Thomas Howcroft
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Independent AI consulting / UK

AI consulting for small businesses.

I help small businesses choose where AI is useful, turn one recurring workflow into a working system and give the team clear operating rules. Start with the business problem: slow enquiry handling, repeated reporting, marketing preparation or a process with no clear owner.

Strategy and adoption Governed workflows and evaluation Up to three days a week
01
Strategy and adoption

Turn disconnected experiments into a prioritised operating roadmap.

02
Agentic workflows

Connect models, tools and business processes around a clearly owned outcome.

03
Evaluation and governance

Define what good looks like and stop unsupported outputs becoming business facts.

04
Private and local AI

Choose cloud or local processing around the information and risk involved.

A practical starting point

What can an AI consultant help a small business do?

Thomas Howcroft is an independent AI consultant working remotely with UK businesses. I help you compare opportunities, design and test a workflow, or support the people responsible for using it. The work starts with a defined process, a named owner and evidence of what needs to change.

If you need to choose where to start, use the AI readiness assessment. If you already have one recurring task in mind, explore the automation pilot. Training and fractional leadership support the team and the longer-term operating decisions. Human approval is required before anything is sent or published.

Ways to work together

Which engagement fits the problem?

Each engagement has a defined output, boundary and handover. The introductory conversation checks fit; detailed diagnosis and scoping are paid work.

001About two weeks

AI readiness assessment

The AI Opportunity and Risk Diagnostic reviews workflows, potential value, data access and failure cost. From £2,500 fixed fee.

Outputsworkflow map/opportunity and risk register/prioritised 90-day roadmap
002Two to three weeks

Governance and Evaluation Sprint

Review an existing pilot or live workflow, agree acceptance criteria and test the failures that matter to the business. Scope is agreed before work begins.

Outputsevaluation suite/failure map/operating controls and recommendation
003Four to eight weeks

AI automation pilot

The Governed Agentic Pilot takes one workflow through implementation, evaluation and handover. First pilots from £1,750 fixed fee, with 50 percent to book and 50 percent on working handover. Use the 16-question AI Pilot Checklist to examine the scope.

Outputsworking workflow/acceptance tests/documentation and handover
004One to three days a week

Fractional chief AI officer

The Fractional AI Systems Lead owns the agreed roadmap, important technical decisions, governance, delivery oversight and adoption. From £3,000 a month; responsibilities, duration and weekly days are scoped.

Outputsdefined decision ownership/weekly operating cadence/monthly evidence review
005Scoped programme

AI training for businesses

Leadership and Team AI Training is built around your real work and risks. From £1,250 per half-day session; total programme length is agreed to fit the work.

Outputstailored sessions/working rules/practical adoption plan
Selected evidence

What has Thomas Howcroft built and operated?

The portfolio includes internal systems, live applications, public websites and paper-only research. These are first-hand operating cases, not promises of client results. Each case states its evidence and limits.

001Internal operating system

A governed AI operating system across working businesses.

Connected tools support research, reporting, publishing, approvals and internal dashboards across active operations.

Read the full caseEvidenceworking interfaces/evaluation and incident loop/human approval for external actions
002Personal operating system

A private founder dashboard built around decisions.

Today, Briefing, Work, Brand, Health, Review and mobile approvals reduce noise without exposing personal records.

Read the full caseEvidencedesktop and mobile surfaces/honest stale states/exact approval packets
003Internal studio platform

Role-based operational visibility for a working studio.

An internal platform connects project truth, studio schedules, reviews and management decisions while restricting each view by role.

Read the full caseEvidencecontrolled project source/role-shaped views/automated privacy checks
004Cross-platform application

A private AI operating system across desktop, Android and wearable devices.

Role-shaped surfaces combine approvals, voice, native notifications, health sources, cross-device state and designed recovery.

Read the full caseEvidencesigned build/physical-device checks/recovery and deep-link proof
005Live product and growth OS

Overshove connects a working application to governed growth.

The live poker beta, public website, search estate, creative system and AI content operations share explicit quality and approval gates.

Read the full caseEvidencelive beta/offline-aware logging/search and publishing controls
Method

What is the delivery method?

The work moves from an owned business problem to a system the team can understand and operate.

01

Diagnosis

Define the workflow, decision, baseline, sponsor, evidence and failure cost.

02

Architecture

Set the data boundaries, tools, ownership, approval points and acceptance criteria.

03

Build and evaluate

Implement the smallest useful workflow and test it against known failures.

04

Handover and adoption

Document the operating rules, train the people involved and agree how evidence is reviewed.

Suitability

Is this the right fit for your business?

I work with founder-led and mid-market B2B, technology, professional-service and creative organisations.

A useful starting point: a recurring workflow or decision, a named sponsor, access to the people and data involved, and a willingness to test before scaling.

Clear boundaries: this practice covers scoped AI consulting, implementation, training and fractional leadership. It does not offer full-time employment, generic staff augmentation, pure model research or specialist ML engineering.

Creative production work belongs to XO3D. Technical SEO and AI-search visibility delivery runs through TomHow.

Practical questions

What should you know before starting?

Scope, responsibility and limits are agreed before work begins.

01Starting point

Do you advise or build?

Both. An engagement can stop at a diagnostic and roadmap or continue into a separately scoped workflow build. The pilot includes implementation, evaluation and handover. The scope states exactly what I own and what your team provides.

02Technology

Does a small business need AI for every automation?

No. A predictable step may need an ordinary rule or integration. AI is useful where information needs interpreting or a draft needs preparing, with checks appropriate to the task. I start with the process and the result, then choose the tools.

03Team

Can you work with our internal technical team?

Yes. I can work alongside an internal team or lead a defined workstream. Responsibilities, data access, approval points, acceptance criteria and handover are agreed before the build.

04Control

Do you automate external actions?

Drafting and preparation can be automated. My current standard requires human approval before anything is sent or published. Phone and video conversations with clients stay human. The scope makes responsibility for external actions clear.

05Information

How do you handle confidential information?

Data handling and system boundaries are agreed before work begins. Cloud services are used where appropriate, with local processing available where information needs to remain private. The choice depends on the information and risks involved.

06Availability

Are you available full time?

No. I take remote UK projects and part-time contracts for up to three days a week. Fractional AI Systems Lead work runs at one to three days a week, with defined responsibilities, a weekly operating cadence and a monthly evidence review.

07Evidence

Can you guarantee ROI, rankings or AI citations?

No. I define measurable objectives, report the available evidence and state its limits. We agree acceptance criteria and test the failures that matter to the business. A workload estimate without a recorded baseline is not presented as a measured saving.

Read before you decide

Need to work through the decision first?

Discuss a project

How do you start an AI consulting project?

I review every brief myself. If the fit is right, I will suggest a short introductory call. If it is not, I will say so.