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SignalFormation

Make AI earn its keep.

SignalFormation helps established SMEs assess existing AI expenditure, identify what is blocking adoption and turn viable initiatives into measurable operational improvements.

The problem

AI activity is not the same as business value.

Licence usage, prompts submitted and employees trained are activity measures. They do not show whether AI has reduced cost, released usable capacity, improved conversion, increased gross profit or lowered operational risk.

The useful question is not whether people are using AI. It is whether each initiative should be stopped, repaired, consolidated or expanded, and what evidence supports that decision.

Approach

Start with the spend already committed.

01 · Review

AI Value Recovery Review

7–10 working days
From £2,500

SignalFormation inventories current tools, projects and costs, then examines up to three important workflows with the people who use and own them.

The review tests whether adoption, data, process design and operating ownership support a credible return. It also separates theoretical time savings from value the business can actually realise.

Existing expenditure

Licences, pilots, implementation fees, internal time and operating costs.

Workflow reality

What remains manual, where outputs need checking and where rework appears.

Adoption and ownership

Who uses the system, who owns the result and what blocks consistent use.

Operational value

Changes to capacity, cost, conversion, quality, margin or risk.

Included

  • Up to five stakeholder interviews
  • Three workflow assessments
  • Expenditure and ownership map

Delivered

  • Decision record for each initiative
  • Prioritised 90-day action plan
  • Executive findings session

02 · Remediate

Focused Remediation Sprint

4–8 weeks · Typically £6,000–£12,000

Where the review identifies a credible opportunity, SignalFormation improves one tightly defined workflow and measures the result against an agreed operational baseline.

Oversee

Independent Oversight

SignalFormation can challenge vendors, track benefits and report to leadership without replacing the existing IT provider or implementation partner.

The output

Decisions, not a decorative strategy deck.

Every initiative ends with a decision record that connects the evidence reviewed to a clear recommendation and a named next action.

Time saved is not presented as financial value unless that capacity can be redeployed, cost can be removed or revenue-producing work can increase.

Decision record

Included for each initiative
Initiative
Current purpose, cost, owner and renewal point.
Evidence
Usage data, workflow observation, stakeholder accounts and financial assumptions.
Decision
Stop, repair, consolidate or expand.
Next 90 days
Named owner, baseline measure, first action and decision checkpoint.

Who it is for

You have already spent money on AI.

This is not an introductory AI workshop. It is for leadership teams that have committed budget and now need evidence, prioritisation and a credible route forward.

A strong fit

  • You have already bought AI software, licences or implementation support.
  • Adoption is inconsistent or concentrated among a few employees.
  • Leadership cannot clearly quantify the return.
  • Several tools overlap or are disconnected from core workflows.
  • A decision is approaching on renewal, expansion or further investment.
  • The business has roughly 30–250 employees and operates primarily through digital workflows.

Probably not a fit

  • You are only looking for a general introduction to AI.
  • No budget has yet been committed.
  • You want speculative use cases without operational ownership.
  • You primarily need a large custom software development team.
  • You need an immediate company-wide transformation programme.
Luke Strugnell O'Donnell smiling beside a deer
Luke, with an unusually attentive stakeholder.

The person behind the work

Luke Strugnell O'Donnell

Luke was the first employee at KnownOrigin, an online marketplace acquired by eBay in 2022.

He spent the following three years at eBay, helping integrate KnownOrigin into the wider business. His background combines software engineering, product delivery and the experience of working in both an early-stage company and a global organisation.

That range helps SignalFormation work at both levels an AI review requires: enough technical detail to test whether an initiative is viable, and enough commercial focus to ask whether it should be funded at all.

Hands-on technical background

A software engineering background supports informed questions about data quality, integrations, workflow design and implementation estimates, without treating vendor claims as fact.

Product and operational thinking

Experience building and integrating a live marketplace keeps attention on users, ownership, adoption, support and measurable outcomes rather than feature lists.

Direct involvement

Luke leads the interviews, workflow review, analysis and recommendations. SignalFormation does not sell software or pass the work to a junior delivery team.

Specialists when needed

Technical specialists join only where the evidence justifies implementation. Scope and commercial relationships are made explicit first.

FAQ

Questions that usually come up.

Is this an AI strategy engagement?

No. The initial review starts with expenditure and initiatives already underway. It produces evidence-based decisions and a 90-day action plan rather than a broad future-state strategy.

Does SignalFormation implement the recommendations?

SignalFormation can deliver one focused remediation sprint or oversee an existing implementation partner. Larger technical work may be referred to or delivered with a specialist.

Can the review be delivered remotely?

Yes. Interviews, workflow demonstrations, document review and findings sessions are designed for remote delivery, with working hours agreed before the engagement starts.

What access does SignalFormation need?

Typically, access to relevant stakeholders, current tool and project costs, selected usage information, existing documentation and screen-shared demonstrations of the workflows being assessed.

How is sensitive information handled?

Access is limited to what the agreed scope requires. Confidentiality terms, data-handling expectations and any restrictions on systems or documents are agreed before the review starts.

How much does the review cost?

The initial fixed-scope review starts from £2,500. Final pricing depends on the number of workflows, systems and stakeholders involved.

How long does it take?

Most reviews are completed within 7–10 working days once the required access and interviews are available.

Does SignalFormation replace the existing IT provider?

No. SignalFormation can work independently alongside existing providers. The purpose is to improve prioritisation, accountability and measurement rather than create unnecessary channel conflict.

What makes the advice independent?

SignalFormation receives no software commission and has no licence quota. Recommendations follow the evidence, including when the right decision is to stop spending.

What kinds of businesses are the best fit?

Established service businesses with roughly 30–250 employees, digital workflows and existing AI expenditure are generally the strongest fit.

Bring the awkward AI question.

A 30-minute discussion is usually enough to establish whether an independent review would produce a useful decision.

No sales deck. No speculative transformation programme. SignalFormation will establish whether there is a sufficiently valuable problem to examine.

Start with a conversation

Or email luke@signalformation.com