If you're stuck for ways to apply AI within your business, we've got your back. Here are 100+ ideas for LLM use cases you can build today across any team or function. Each use case can be tailored to a different industry or customised to more specific requirements.

We're sure we've missed a few so let us know what else needs to be on the list. If you'd prefer to read on notion, then click here.

Business Operations

• 📝 Meeting Minutes Summariser: Converts raw meeting transcripts into concise minutes highlighting key decisions, assigned owners, and due dates.

• 📋 Policy Change Summariser: Distills lengthy policy documents into a staff-friendly summary detailing what changed, why, and required actions.

• 🔍 Grant Proposal Reviewer: Evaluates grant applications against specified criteria, highlighting strengths, weaknesses, and overall fit.

• 🎓 Student Feedback Analyzer: Categorises course evaluations by sentiment and topic, surfacing actionable improvement areas.

• ❓ Compliance Training Quiz Builder: Generates scenario-based quiz questions from policy documents for training modules.

• 🧾 Purchase Order Reconciliation Assistant: Matches supplier invoices to purchase orders, highlighting quantity or price mismatches.

• ✅ Quality Inspection Report Summariser: Condenses detailed inspection checklists into executive dashboards showing pass/fail trends.

• 🔧 Maintenance Work Order Prioritiser: Ranks maintenance tickets by urgency, safety impact, and downtime risk to improve scheduling.

• ⚠️ Factory Safety Incident Analyzer: Extracts root causes and corrective actions from safety incident reports for trend analysis.

• 🏠 Rental Application Screener: Summarizes tenant applications, scoring against landlord criteria and flagging missing documents.

• 👥 Volunteer Scheduling Assistant: Matches volunteer availability with event needs and generates draft shift rosters.

• 📢 Press Release Polisher: Refines draft press releases for clarity, consistent brand voice, and journalistic style.

• 📄 Candidate CV Assessor / Resume Matcher: Compares candidate CVs/resumes against job descriptions to identify matches, gaps, and suitability.

• 🗣️ Interview Response Evaluator: Analyzes candidate interview responses for alignment with job requirements and cultural values.

• 📊 Performance Review Analyzer: Extracts patterns from performance reviews to identify common strengths, development areas, and potential biases.

• ✍️ Board Meeting Action Tracker: Extracts decisions, assigned owners, and due dates from board minutes to create an actionable tracker.

• 🍽️ Food Safety Audit Summariser: Compiles inspection checklist results into a scored report, highlighting critical violations.

• ⭐ Resume Bullet Point Optimizer: Refines resume bullet points to be more impactful and achievement-oriented based on job descriptions.

• 📬 Email Intent Classifier: Categorizes incoming emails by intent and priority to improve response workflows.

• 🚩 Escalation Predictor: Analyzes support conversation patterns to identify potential escalations for proactive intervention.

• 🔗 Solution Matcher: Matches customer issue descriptions with relevant knowledge base articles for resolution.

• 🌱 Complaint Root Cause Identifier: Analyzes customer complaints to determine underlying systemic issues rather than just symptoms.

• 📰 Business Report Generator: Converts structured data into narrative business reports explaining trends and implications.

• 📑 Standard Operating Procedure (SOP) Drafter: Generates a structured SOP document from a description of process steps.

Growth

• 🎧 Sales Call Insight Extractor: Analyzes recorded sales call transcripts to identify objections, next steps, buying signals, and lead temperature.

• 🎯 Lead Qualification Scorer: Analyzes prospect data to determine sales-readiness and prioritize follow-up.

• 🔎 Competitive Intelligence Digest: Monitors competitor news and summarises notable product launches or changes.

• 📱 Social Media Sentiment Tracker: Classifies brand-related social media posts by sentiment and surfaces trending themes.

• 👤 Marketing Persona Builder: Distills user survey answers or customer interview transcripts into detailed buyer personas.

• ✏️ Ad Copy Variations Generator: Takes a product description and produces multiple ad-copy variants for different segments/platforms.

• 🔑 SEO Keyword Clusterer: Groups keyword lists into intent-based clusters and recommends target pages.

• 💡 Product Feature Request Clustering: Groups incoming feature requests by theme and urgency, surfacing top demand areas.

• 💬 Chat Transcript Topic Classifier: Labels live-chat conversations by topic and urgency for efficient agent routing and analysis.

• 🔊 Voice-of-Customer Theme Miner: Extracts recurring themes from customer feedback, ranking them by frequency/sentiment.

• 🎁 Loyalty Reward Suggestion Engine: Recommends personalised loyalty offers based on purchase history and preferences.

• 📈 Campaign Performance Explainer: Translates raw ad-platform metrics into plain-language explanations of performance drivers.

• ✅ Ads Creative Compliance Checker: Verifies ad creatives meet platform policies and brand guidelines.

• 🚪 Churn Risk Predictor: Analyzes customer interactions and usage data to flag accounts at high risk of cancellation.

• 📚 Content Recommender: Generates personalised content recommendations based on user preferences and activity data.

