AI consultancy for UK teams from engineers who also build
Most AI consultancy ends in a slide deck. Ours ends in a written recommendation with a real cost and timeline, because the consultants are the engineers who build it. UK work is contracted through EDGEFIRM, LTD and priced in pounds.
Engagement · Scope
EdgeFirm ships in 3 to 6 weeks. Fixed price.
What you get
- Consultants who write the code
- Recommendations with real build prices
- No-go calls in writing
- No vendor resale incentives
Why AI Consulting Has a Bad Name
The failure modes are predictable, and most start before any code is written:
01
Strategy Decks Nobody Can Build
Consultants who have never deployed a model produce roadmaps their own firm cannot deliver. The deck is impressive. The project dies in engineering.
02
Discovery That Never Ends
Months of workshops and interviews billed by the hour, producing requirements documents instead of working software.
03
Nobody Says No
Every use case gets a green light because saying no ends the engagement. Many troubled AI projects should have been stopped at scoping.
04
Technology Picked Before the Problem
Vendors recommend whatever they resell. The right answer is sometimes RAG, sometimes fine-tuning, sometimes a SQL query and no AI at all.
Enterprise AI Consulting EngagementsFour engagements we run, each scoped to end in a decision or a build:
1 · AI Strategy and Roadmap
From Use-Case List to Build Order
- Score your use cases by payback, data readiness, and risk
- Sequence a roadmap your team can deliver
- Define accuracy targets and success metrics before any build
- Grounded in patterns from projects we have built
2 · Build vs Buy vs Partner
The Decision Before the Budget
- Evaluate off-the-shelf tools against a custom build, with the numbers
- Total cost modeling, licensing versus ownership
- Vendor evaluation without resale incentives
- We recommend buying when buying is right
3 · Generative AI Consulting
LLMs Applied Where They Pay
- Model selection across GPT-4, Claude, Llama, and Mistral
- RAG versus fine-tuning versus prompt engineering, decided on your data
- Cost modeling and optimization for LLM workloads
- Security, privacy, and compliance review for generative AI use
4 · AI Project Rescue
When the First Attempt Stalled
- Audit of a stalled or underperforming AI project
- Root-cause findings on accuracy, data, and architecture
- A concrete fix-or-stop recommendation with cost to finish
- Re-architecture and delivery by the same team that audited
What EdgeFirm measuresset against your baseline in discovery
Every engagement is scoped to a fixed price and an outcome you can measure, not billable hours.
Timeline
3 to 6 weeks
to a defensible decision
Team
Engineers
the consultants also build the systems
Deliverable
1
written recommendation per engagement
THE EDGEFIRM DIFFERENCE
Unlike strategy consultancies:
- The consultants are the engineers
- Recommendations come with a fixed build price
- We say no to use cases that will fail
Unlike vendor consultants:
- No products to resell
- Model and tool choices on merit
- Buy recommendations when buying wins
Unlike hourly advisors:
- Fixed-scope engagements with deliverables
- Weeks, not quarters
- Every engagement ends in a decision
Common Questions About AI Consulting Services
Yes. UK clients contract with EDGEFIRM, LTD, our company registered with Companies House (number 15421996), and are invoiced in pounds sterling.
Transfers to our team in Pakistan are covered by the UK International Data Transfer Agreement and a transfer risk assessment. You can ask for a copy of the safeguard that applies to your data.
Four engagement types: AI strategy and roadmap (which use cases, in what order, at what cost), build versus buy evaluation, generative AI adoption (model selection, RAG versus fine-tuning, security review), and rescue of stalled AI projects. Every engagement is fixed-scope and ends in a written recommendation with evidence.
The consultants are the engineers. The people who assess your use cases are the same people who build AI systems, so every recommendation comes with a real cost, a real timeline, and optionally a fixed-price build quote. We have no products to resell, and we put no-go calls in writing when a use case will fail.
Yes, and it happens regularly. Many troubled AI projects should have been stopped at scoping: the data was not ready, the accuracy ceiling was too low, or a simpler tool already did the job. A no-build recommendation costs you a few weeks of consulting instead of a year of engineering.
Yes. Generative AI consulting covers model selection across GPT-4, Claude, Llama, and Mistral, the RAG versus fine-tuning versus prompt engineering decision made against your actual data, LLM cost modeling and optimization, and security and compliance review before anything customer-facing ships.
Engagements start from £15K at a fixed price and take 3 to 6 weeks depending on scope. If the recommendation is to build and you want us to build it, the consulting findings carry straight into a fixed-price delivery proposal with no re-discovery.
No. That's exactly what the AI Strategy and Roadmap engagement is for: scoring your use cases by payback, data readiness, and risk, and sequencing a build order. If you're not sure AI is the right answer at all, that's also a fit, we will tell you if a simpler tool or no build does the job.
The same team that ran the consulting engagement, if you want that. The findings carry straight into a fixed-price build quote with no re-discovery, because the people who evaluated your use case are the engineers who would deliver it. You're also free to take the written recommendation and build elsewhere. It's yours either way.
Yes, that's what AI Project Rescue covers. We audit the stalled or underperforming project, find the root cause in the data, architecture, or evaluation setup, and give you a fix-or-stop recommendation with a cost to finish. We don't need to have built the original system to assess it.
A fractional CTO or advisor is usually an ongoing, hourly relationship. Our consulting engagements are fixed-scope and end in a specific written decision within weeks, not an open-ended retainer. You get a result you can act on immediately, with no ongoing hourly clock.
Yes. AI strategy and roadmap is one of our four engagement types: which use cases to pursue, in what order, and at what cost. Like every engagement, it is fixed-scope and ends in a written recommendation with evidence. If you already know what to build, our AI implementation services and AI integration services take it into production.
Where Consulting Leads:
AI Implementation Services
Take a pilot or a plan into production and hand it over.
Custom LLM Applications
When the recommendation is a custom build, this is how we deliver it.
AI Integration Services
When the gap is connecting AI to your existing systems, not strategy.
Guide: Build vs Buy vs Partner
Our public decision framework, free before you ever talk to us.
Guide: Why Enterprise AI Projects Fail
The failure modes we screen for in every scoping engagement.
Working with EdgeFirm in the UK
UK clients contract with EDGEFIRM, LTD, our UK-registered company. The engineers who scope your project build it from our team in Karachi.
Contracting and price
EDGEFIRM, LTD, Companies House number 15421996. Projects start from £15K and are invoiced in pounds sterling. The price is fixed at signing, so exchange rates never change your total.
Data protection
UK GDPR applies. Transfers of personal data to our team in Pakistan are covered by the UK International Data Transfer Agreement (IDTA) and a transfer risk assessment. You can ask for a copy of the safeguard.
Time zones and calls
Karachi is 5 hours ahead of London (4 hours during British Summer Time), so your mornings overlap with our working day. The booking page shows call slots in your own time zone.
Recent work
Get AI live in months, not years.
Book a 30-minute strategy call with the founders who will write your code.
