AI Use Case Library

Structured AI use cases by department, with business impact, effort and time to value.

Sales

AI Lead Qualification

Scores and enriches inbound leads so sales works only the ones worth calling.

Impact
5/5
Effort
2/5
Time to value
2 months
Customer Service

AI Customer Support

Answer repetitive customer questions from your own knowledge base, with human handover for edge cases.

Impact
5/5
Effort
3/5
Time to value
2 months
Operations

AI Knowledge Assistant

Answers internal questions from policies, manuals and past projects using retrieval over your documents.

Impact
5/5
Effort
3/5
Time to value
2 months
Finance

AI Invoice Processing

Extracts, validates and books incoming invoices with exception handling only.

Impact
5/5
Effort
3/5
Time to value
2 months
Logistics

AI Demand Forecasting

Predicts demand per product and location to reduce stockouts and overstock.

Impact
5/5
Effort
4/5
Time to value
3 months
Production

Predictive Maintenance

Predicts machine failures from sensor and service data to avoid unplanned downtime.

Impact
5/5
Effort
4/5
Time to value
4 months
Production

AI Quality Control

Uses computer vision to detect defects earlier and more consistently than manual checks.

Impact
5/5
Effort
4/5
Time to value
4 months
Operations

AI Meeting Assistant

Transcribes meetings, extracts decisions and assigns follow-up actions.

Impact
4/5
Effort
1/5
Time to value
2 weeks
Marketing

AI Marketing Content

Produces on-brand campaign copy, landing pages and variants at working speed.

Impact
4/5
Effort
1/5
Time to value
3 weeks
Marketing

AI Translation & Localization

Localises content into EN/DE/FR with terminology control and human review.

Impact
4/5
Effort
1/5
Time to value
2 weeks
Customer Service

AI Email Assistant

Drafts replies to inbound email in your tone, using order and account context.

Impact
4/5
Effort
2/5
Time to value
1 months
Customer Service

AI Ticket Triage

Classifies, prioritises and routes support tickets to the right team automatically.

Impact
4/5
Effort
2/5
Time to value
1 months
Sales

AI Sales Assistant

Prepares call briefings, next-best actions and CRM updates for each account.

Impact
4/5
Effort
2/5
Time to value
2 months
Marketing

AI SEO Optimization

Finds content gaps, builds briefs and optimises existing pages for search and AI answers.

Impact
4/5
Effort
2/5
Time to value
2 months
Operations

AI Document Classification

Sorts and tags incoming documents into the right system and workflow.

Impact
4/5
Effort
2/5
Time to value
1 months
HR

AI Recruiting Assistant

Writes job ads, screens applications and schedules interviews.

Impact
4/5
Effort
2/5
Time to value
1 months
HR

AI Employee Assistant

One internal chat entry point for HR, IT and policy questions.

Impact
4/5
Effort
2/5
Time to value
1 months
IT

AI IT Support Assistant

Resolves password, access and how-to requests before they reach the IT queue.

Impact
4/5
Effort
2/5
Time to value
2 months
IT

AI Development Assistant

Speeds up internal development, testing and documentation work.

Impact
4/5
Effort
2/5
Time to value
1 months
Management

AI Data Analysis

Lets managers ask questions of company data in plain language.

Impact
4/5
Effort
2/5
Time to value
1 months
Management

AI Management Reporting

Generates recurring board and management reports from live systems.

Impact
4/5
Effort
2/5
Time to value
2 months
Sales

AI Proposal Generation

Assembles tailored proposals from approved building blocks, pricing and past wins.

Impact
4/5
Effort
3/5
Time to value
2 months
Sales

AI Sales Forecasting

Predicts pipeline conversion using historical deal patterns instead of gut feeling.

Impact
4/5
Effort
3/5
Time to value
3 months
Finance

AI Cash Flow Forecasting

Projects liquidity from payment behaviour, seasonality and open receivables.

Impact
4/5
Effort
3/5
Time to value
3 months
Finance

AI Financial Reporting

Turns monthly figures into narrative management reporting with variance commentary.

Impact
4/5
Effort
3/5
Time to value
2 months
Operations

AI Data Extraction

Reads structured fields out of PDFs, forms and scans without templates.

Impact
4/5
Effort
3/5
Time to value
2 months
Legal

AI Contract Analysis

Highlights deviations from your standard clauses, deadlines and risk terms.

Impact
4/5
Effort
3/5
Time to value
2 months
Logistics

AI Route Optimization

Plans delivery routes against time windows, load and traffic.

