A small British wholesale warehouse during an early morning operations review, photographed from behind two staff members beside a packing bench. They examine anonymised order printouts and a laptop s

What a UK AI readiness assessment should cover

9 min read

A useful AI readiness assessment examines a specific workflow, its data, permissions, people, costs and operating responsibilities. UK businesses should require evidence-backed recommendations and a bounded pilot brief before committing to licences or agent development.

Daniel Thomas
Written by Daniel Thomas

A UK AI readiness assessment should establish which business problem is worth tackling, whether the necessary data and permissions are usable, who will operate the system, and how success will be measured before spending starts. For a small or mid-sized business, the useful output is a costed decision with named owners and clear conditions for a pilot. Keep buying licences, building agents and improving the existing process as separate options.

Start with a business decision

For a UK small business, CTC recommends commissioning the assessment around a named workflow and a spending decision. “Should we fund a pilot that drafts responses to delivery enquiries?” gives the assessor something testable. “How can we become AI-ready?” leaves the scope open.

Record the current workload, handling time, error rate and escalation process using the company’s own evidence. Agree what would count as an improvement and who can verify it. Do not present a supplier’s projected time saving as an established benefit.

Keep the existing process in the comparison. A clearer form, better search, a software configuration change or conventional automation should remain eligible outcomes.

Consider a hypothetical UK wholesaler receiving delivery enquiries by email. The assessment should examine whether staff can reliably find order status, whether customer records are accessible to the right people and whether the proposed tool would draft an answer or actually change an order. Those are different projects with different acceptance conditions.

From workflow to AI investment decision
Assess evidence, ownership and control for a specific workflow before deciding whether to pilot, fix a dependency, choose a simpler approach or stop.

What the assessment should deliver

The following is CTC’s recommended acceptance specification. It translates the skills, data and infrastructure checks in the adoption planning guidance into documents a buyer can inspect.

Assessment areaEvidence to requestDecision it should support
Business caseWorkflow description, measured baseline, intended benefit and accountable sponsorWhether the problem justifies investment
Existing tools and processesCurrent subscriptions, configurations, manual work and alternative fixesWhether another purchase is necessary
Data readinessSample records, source owners, quality problems, update frequency and access restrictionsWhether the proposed output can be dependable
Technical fitRequired connections, identity arrangements, infrastructure and unresolved dependenciesWhether to buy, configure, build or defer
People and operationsAvailable skills, training needs, support owner and escalation arrangementsWhether the company can run the result
Security and authorityPermitted data, permitted actions, approval points and access-revocation procedureHow much authority a pilot should receive
Commercial scopeAssessment deliverables, implementation assumptions, recurring costs and exit workWhat the business would actually commit to
EvaluationRepresentative tasks, failure cases, acceptance thresholds and stop conditionsWhether a pilot earns further funding

Each finding should identify its evidence, owner and next action. “Data quality is amber” is insufficient without explaining which records are unreliable, which proposed use case depends on them and what remediation would cost.

A scorecard can help organise the findings. CTC’s recommendation is to treat unresolved permissions or missing operational ownership as explicit blockers rather than letting a favourable average score obscure them.

Map the workflow and its responsibilities

An assistant that drafts text for review and an agent authorised to update business records need different assessments. The distinction follows from the delegated authority described in agent governance guidance.

For the hypothetical wholesaler, a proposed pilot could retrieve order information and prepare a reply for a staff member to approve. Changing delivery instructions or issuing refunds would remain outside that pilot’s authority.

The assessment should describe that boundary in operational terms.

Part of the proposed workflowSuggested ownerEvidence required before a pilot
Receiving the enquiryCustomer service leadDefined enquiry types and exceptions
Retrieving order informationData owner and IT administratorApproved sources and tested access restrictions
Producing a draftTechnical owner and process ownerRepresentative examples and agreed quality checks
Approving an external responseCustomer service supervisorReview responsibility and escalation rules
Monitoring failures and costsService ownerLogs, spending controls and incident procedure
Suspending accessIT administratorTested way to disable the connection and resume manual work

These roles are proposed responsibilities, not a requirement to create separate jobs. A small company may assign several to one person, provided the person has the authority and time to fulfil them.

Ask the assessor to document where information travels, which account each connection uses and what happens when a dependency fails. Require a distinction between something demonstrated in a test and something merely proposed.

Check UK contracts and data handling

For a UK buyer, the assessment brief should request GBP quotations, explicit VAT treatment, support hours stated in UK time and clear responsibility for subcontracted work. Any requirement concerning storage location, overseas access or customer confidentiality should become a documented selection criterion.

Where a proposed use case involves employee records, customer information or consequential decisions about people, commission an appropriate review of the actual data flow and intended use. A supplier’s generic assurance statement should not close an unresolved question in the assessment.

The supplied evidence does not establish the legal requirements for a particular deployment. This is not legal advice; consult your legal counsel.

Separate the assessment fee from the implementation budget

Request separate estimates for diagnosis, remediation, a pilot and ongoing operation. Otherwise, a relatively small assessment fee can become the starting point for an undefined implementation commitment.

One published example illustrates the difference between stages. The AI Consultancy’s pricing page, supplied in the evidence retrieved on 28 September 2026, lists a Readiness Sprint from £3,500, Discovery and Pilot from £15,000, and Build and Embed from £40,000, all excluding VAT. These are that supplier’s starting fees for different scopes, not market averages, equivalent alternatives or a complete project total.

The readiness package describes a two-week engagement with a report and workshop. It explicitly excludes writing code and conducting procurement on the client’s behalf. Payment terms and stage gates are agreed before work begins.

