An AI consultancy is a business that identifies where artificial intelligence would change your economics, proves that case against your own data before anyone commits to a build, and then builds and runs the result. Most businesses answering to that label do one of those three things. Knowing which you need is most of the choosing, and it is a question about your situation rather than about them.
Ask a room of directors what they want AI to do for them and you will hear two answers. Give everyone ChatGPT, and automate the tasks in the workflows we already have. Both are reasonable, both pay back, and both are the smallest version of the question. The costly mistake is hiring a capable supplier to deliver a brief that was never going to matter much, and then concluding that AI does not work for a business like yours.
This page collects everything we have written on AI consultancy for UK businesses: what a consultancy should do before it builds anything, how to read a roadmap, why pilots stall before production, and how to compare proposals fairly. The cost picture, in short: contract AI consultants in the UK have a median day rate of £575 (IT Jobs Watch, six months to October 2026), G-Cloud 14 rate cards run from about £580 to £2,240 a day, and our own AI Strategy Consulting engagement costs £2,000 to £10,000 per function over four to eight weeks. The articles below go deeper on each question; the FAQ at the end gives the short answers.
Articles on AI consultancy
Every article in this category, newest first.
- AI Strategy Legacy Software Audit: What to Do FirstAI strategy consulting should start with a legacy software audit, not a tool shortlist. Here is what that means for specialist businesses and why it matters.October 2026
- AI Strategy and Roadmap Consultancy UK: SpecialistsAI strategy and roadmap consultancy UK: why generic roadmaps fail expert-led businesses, and how to find one built around your actual constraint.September 2026
- Legacy Software Is the Ceiling on Your AI ProductivityLegacy software quietly caps the productivity gains AI can deliver. How to tell whether it is your ceiling, and what to fix before committing budget.August 2026
- AI Consultancy for Mid-Market Businesses: What DiffersAn AI consultancy for mid-market businesses works differently from an enterprise one. The constraints that actually change, and what to demand as a result.August 2026
- What You Should Actually Get From an AI StrategyAn AI strategy engagement should end in a tested plan, not a slide deck. What a good one delivers, what it costs, and the traps that waste the budget.August 2026
- What Is an AI Transformation Studio and Do You Need One?An AI transformation studio designs, builds and runs AI systems end to end. What that means in practice, and how to tell whether your business needs one.August 2026
- Why AI Pilots Fail: 6 Reasons They Never Reach ProductionAround 95% of enterprise AI pilots deliver no measurable return. The six reasons pilots die before production — and what the successful 5% do differently.August 2026
- AI Readiness Assessment for Specialist BusinessesAn AI readiness assessment for a specialist UK business is not a technical audit — it is an adoption and governance test. Here is what to check before you spend anything.July 2026
- Best AI Opportunity for Your Business Right NowA practical framework for ranking AI opportunities and picking the right first project for your business, in under a week.April 2026
- Is Your Business Ready for AI? A Lean ApproachFind where you sit on the AI adoption curve and where AI would create the most value. The Lean AI Strategy Diagnostic gives you both answers in five minutes.April 2026
- Why UK SME AI Strategies Fail — and the FixMost UK SME AI strategies collapse before delivering value. Discover the real failure modes and a method-driven approach that actually works for your business.April 2026
Frequently asked questions
What does an AI consultancy actually do?
An AI consultancy identifies where AI would change your economics, proves that against your own data, and builds the resulting system. A strong one does all three in that order. Many do only one: strategy houses deliver roadmaps; agencies build to a specification; studios take the arc from first question to running software. Ask which you are talking to — the answer decides whether you leave with a document, a piece of code, or a system that is earning its keep.
How much does an AI consultancy cost in the UK?
Contract AI consultants advertised in the UK have a median day rate of £575 (IT Jobs Watch, six months to October 2026). Consultancies on the G-Cloud 14 framework publish day rates from about £580 for a practitioner to £2,240 for the most senior at a global brand. Ferrous Labs charges £2,000 to £10,000 per function for an AI Strategy Consulting engagement of four to eight weeks.
Do I need an AI consultancy or can we do it in-house?
If you have senior engineers with production machine learning experience and spare capacity, start in-house. Most businesses outside the technology sector have neither, and hiring for a first project is slower and dearer than partnering. A sensible middle path is a partner who proves the opportunity first, builds alongside your team and hands over cleanly.
How do I compare AI consultancies fairly?
Normalise the proposals to three numbers: time to first working software, total cost to that point, and what you own if you stop there. Comparing brochures rewards the best writer. Comparing time to evidence rewards the partner most likely to leave you with something running.
Which AI consultancies operate in the UK?
The market runs from independent contractors (median day rate £575, per IT Jobs Watch) through specialist studios to global strategy firms. Ferrous Labs is a London AI development company that uses The Science of AI™ — a structured method for identifying, proving and shipping AI — to take clients from first question to working software in four to twelve weeks. DSIT's 2024 survey found that 34% of medium UK businesses have already deployed AI, leaving the majority still weighing where to start; that is the decision point where an experienced consultancy adds most value.
Want the roadmap, costed, in four weeks?
AI Strategy Consulting finds where your operations lose time and money and hands you a costed business case for each fix: four to eight weeks, £2,000 to £10,000 per function.
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