Impact
4/5
Effort
3/5
Time to value
3 months
Procurement

AI Procurement Spend Analysis

Classifies spend, finds maverick buying and consolidation potential.

Impact
4/5
Effort
3/5
Time to value
2 months
Procurement

AI Supplier Risk Monitoring

Monitors financial, delivery and reputational signals across your supplier base.

Impact
4/5
Effort
3/5
Time to value
3 months
Customer Service

AI Voice Agent

Handles routine inbound calls, appointment changes and status requests around the clock.

Impact
4/5
Effort
4/5
Time to value
3 months
Sales

AI Churn Prediction

Flags accounts at risk of leaving early enough for a retention play.

Impact
4/5
Effort
4/5
Time to value
3 months
Marketing

AI Personalization

Adapts offers and messaging to segment, behaviour and lifecycle stage.

Impact
4/5
Effort
4/5
Time to value
3 months
Finance

AI Fraud Detection

Detects unusual payment and transaction patterns in near real time.

Impact
4/5
Effort
4/5
Time to value
3 months
Logistics

AI Inventory Optimization

Sets reorder points and safety stock dynamically instead of by fixed rules.

Impact
4/5
Effort
4/5
Time to value
3 months
Production

AI Production Planning

Sequences orders against capacity, changeover time and due dates.

Impact
4/5
Effort
4/5
Time to value
4 months
IT

AI Security Monitoring

Prioritises security alerts and summarises incidents for small IT teams.

Impact
4/5
Effort
4/5
Time to value
3 months
Marketing

AI Social Media Management

Plans, drafts and schedules posts per channel from one content core.

Impact
3/5
Effort
1/5
Time to value
3 weeks
Operations

AI Process Documentation

Turns recordings and interviews into structured, maintainable process documentation.

Impact
3/5
Effort
2/5
Time to value
1 months
Operations

AI SOP Assistant

Guides staff through standard operating procedures step by step in context.

Impact
3/5
Effort
2/5
Time to value
1 months
Sales

AI CRM Data Hygiene

Deduplicates, completes and normalises CRM records continuously.

Impact
3/5
Effort
2/5
Time to value
1 months
Marketing

AI Market & Competitor Research

Summarises markets, competitors and pricing signals into decision-ready briefings.

Impact
3/5
Effort
2/5
Time to value
1 months
Finance

AI Expense Auditing

Checks expense claims against policy and flags anomalies before payment.

Impact
3/5
Effort
2/5
Time to value
2 months
Finance

AI Receivables & Dunning

Prioritises collections and drafts context-aware payment reminders.

Impact
3/5
Effort
2/5
Time to value
1 months
Legal

AI Policy Assistant

Answers employee questions about internal policies with citations.

Impact
3/5
Effort
2/5
Time to value
1 months
HR

AI Onboarding Assistant

Guides new hires through their first 90 days and answers their questions.

Impact
3/5
Effort
2/5
Time to value
1 months
Logistics

AI Shipment Exception Handling

Detects delayed or at-risk shipments and drafts proactive customer updates.

Impact
3/5
Effort
2/5
Time to value
2 months
Procurement

AI RFQ & Quote Comparison

Normalises supplier quotes into a comparable table with total cost of ownership.

Impact
3/5
Effort
2/5
Time to value
2 months
Management

AI Strategy Copilot

Structures strategic options, scenarios and business cases for leadership decisions.

Impact
3/5
Effort
2/5
Time to value
1 months
Customer Service

AI Receptionist

Greets callers, qualifies the request and books or routes without keeping people on hold.

Impact
3/5
Effort
3/5
Time to value
2 months
HR

AI Candidate Screening

Ranks candidates against role requirements with documented, reviewable criteria.

Impact
3/5
Effort
3/5
Time to value
2 months
HR

AI Training Assistant

Builds role-specific learning paths and practice scenarios from internal material.

Impact
3/5
Effort
3/5
Time to value
2 months
Legal

AI Compliance Monitoring

Tracks regulatory changes relevant to your industry and markets.

Impact
3/5
Effort
4/5
Time to value
3 months
HR

AI Shift Planning

Optimises rosters against demand, qualifications and legal constraints.

Impact
3/5
Effort
4/5
Time to value
3 months
Production

AI Energy Optimization

Reduces energy cost by shifting load and detecting abnormal consumption.

Impact
3/5
Effort
4/5
Time to value
4 months