Trades and home services A Midlands home-services business
Recovering missed enquiries for a home-services business
54 missed or after-hours enquiries captured in the first month
81% enquiries logged with complete job details before human review
ChallengeThe owner and engineers missed calls while on jobs. Enquiries arrived across voicemail, SMS, WhatsApp and email, with no single queue and no structured quote information.
What we builtA Voice AI and intake workflow that replies to missed calls, captures job type, postcode, urgency, photos and preferred appointment windows, then creates a structured lead record for review.
ResultThe business stopped losing high-intent enquiries while engineers were on site, and the owner received quote-ready job summaries instead of raw missed calls.
“We were not calling people back cold anymore. The system gave us the job context first.”Owner
Estate agents and lettings A London estate agency
Turning after-hours property enquiries into booked viewings
46 after-hours and weekend enquiries captured in the first month
78% viewing requests structured before negotiator review
ChallengeViewing enquiries arrived outside office hours and over weekends. Applicants often waited until Monday, by which point some had booked elsewhere.
What we builtA voice, email and web-form workflow that qualifies applicants, captures property interest, availability and affordability basics, then books or queues viewing requests in the CRM.
ResultNegotiators started each morning with qualified viewing requests, not a missed-call list and an inbox backlog.
“Weekend enquiries stopped disappearing into Monday morning.”Lettings Manager
Lettings and property management A South East lettings and property-management firm
Structured maintenance intake for a lettings firm
74% fewer incomplete maintenance tickets reaching staff
86% requests classified before property-manager review
ChallengeMaintenance emails were incomplete, with staff repeatedly asking tenants for photos, access details and urgency before a contractor could be instructed.
What we builtA maintenance intake agent that classifies the issue, asks missing questions, collects photos, checks urgency and routes the job to the right property manager or contractor.
ResultTenant requests became structured jobs, with cleaner contractor handover and far fewer repeated follow-up emails.
“The agent did the boring questions before the team picked it up.”Property Manager
Accountancy A Surrey accountancy practice
Removing repetitive client-chasing from an accountancy practice
85% fewer manual chaser emails drafted by staff
4 working days earlier visibility of missing documents before month end
ChallengeStaff spent recurring time chasing bank statements, payroll files, receipts and tax documents. The blocker list lived across inboxes and spreadsheets.
What we builtAn email and document-intake workflow that identifies missing files, drafts client reminders, files attachments, updates the tracker and flags incomplete submissions.
ResultClient chasing became systematic, and month-end blockers were visible early enough to act on them.
“It gave us the blocker list without someone rebuilding it every week.”Practice Manager
Bookkeeping A Manchester bookkeeping firm
Replacing manual invoice re-keying with an exception queue
84% less invoice and receipt re-keying
91% documents classified before bookkeeper review
ChallengeReceipts and invoices arrived through email, WhatsApp and shared folders, then had to be renamed, classified and entered by hand.
What we builtA document workflow that reads attachments, extracts supplier, date, amount, VAT and category, then pushes clean items forward and sends uncertain items to an exception queue.
ResultBookkeepers moved from typing and renaming everything to reviewing the exceptions that actually needed judgement.
“We moved from typing everything to checking the few things the system was not sure about.”Bookkeeping Lead
Recruitment A London recruitment agency
Giving recruiters their time back from coordination
68% less scheduling back-and-forth
9 hours recruiter admin removed per consultant per month
ChallengeRecruiters were spending too much time summarising CVs, coordinating availability and updating candidate status across email and CRM.
What we builtA candidate workflow that summarises CVs against role criteria, drafts screening notes, proposes interview slots and updates CRM fields for review.
ResultRecruiters spent more time speaking to candidates and clients, and less time coordinating diaries and rewriting the same notes.
“Consultants could start from the shortlist, not from the inbox.”Recruitment Director
Legal services A regional law firm
Structured matter intake for a law firm
72% fewer incomplete intake packs
90 minutes average time to first internal summary, down from 24 hours
ChallengeNew enquiries arrived with incomplete facts and inconsistent documents, delaying fee-earner review and file opening.
What we builtA matter-intake assistant that asks structured follow-up questions, collects documents, identifies matter type and prepares a first-pass summary for fee-earner review.
ResultFee-earners received cleaner intake packs while legal judgement stayed with the lawyer.
