AI Opportunities Directory
500 AI use cases across 14 business functions, spanning consumer, B2B, industrial and service businesses. Each one is scored across five criteria — business impact, feasibility, data readiness, risk exposure, and change complexity — using the same scorecard the playbook uses to prioritise a pipeline.
This page shows 4 examples from each function. Create a free account to browse all 500, search them, and save the ones that matter to you.
Function
Benefit
AI approach
Showing 56 sample opportunities of 500 in the full directory
Merchandising & Buying(4 of 42)
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
38 more in Merchandising & Buying
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Marketing & Content(4 of 41)
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
37 more in Marketing & Content
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Customer Service(4 of 41)
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
37 more in Customer Service
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Supply Chain & Logistics(4 of 42)
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
38 more in Supply Chain & Logistics
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E-commerce & Digital(4 of 42)
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
38 more in E-commerce & Digital
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Finance & Reporting(4 of 41)
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
37 more in Finance & Reporting
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HR & People(4 of 41)
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
37 more in HR & People
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Operations & Compliance(4 of 44)
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
40 more in Operations & Compliance
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Store & Field Operations(4 of 28)
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
24 more in Store & Field Operations
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Product & Design(4 of 28)
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
24 more in Product & Design
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Sales & Wholesale(4 of 28)
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
24 more in Sales & Wholesale
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IT & Data(4 of 28)
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
24 more in IT & Data
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Legal & Risk(4 of 28)
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
24 more in Legal & Risk
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Executive & Strategy(4 of 26)
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
22 more in Executive & Strategy
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