For the subsequent business case, CTC recommends a cost model covering the following items.

Cost componentWhat to establish
AssessmentDepartments, interviews, sample review, workshops and final deliverables included
PreparationData correction, permissions work and process documentation
Software and usageRequired editions, seats, consumption charges, commitments and limits
ImplementationConfiguration, connections, testing and migration work
PeopleStaff participation, training, supervision and continuing administration
OperationsMonitoring, support, maintenance and incident handling
ExitData export, access removal, documentation and supplier handover

State the evaluation period and separate one-off costs from recurring charges. Treat any unpriced component as unresolved, rather than assuming it costs nothing.

Compare assessment routes before choosing a supplier

The available evidence supports a comparison of assessment approaches. It does not support a current feature or price ranking of Google, AWS, Microsoft, other application suppliers or open-source deployment options. Those choices should follow the workflow requirements and receive their own product-specific checks.

The following examples have different scopes and commercial bases.

Route and exampleWhat the supplied source establishesWhat the buyer still needs to establish
Vendor questionnaire through Microsoft AssessmentsA structured readiness questionnaire with personalised guidanceWho will validate answers against actual systems and consider alternatives outside the vendor’s ecosystem
Focused consultation from HeyBRBIts page advertises an assessment at £499 and describes workflow interviews and recommendationsVAT treatment, technical inspection depth and whether the scope covers the proposed agent’s permissions
Fixed-scope Readiness Sprint described aboveA report, data audit, stakeholder walkthrough and prioritised use cases, with implementation excludedWhether the stakeholder coverage and evidence review are sufficient for the business
Broader consultancy through Sopra Steria’s Digital Marketplace listingStakeholder consultation, process and architecture review, risk assessment and a roadmap; the listing displays £530 a unit a dayThe meaning of the billing unit, staffing, duration, VAT, contractual scope and applicable procurement route

The marketplace listing identifies G-Cloud 14. Its displayed rate should not be treated as a complete assessment price or a quotation available on identical terms to a private business.

For any assessor, request a sample deliverable with confidential information removed. Ask how recommendations are separated from subsequent implementation sales, whether referral arrangements exist and whether the report can support procurement from another supplier. Those are due-diligence questions, not allegations about the providers listed here.

Editorial analysis

CTC’s position is that readiness should be judged at workflow level. A business may be prepared to test an internal drafting assistant while lacking the permissions, supervision or recovery arrangements needed for an agent that changes customer records.

The strongest assessment therefore ends with a decision for each proposed use case. Proceed to a bounded pilot, repair a named dependency, select a simpler approach or stop. Each decision should have an owner, supporting evidence and a spending implication.

Before buying licences in volume, require a written pilot brief stating the approved users, data, actions, budget and acceptance conditions. Before increasing an agent’s authority, require evidence that its controls and recovery procedure work. A favourable presentation alone should not release the next budget.

Sources

The article uses the supplied source extracts retrieved on 28 September 2026. Prices and service descriptions should be reconfirmed before purchase; publication dates are not established for every page.

Data & Insights

Published starting fees for different AI project stages

One supplier’s published starting fees excluding VAT illustrate distinct assessment, pilot and build scopes, rather than comparable alternatives or a complete project total.

Published starting fees for different AI project stagesOne supplier’s published starting fees excluding VAT illustrate distinct assessment, pilot and build scopes, rather than comparable alternatives or a complete project total.£0.00£10,000.00£20,000.00£30,000.00£40,000.00Readiness SprintReadiness SprintDiscovery and PilotDiscovery and P…Build and EmbedBuild and EmbedReadiness Sprint, Starting fee excluding VAT: £3,500.00Discovery and Pilot, Starting fee excluding VAT: £15,000.00Build and Embed, Starting fee excluding VAT: £40,000.00
View the data
Published starting fees for different AI project stages
CategoryStarting fee excluding VAT
Readiness Sprint£3,500.00
Discovery and Pilot£15,000.00
Build and Embed£40,000.00
Source: The AI Consultancy pricing page, retrieved 28 September 2026

Frequently Asked Questions

Does a small business need an external AI readiness assessment?

CTC recommends starting with an internal review when the workflow is narrow and someone can inspect its data, costs and operating requirements. Bring in specialist help where the team cannot evaluate a material dependency, such as system connections, permissions or the proposed commercial arrangement. Define the unanswered question before commissioning the work.

Is a questionnaire enough to establish readiness?

A questionnaire can organise the discussion, but CTC would not treat its score as deployment approval. Microsoft’s assessment provides personalised guidance; the buyer should still require evidence that the answers reflect the intended workflow and actual systems.

Should we buy licences before the assessment finishes?

Avoid a broad commitment while the use case, required edition and success criteria remain unresolved. A limited purchase may be justified for a defined evaluation, with an approved budget and clear contractual terms. Check the specific supplier’s current terms before committing.

What extra work is needed before building agents?

Assess what the agent may read, decide and change, then assign ownership and a way to intervene. The agent governance guidance specifically addresses delegated authority, identity, access and monitoring. CTC recommends demonstrating approval boundaries and recovery before authorising consequential actions.

How should we judge an assessment quotation?

Compare the work included, the evidence inspected and the decisions the report will support. Ask whether data review, technical testing, staff workshops and implementation costing are included or excluded. Keep the assessment fee separate from the operating budget and any follow-on contract.

What should happen if the assessment recommends waiting?

Require a specific reason, a responsible owner and a condition for reconsideration. For example, the next step might be correcting source records, restricting access or assigning a service owner. Reassess when that condition changes rather than buying software to create momentum.