“The file arrived in a shape a lawyer could actually review.”Operations Partner
Regulated advice A UK mortgage and regulated advice firm
Compliant enquiry intake for a regulated advice firm
41 after-hours enquiries captured in the first month
96% enquiries logged with consent status and source
ChallengeThe firm needed faster enquiry capture but could not let an automated system give regulated advice or make suitability statements.
What we builtA voice and web intake workflow that collects basic facts, records consent, books adviser calls, avoids advice and logs every step for compliance review.
ResultMore enquiries were captured without crossing advice boundaries.
“It captured the enquiry without pretending to be the adviser.”Compliance Manager
Insurance A UK insurance broker
AI-assisted renewal follow-up for an insurance broker
88% renewals tracked without manual spreadsheet checking
45 days advance alert window for at-risk renewals
ChallengeRenewal reminders, missing documents and follow-up notes were checked manually across inboxes, spreadsheets and policy systems.
What we builtA renewal workflow that tracks upcoming renewals, drafts reminders, flags missing information and pauses for approval before client-facing messages go out.
ResultThe broker had a live renewal-risk view and stopped relying on manual spreadsheet checks to chase revenue.
“The team could see what was at risk without rebuilding the renewal tracker.”Broking Manager
Construction services A Yorkshire construction services firm
Faster quote generation for a construction firm
63% faster first quote draft
76% fewer quote requests returned for missing information
ChallengeQuote requests were slow because staff had to gather scope, site notes, pricing rules and photos before producing a draft proposal.
What we builtA quote workflow that collects scope information, checks for missing details, applies approved pricing logic and creates a first-draft quote for review.
ResultQuote turnaround improved materially, and fewer requests stalled because of missing information.
“It did the first pass, and our team still signed off the final number.”Commercial Director
Dental and healthcare A private dental practice
After-hours call handling for a dental practice
39 after-hours calls captured in the first month
74% eligible appointment requests structured before reception review
ChallengeThe practice missed appointment requests outside reception hours and needed a safe way to capture non-urgent enquiries without giving clinical advice.
What we builtA voice assistant that captures appointment intent, answers approved FAQs, books eligible slots and escalates urgent or sensitive calls.
ResultAfter-hours responsiveness improved without replacing reception or clinical judgement.
“Patients were acknowledged after hours, and the team still controlled the clinical decisions.”Practice Manager
Marketing and creative A Bristol creative agency
Automating project status for a creative agency
11 hours account-management admin removed per week
82% recurring project updates drafted automatically
ChallengeProject updates, client requests and deliverables were spread across email, Slack and spreadsheets, so account managers repeatedly rebuilt the same status view.
What we builtAn internal workflow that summarises client requests, updates project trackers, flags overdue tasks and drafts weekly client-status notes.
ResultAccount managers spent less time assembling status updates and more time managing client work.
“The status pack stopped being a Friday afternoon rebuild.”Client Services Director
Professional services A UK professional-services firm
Removing weekly re-keying from a services firm
78% less manual re-keying
100% system updates linked to a source record
ChallengeOperations staff copied the same information between email, spreadsheets, CRM and finance software every week.
What we builtA workflow that reads incoming forms and emails, extracts structured fields, updates systems and flags uncertain entries for review.
ResultThe operations team handled exceptions rather than acting as the copy-paste layer between systems.
“The team stopped moving the same fields between four places.”Operations Manager
Finance A UK SME finance team
AI-assisted month-end reporting for an SME finance team
4 working days earlier first draft management pack
18 hours finance admin removed per month
ChallengeMonth-end packs were assembled manually from exports, spreadsheets and commentary from department heads.
What we builtA reporting workflow that pulls approved inputs, identifies variances, drafts commentary and creates a review-ready management pack.
ResultFinance delivered the pack earlier, with less time spent on copy-paste preparation.
“We still review the pack, but we stopped assembling it by hand.”Finance Lead
Recruitment A UK staffing and recruiting firm
Cleaner CRM data without more recruiter admin
71% CRM updates drafted from email and call context
58% fewer stale next-step fields after the first month
ChallengeCRM data was incomplete because consultants did not consistently update notes, next steps and candidate status after calls and emails.
What we builtAn agent that summarises emails and calls, proposes CRM updates and creates follow-up tasks for consultant approval.
ResultPipeline visibility improved without asking consultants to spend more time on CRM admin.
“The CRM reflected the conversation without the consultant typing the whole story again.”Operations Lead
Legal services A UK legal services firm
Building matter chronologies from unstructured documents
80% documents classified before paralegal review
4 hours first chronology draft, down from roughly 2 days
ChallengeCase documents were being renamed, filed and summarised manually before a useful chronology could be created.
