AI Use Cases Directory

Product description writing

Generate first-draft product descriptions from attributes, imagery, and brand guidelines. Buying team reviews, edits, and approves before publish.

60–80%

reduction in description drafting time

Supplier spec sheet extraction

Extract structured product data from unstructured supplier spec sheets, PDFs, and email attachments. Outputs clean records ready for system upload.

70–85%

reduction in manual data entry time

Range review analysis

Summarise sales performance, markdown rates, and return data by category to surface underperformers and inform ranging decisions.

40–60%

reduction in range review preparation time

Buyer brief generation

Draft structured buying briefs from season parameters, trend references, and last-year performance data. Reduces prep time before supplier meetings.

50–70%

reduction in brief preparation time

Social media copy variants

Generate multiple on-brand social copy variants from a brief. Covers different tones, lengths, and platform formats. Team selects and schedules.

70–85%

reduction in copy production time

SEO product content at scale

Produce optimised product and category page content at volume. Particularly valuable for large catalogues where manual writing is a bottleneck.

60–75%

reduction in content production cost

Campaign performance commentary

Convert raw campaign data into narrative summaries for weekly reports and post-campaign reviews. AI drafts; analyst reviews and adds context.

50–70%

reduction in reporting time

Email personalisation at scale

Generate personalised subject lines and body copy variants based on customer segment, purchase history, and engagement signals.

10–25%

improvement in email conversion rate

Complaint triage and first-draft response

Classify incoming complaints by type and urgency, then generate a first-draft response. Agent reviews, personalises, and sends. Faster turnaround, consistent tone.

40–60%

reduction in average handling time

Knowledge base chatbot (FAQ deflection)

Answer common customer questions using a RAG system over the knowledge base. Deflects repeat queries from contact centre. Escalates complex issues to humans.

20–35%

reduction in contact centre volume

Customer feedback synthesis

Aggregate and summarise customer reviews, survey responses, and support tickets into themes. Weekly digest for product and commercial teams.

70–85%

reduction in feedback analysis time

Return reason categorisation

Automatically classify free-text return reasons into structured categories. Feeds merchandising and quality teams with actionable data.

80–90%

reduction in manual classification effort

Supplier document review

Review supplier contracts, compliance certificates, and T&Cs against standard requirements. Flags gaps and deviations for procurement team review.

50–70%

reduction in document review time

Purchase order exception handling

Identify anomalies in PO data — price variances, quantity mismatches, missing references — and route to the right team with context and suggested resolution.

60–80%

reduction in PO error handling time

Demand pattern summarisation

Convert sales, stock, and forward-order data into plain-language summaries for planning meetings. Identifies trends, spikes, and cover risks.

40–60%

reduction in planning report preparation time

Customs and trade document preparation

Draft import/export documentation from product data and supplier information. Reduces manual effort and improves accuracy on routine shipments.

40–60%

reduction in trade document preparation time

Product categorisation at scale

Automatically assign products to the correct site taxonomy categories using title, description, and attributes. Removes a bottleneck on new product onboarding.

80–90%

reduction in categorisation time

Site search query analysis

Analyse search queries for intent, gaps, and failed searches. Identify where customers can't find what they want and prioritise catalogue improvements.

5–15%

uplift in search-to-purchase conversion

A/B test copy generation

Generate multiple headline, CTA, and banner copy variants for testing. Covers different value propositions, tones, and lengths with a single brief.

60–80%

reduction in test variant creation time

Returns prediction

Score orders by likelihood of return based on product category, customer history, order composition, and fulfilment signals. Enables proactive intervention.

10–20%

reduction in return rate for targeted orders

Period-end commentary drafting

Convert financial data into narrative commentary for management accounts. Finance team reviews and adjusts. Eliminates the blank-page problem at month end.

60–80%

reduction in commentary drafting time

Invoice exception identification

Flag invoices with missing PO references, duplicate submissions, price variances, or unusual payment terms before they reach approval.

50–70%

reduction in manual invoice review time

Contract data extraction

Extract key commercial terms from supplier and customer contracts — payment terms, renewal dates, liability caps, exclusivity clauses — into structured records.

70–85%

reduction in contract review time

Variance analysis narrative

Draft plain-language explanations of budget versus actual variances from structured data. Provides first-draft reasoning that analysts review and validate.

50–70%

reduction in variance narrative drafting time

Job description drafting

Generate first-draft job descriptions from role parameters, reporting line, and key responsibilities. HR reviews and refines. Consistent structure and tone across roles.

60–80%

reduction in JD drafting time

CV screening and shortlisting

Score applications against defined role criteria. Produces a ranked shortlist with rationale. Reduces screening time for high-volume roles.

50–70%

reduction in initial screening time

HR policy knowledge base

A RAG system over HR policies, handbooks, and procedures that answers employee questions accurately. Reduces routine query volume to HR teams.

30–50%

reduction in routine HR query volume

Employee survey sentiment analysis

Analyse free-text survey responses to identify themes, sentiment trends, and emerging concerns. Faster and more consistent than manual thematic analysis.

40–60%

reduction in survey analysis time

Meeting note summarisation and action extraction

Convert meeting transcripts or recordings into structured summaries with decisions, actions, and owners. Available within minutes of the meeting ending.

70–85%

reduction in note-taking and follow-up time

Health and safety document review

Review risk assessments, method statements, and safety policies against regulatory requirements and company standards. Flags gaps for human review.

50–70%

reduction in compliance document review time

Audit preparation and evidence synthesis

Collate and summarise evidence packs for internal and external audits. Identifies gaps against audit criteria before the auditors arrive.

