.
Builds we've delivered.
See our most recent case studies below or view them all to see our work across ad tech, industrial, property tech, and SaaS.
From AI-curious to AI-delivering.
| Before Ferrous Labs | After Ferrous Labs |
|---|---|
| Scattered AI ideas. Vendor pitches. Pilots that don't ship. | A documented strategy your team trusts and a build commissioned within 90 days. |
| An ML hire that's been open 90+ days with no candidate at your price. | The capability delivered — running in your stack, called by your engineers, maintained by us. |
| Senior people buried in repeat work; competitors moving faster. | Hours back in your team's week. Margin recovered. Time spent where it matters. |
Three steps.
Start with one.
Get your Free AI Strategy in 5 minutes — or talk to a co-founder. Whichever fits where you are.