What we builtA document workflow that classifies documents, extracts dates, builds a chronology and flags missing evidence.
ResultMatter files became easier to review and chronology preparation moved from manual drafting to exception checking.
“The chronology was no longer a blank-page exercise.”Senior Associate
Short-let property A UK short-let property operator
Payout reconciliation, run unattended
94% payout lines auto-matched before review
0 manual hours spent on matched payout lines after go-live
ChallengeMarketplace payouts had to be manually matched against booking records, with discrepancies hard to spot until month end.
What we builtA reconciliation workflow that parses payout statements, matches them to the ledger and queues mismatches with the money at risk attached.
ResultThe team reviewed only exceptions rather than manually checking every payout line.
“We could finally see the exceptions instead of checking every transaction.”Finance Manager
Shared services A UK shared-services team
Shared-services inbox triage with an exception queue
69% fewer emails manually sorted
Under 2 hours average first-response target, down from next-day handling
ChallengeA shared inbox handled finance, HR, supplier and internal requests, but emails were manually sorted and urgent items were easy to miss.
What we builtAn inbox triage workflow that classifies messages, extracts request type, assigns priority, drafts responses and updates the team tracker.
ResultThe inbox became an operating queue with priorities, ownership and faster first response.
“The inbox became a queue we could manage, not a pile of emails.”Shared Services Manager
IT services An Oman-based IT services firm
Proposal drafting that stops blocking the sales cycle
24 hours first proposal draft, down from 5 working days
70% follow-up emails drafted automatically
ChallengeSales opportunities were delayed because proposal drafts, scope notes and follow-up emails were handled manually after discovery calls.
What we builtA proposal workflow that converts discovery notes into proposal outlines, drafts follow-ups, updates CRM next steps and flags missing commercial inputs.
ResultThe sales team moved from call notes to a usable proposal draft in the same day.
“The first draft stopped blocking the sales cycle.”Commercial Lead
Product-led startups
SaaS A UK SaaS business
A cited support assistant for a SaaS business
58% fewer repetitive support replies drafted from scratch
100% AI answers linked to an approved source or refused
ChallengeSupport questions repeated every week, but answers were spread across help docs, release notes and internal product notes.
What we builtA support assistant that retrieves approved answers, cites source documents and escalates account-specific or uncertain cases.
ResultCommon support questions were answered faster while sensitive or customer-specific issues stayed with the team.
“The citations mattered because support could check the answer before sending it.”Head of Customer Success
SaaS A B2B SaaS startup
Shipping an AI feature without derailing the roadmap
4 weeks AI feature MVP shipped
2 engineering sprints avoided by using a focused external build
ChallengeThe product team wanted to ship an AI feature quickly without pulling engineers away from the core roadmap for months.
What we builtA scoped AI feature with prompt logic, fallback behaviour, data controls, usage monitoring and handover documentation.
ResultThe company shipped a usable AI feature while retaining ownership of the code and configuration.
“What we got was a feature we could ship, rather than a prototype we would have rewritten.”Head of Product
Fintech A UK fintech startup
A private knowledge assistant for a fintech team
Under 2 minutes average policy-answer retrieval, down from 20 minutes
100% answers required an approved source or refusal
ChallengeProduct, compliance and customer-success teams relied on scattered documents and informal Slack knowledge.
What we builtA permissioned knowledge assistant over policies, FAQs, product notes and process documents, with citation and refusal logic.
ResultStaff could answer internal policy and product questions faster with source traceability.
“It made the policy answer findable without turning Slack into the source of truth.”COO
SaaS A UK SaaS founder team
Founder workflows for a scaling SaaS business
7 hours founder time saved per week
75% investor-update first draft produced automatically
ChallengeFounders spent recurring time pulling KPIs, meeting notes and customer updates into investor and board communications.
What we builtA founder workflow that summarises calls, tracks follow-ups, pulls approved KPIs and drafts weekly or monthly investor updates for review.
ResultFounder time was recovered without hiring extra operations support.
“The investor update went from a Sunday-evening job to a twenty-minute review.”Founder
Healthtech A UK healthtech startup
A governed onboarding assistant for healthtech
44% faster first onboarding response
100% high-risk questions escalated to a person
ChallengeCustomer onboarding was inconsistent because product guidance, compliance notes and support scripts were split across systems.
What we builtA governed onboarding assistant that answers from approved materials, escalates high-risk questions and logs every response for review.