40–60%

reduction in audit preparation time

Incident report drafting

Draft structured incident reports from operator notes and system data. Ensures consistent format and completeness. Reviewer edits and signs off.

50–70%

reduction in incident report drafting time

Self-checkout loss and shrink detection

Use overhead camera vision at self-checkout to detect non-scans, mis-scans, and ticket switching in real time. Prompts the customer to rescan or alerts a colleague before the transaction completes.

20–40%

reduction in self-checkout shrink

Store task generation and prioritisation

Convert system signals — low stock alerts, delivery arrivals, planogram changes, temperature exceptions — into a single prioritised task list for each store colleague, written in plain language with an estimated duration.

10–20%

increase in productive store hours

Queue prediction and till opening prompts

Predict checkout queue build-up fifteen to thirty minutes ahead using footfall, basket, and historical patterns, and prompt the duty manager to open tills before the queue forms rather than after.

15–30%

reduction in average queue wait time

Field visit report drafting from voice notes

Area managers and field engineers dictate a visit summary on their phone. AI transcribes it, structures it against the standard report template, extracts actions with owners, and files it to the system.

50–70%

reduction in report writing time

Concept ideation and moodboard generation

Generate visual concept directions and moodboards from a written brief, trend inputs, and brand references, giving designers a broader starting set to react to at the front of the development process.

40–60%

reduction in time to first concept set

Technical pack and specification drafting

Draft technical specification packs from a design brief and a library of prior specs — construction detail, measurements, materials, tolerances, and testing requirements — for a technologist to review.

40–60%

reduction in tech pack drafting time

Colourway and print variant generation

Generate colourway and print scale variants of an approved design, rendered on the product silhouette, so the team can review a wide option set before committing to physical strike-offs.

30–50%

reduction in physical sampling for colour and print

Sample review comment consolidation

Consolidate fit, quality, and design comments from multiple reviewers into a single structured amendment list per sample, deduplicated and grouped by the party who has to action it.

30–50%

reduction in sample review admin time

Wholesale account performance briefing

Generate a pre-meeting briefing for each trade account: sell-through by line, order pattern versus last year, open orders, credit position, and the three things worth raising in the meeting.

50–70%

reduction in account meeting preparation time

Trade order pattern anomaly detection

Monitor trade customer ordering behaviour and flag material deviations — a dropped category, a halved reorder, a shift to a competitor's specification — early enough for the account manager to intervene.

10–20%

reduction in unnoticed account revenue decline

RFP and tender response drafting

Draft responses to tender and RFP questions by retrieving from a library of previously approved answers, accreditations, and policy documents, then tailoring the wording to the specific question asked.

40–60%

reduction in tender response drafting time

Line sheet and sales presentation generation

Assemble customer-specific line sheets and pitch decks from the product database — imagery, specification, pricing tier, availability — filtered to what is relevant for that account and its market.

50–70%

reduction in sales collateral preparation time

IT service desk triage and deflection

Classify and route inbound IT tickets, resolve common requests through self-service, and draft first-line responses for the remainder using the internal knowledge base and past resolutions.

25–45%

reduction in first-line ticket volume

AI coding assistance for internal development

Equip internal developers with an AI coding assistant for code generation, refactoring, test writing, and code review, integrated into the existing development environment and review process.

15–30%

increase in developer throughput

Legacy system documentation generation

Generate readable documentation for undocumented legacy systems — data models, integration points, business logic, and dependencies — from source code, database schemas, and configuration.

50–70%

reduction in system discovery effort

Master data quality anomaly detection

Monitor product, supplier, and customer master data for anomalies — implausible values, duplicates, broken hierarchies, missing mandatory attributes — and route corrections to the owning team.

30–60%

reduction in master data error rate

Contract review and clause risk flagging

Review inbound contracts against the company's playbook of acceptable positions, flagging non-standard clauses — liability caps, indemnities, termination, auto-renewal — with the preferred alternative wording.

40–60%

reduction in first-pass contract review time

NDA triage and standard-term approval

Automatically assess inbound NDAs against a pre-approved position, approve those that match, and escalate only the ones with material deviations, with the deviations highlighted.

60–80%

reduction in NDA turnaround time

Legal research and precedent summarisation

Summarise relevant legislation, regulator guidance, and internal precedent for a specific question, with citations, giving the in-house team a researched starting point rather than a blank page.

40–60%

reduction in legal research time

Data subject access request processing

Locate, collate, and redact personal data across systems in response to a subject access request, producing a candidate response pack for the data protection officer to review and release.

50–70%

reduction in DSAR fulfilment effort

Market and competitor intelligence briefing

Produce a recurring intelligence briefing from competitor announcements, results, pricing moves, job postings, and sector commentary, filtered to what is decision-relevant for this business.

50–70%

reduction in intelligence preparation time

Board question anticipation and preparation

Analyse a draft board pack against previous minutes, the board's known concerns, and the underlying data to predict the questions non-executives will ask and identify where the pack is weak.

30–50%

reduction in board preparation rework

Acquisition screening and due diligence support

Screen potential acquisition targets against strategic criteria and accelerate diligence by summarising data room documents, extracting key terms, and flagging inconsistencies between sources.

30–50%

reduction in diligence review time

Strategy input synthesis and option framing

Synthesise strategy inputs — market data, customer research, internal performance, workshop output — into a structured statement of the choices facing the business, with the evidence for and against each.

40–60%

reduction in strategy document preparation time