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AI Case Studies

Real outcomes from UK organisations. £300K+ retained for a council, 43% operational cost reduction in manufacturing, £2.1M of new revenue identified for a regional law firm, 18 hrs/wk of admin time recovered for an NHS team - all with full governance applied from day one.

Client confidentiality and outcome verification

Client identities are anonymised under standing confidentiality agreements - you'll see organisation type, sector and size rather than a name. All financial outcomes, metrics and implementation detail are accurate. Underlying calculations behind the figures quoted below are available privately during engagement discussions.

Named client references are available for commercial discussions on request. Contact Simon Steggles at simon@ai-si.com.

£300K+

Saved for UK councils

43%

Average cost reduction

£2.1M

New revenue identified

18 hrs/wk

NHS admin time recovered

Zero

GDPR incidents across all delivered engagements

60%

Document review time reduction, legal sector

5

Sectors served

All financial outcomes documented on this page were confirmed by the client in writing. Named references and underlying calculation packs are available on request during engagement discussions.

Public Sector · Midlands council - Council £300K+ recovery
Public SectorMid-size metropolitan council, 1,500+ staffAnonymised

UK Council AI Case Study: £300K Budget Recovery and £480K of New Funding Identified

A UK metropolitan council was facing the return of £300K to central government because residents were not opting in to a benefit scheme they were entitled to. AI-Si.com reversed the enrolment logic, ran a full GDPR and bias audit, and identified £480K of additional funding the council had not been claiming.

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Related study:NHS Trust 18 hrs/wk recovered

Client identity anonymised at their request. Reference available on request.

£300K+

Budget retained

£480K

New funding identified

£780K+

Total value delivered

Manufacturing · West Midlands - Manufacturing 43% cost cut
ManufacturingFamily-owned manufacturing SME, ~70 staffAnonymised

Manufacturing AI Case Study UK: 43% Cost Reduction and £180K Annual Savings in 90 Days

A West Midlands manufacturing SME was being out-priced by automated competitors. Manual quality control and reordering were burning 40+ staff hours a week. We piloted AI computer vision on one production line, proved the numbers, then rolled it across the site - 43% cost reduction and £180K annual savings inside 90 days.

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Related study:Logistics 38% fuel cut, £140K saved

Client identity anonymised at their request. Reference available on request.

43%

Operating cost reduction

£180K

Annualised savings

60%

Faster cycle times

Legal · Professional Services - Law firm 60% faster, £2.1M
Legal ServicesRegional UK law firm, ~120 fee earnersAnonymised

Regional UK law firm: 60% faster document processing, £2.1M of new revenue identified

Senior fee-earner time was being lost to document review and client intake admin that could have been delegated, but governance worries kept blocking AI adoption. AI-Si.com delivered a governance framework first, then deployed document AI under it - 60% faster processing, onboarding cut from 5 days to 1, and £2.1M of new revenue identified through market analysis.

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Related study:IFA 70% faster compliance

Client identity anonymised at their request. Reference available on request.

60%

Faster document review

40%

Senior time freed

5d → 1d

Client onboarding

Healthcare · NHS Trust - NHS Trust 18 hrs/wk recovered
HealthcareNHS Trust admin team, ~25 staffAnonymised

NHS Trust AI Case Study: 18 Hours Per Week of Admin Capacity Recovered

An NHS Trust admin team was losing the equivalent of more than two full working days every week to manual, repetitive tasks that no one had redesigned since the systems they relied on had been introduced. AI-Si.com mapped the time-loss, redesigned the processes in plain English the team could follow without technical training, and recovered 18 hours a week of capacity that was redirected into patient-facing support.

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Related study:Council £300K+ recovery

Client identity anonymised at their request. Reference available on request.

18 hrs/wk

Admin time recovered

6

Time-consuming process categories redesigned

~40%

Admin time redirected to patient support

Financial Services · IFA Practice - IFA 70% faster compliance
Financial ServicesRegional IFA practice, ~35 advisersAnonymised

Regional IFA practice: 70% faster compliance reporting and 55% more annual-review capacity

A regional UK IFA practice was losing adviser time to manual suitability reports, compliance documentation and annual-review prep - work that had to be right every time but did not require an adviser's judgement to produce. AI-Si.com rebuilt the process inside the firm's existing systems, cut compliance report preparation time 70%, freed enough capacity to serve 55% more annual reviews, and delivered the firm's cleanest FCA audit result in six years.

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Related study:Law firm 60% faster, £2.1M

Client identity anonymised at their request. Reference available on request.

−70%

Compliance report prep time

+55%

Annual-review capacity

3 weeks → 4 days

Audit prep duration

Logistics & Distribution · East Midlands - Logistics 38% fuel cut, £140K saved
Logistics & DistributionOwner-managed logistics SME, ~45 staff, 18 vehiclesAnonymised

UK Logistics SME: 38% Fuel Cost Reduction and £140K Annual Savings in 12 Weeks

An East Midlands logistics SME was haemorrhaging margin to rising diesel costs and inefficient routing - drivers were covering 20% more miles than the optimal route because schedules were still built in spreadsheets. AI-driven route optimisation and short-horizon demand forecasting cut fuel costs 38%, delivered £140K of annualised savings, and recovered 15 driver-hours a week inside 12 weeks.

Read the full case study
Related study:Manufacturing 43% cost cut

Client identity anonymised at their request. Reference available on request.

38%

Fuel cost reduction

£140K

Annualised savings

19%

Fleet mileage reduction

Case study questions

Standing client confidentiality agreements mean case studies are anonymised - you'll see organisation type, sector and size rather than a name. Financial outcomes and implementation detail are accurate. References from named clients are available privately during engagement discussions.

Quick wins typically land within 30–90 days through process automation. Strategic implementations show measurable ROI within 3–6 months. The full transformation benefit - culture change and new revenue - usually materialises over 12–18 months.

Yes. AI benefits scale to organisation size, and smaller organisations often see faster implementation and higher percentage efficiency gains. The 43% manufacturing cost reduction, the £300K council recovery, and the 18 hrs/wk reclaimed for an NHS Trust were all delivered inside organisations under 1,500 staff.

UK GDPR compliance, bias auditing, prompt-injection prevention, data-minimisation protocols and board-ready reporting are standard. Public-sector engagements add Freedom of Information defensibility and Public Sector Equality Duty review. Legal-sector engagements add SRA-aligned acceptable-use policies.

References on request

Named client references available

All case studies are anonymised under standing confidentiality agreements. Named references required for procurement due diligence are available on request. Contact Simon Steggles at simon@ai-si.com.

Underlying calculation packs, signed governance documents, and supporting evidence are available as part of the AI-Si.com evidence pack on request.

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