ResultOnboarding became more consistent while high-risk questions remained gated.
“It standardised the safe answers and knew when to stop.”Customer Operations Lead
Marketplace A marketplace startup
Seller-support automation for a marketplace
56% faster first-response preparation
87% requests classified without manual triage
ChallengeSeller support requests were repetitive but policy-sensitive, with teams manually classifying, drafting and escalating cases.
What we builtA support workflow that classifies seller requests, drafts policy-backed responses and escalates refunds, disputes or marketplace-rule exceptions.
ResultSupport response preparation became faster and policy-sensitive cases stayed controlled.
“It helped the team answer faster without losing control of policy decisions.”Support Manager
For larger and regulated teams
Financial services A UK financial-services firm
A governance-first AI rollout for financial services
18 AI use cases mapped and risk-scored
100% approved live workflows designed with audit trails
ChallengeStaff were already experimenting with AI, but leadership needed a controlled rollout model acceptable to compliance, audit and the board.
What we builtAn AI readiness assessment, approved-use matrix, audit-trail design, human-approval gates and rollout roadmap.
ResultThe firm moved from informal AI usage to a controlled rollout model with clear ownership.
“It gave us a way to say yes to AI without losing control.”Head of Digital
Manufacturing A Midlands manufacturing group
Finding the first AI workflow worth building
16 workflows scored for payback and risk
3 priority builds selected for the first roadmap
ChallengeThe business had many possible AI use cases across procurement, finance, sales and operations, but no clear first build.
What we builtA workflow audit and prioritisation model ranking each use case by hours saved, operational risk and implementation complexity.
ResultLeadership received a practical first-build recommendation instead of a generic AI strategy deck.
“It separated the useful workflows from the interesting distractions.”Operations Director
Retail A UK retail operator
Governed customer-service triage for a retail operator
76% messages auto-classified into the correct queue
100% refund and complaint replies held for approval
ChallengeCustomer messages were high-volume and repetitive, but refunds, complaints and public responses needed approval controls.
What we builtA triage agent that classifies messages, drafts replies from approved policies and escalates refunds, complaints and edge cases.
ResultResponse preparation became faster, with approval controls before customer-facing action.
“The team got a draft, not an uncontrolled bot talking to customers.”Customer Operations Manager
Insurance A UK insurance business
A cited policy assistant for an insurance team
Under 90 seconds average policy-answer retrieval, down from 12 minutes
100% answers linked to source documents or refused
ChallengeStaff needed quick answers from policy documents, procedures and compliance guidance, but the source material was spread across folders.
What we builtA permissioned RAG assistant that answers only from approved documents, cites sources and refuses unsupported questions.
ResultStaff found policy-backed answers faster with source traceability.
“The value was not just the answer; it was knowing where it came from.”Risk Manager
Fintech A Swiss-headquartered fintech
Controlled AI operations for a fintech team
65% faster routine response drafting
100% consequential actions gated by human approval
ChallengeCustomer operations involved repeated checks across policy documents, CRM notes and internal procedures, but sensitive actions required strict human control.
What we builtA controlled operations assistant that retrieves policy-backed answers, drafts responses, logs decisions and escalates money, complaint or regulatory-sensitive cases.
ResultRoutine work moved faster while consequential decisions stayed with humans.
“The controls made the workflow usable in a regulated environment.”Operations Director
Funds and family offices A UK investment fund
A cited investment memo assistant for a fund team
60% faster first-draft memo preparation
100% memo claims linked to source material
ChallengeAnalysts were reviewing decks, market notes and diligence documents manually before drafting investment memos.
What we builtA memo assistant that summarises source materials, flags missing diligence points and drafts memo sections with source citations.
ResultAnalysts prepared first drafts faster while partners could inspect the evidence behind the memo.
“It did not replace judgement; it made the first review pack faster to prepare.”Investment Principal
Professional services A UK-based professional-services firm
Client reporting that becomes a review task
75% recurring reporting preparation automated
3 working days earlier client-report first draft
ChallengeMonthly client reports were assembled manually from CRM notes, delivery updates and financial information, then rewritten into partner-ready language.
What we builtA reporting workflow that pulls approved inputs, drafts status commentary, highlights risks and creates a review-ready client update.
ResultReports were produced earlier with less partner and manager time spent on assembly.
“The report became a review task, not a rebuild task.”Managing Partner
More case studies are added here as engagements complete, with figures shown where clients allow.