• 🌐 Website Reviewer: Analyzes web pages for content quality, structure, tone, and provides improvement recommendations.

• 😊 Sentiment Analyzer: Evaluates customer messages to determine sentiment with detailed reasoning and confidence levels.

• 🎫 Customer Support Message Classifier: Categorizes support messages by topic, priority, and sentiment for efficient routing.

• 📨 Email Subject Line Generator: Creates compelling email subject lines based on email content and target audience.

• 📊 KPI Dashboard Narrator: Generates narrative explanations of KPI dashboards, highlighting critical changes.

• 👔 Job Description Enhancer: Transforms basic role requirements into compelling, inclusive job descriptions.

Tech & Data

• 🧮 Code Complexity Estimator: Analyzes code snippets to estimate cyclomatic complexity and highlight complex functions.

• 🧪 Unit Test Suggestion Engine: Recommends edge-case unit tests based on function signatures and docstrings.

• 📘 API Documentation Interpreter: Reads API specifications and outputs human-readable endpoint summaries and usage tips.

• 🚨 Log Anomaly Detector: Classifies log lines and flags unusual patterns or error spikes that may indicate emerging issues.

• 📝 Software Release Note Writer: Generates clear, user-facing release notes from commit messages and ticket descriptions.

• 📋 User Story to Task Breaker: Splits high-level user stories into granular engineering tasks with suggested acceptance criteria.

• 🖼️ Image Alt-Text Generator: Produces descriptive, accessibility-compliant alt text for images.

• 🏷️ Feature Request Classifier: Categorizes user feature requests by product area, implementation complexity, and potential impact.

• 🐛 Bug Report Quality Assessor: Evaluates bug reports for completeness, reproducibility, and sufficient detail.

• 🔧 App Error Troubleshooter: Analyzes application error messages and console output to determine root causes and suggest solutions.

• 💻 Code Interpreter: Analyzes provided code to summarize its functionality, identify key components, and suggest improvements.

• 📚 API Documentation Generator: Creates structured, comprehensive API documentation from endpoint specifications and code examples.

• 🧹 Technical Debt Identifier: Analyzes codebases to identify potential technical debt issues requiring remediation.

• ☔ Weather-Aware Alert Content Generator: Generates notification content based on weather forecasts and user-defined thresholds.

• 📷 Image Metadata Extractor: Processes images to extract and structure all available metadata.

Financial & Compliance

• ⚖️ Legal Clause Comparator: Compares two contract versions, pinpointing altered clauses and explaining their practical impact.

• ⚠️ Contract Risk Highlighter: Scans a contract to flag unusually risky terms.

• 🔏 NDA Compliance Checker: Validates whether an NDA draft meets standard confidentiality, duration, and jurisdiction requirements.

• 🏥 Insurance Claim Categorizer: Classifies claim descriptions into billing codes and flags documentation gaps.

• 📉 Financial Statement Variance Finder: Detects significant period-over-period variances in financial statements and explains likely drivers.

• 🧾 Expense Receipt Capturer: Extracts amounts, dates, vendors, and VAT from receipt images.

• 📃 Invoice Line-Item Extractor: Pulls structured line items from PDF invoices.

• 💼 Investment Memo Generator: Converts analyst notes and data points into a polished investment memo with thesis, risks, and valuation.

• 🌱 ESG Disclosure Checker: Reviews sustainability reports against required ESG metrics, flagging missing or ambiguous disclosures.

• 📜 Regulatory News Monitor: Tracks new regulations and summarises their impacts on specified compliance areas.

• 🪪 KYC Document Validator: Verifies ID photos against form data, checking expiry dates and data consistency.

• 🚫 Anti-Money Laundering Alert Classifier: Categorizes AML transaction alerts by risk level and suggests investigation priorities.

• 🛡️ Transaction Fraud Detector: Identifies potentially fraudulent transactions based on pattern analysis and predefined rules.

• 📄 Legal Document Analyzer: Extracts key clauses, obligations, deadlines, and potential risks from legal contracts.

• 📊 Financial Report Summarizer: Analyzes financial reports to extract key metrics, trends, and notable changes.

• ✓ Compliance Document Checker: Verifies regulatory documents for required disclosures, correct formatting, and completeness.

• 📋 Document Data Extractor: Extracts structured data from various document types into a specified format.

• 🔍 Image Verifier: Validates submitted images against compliance requirements and matches information in documents.

• 📌 Onboarding Data Validator: Analyzes onboarding documents to validate completeness and compliance with requirements.

E-commerce & Retail

• 📦 Inventory Restock Alert Maker: Analyzes sales velocity data and sends proactive restock suggestions.

• 🏠 Real Estate Listing Enhancer: Generates persuasive property descriptions and highlights amenities from photos and details.

• 🔍 Property Image Defect Detector: Identifies issues like blurry shots or poor lighting in real-estate photos.

• 🛒 Shelf Stock Image Analyzer: Detects out-of-stock items and estimates facing counts from shelf photos.

• 📸 Product Image Quality Validator: Assesses e-commerce images for quality and adherence to platform guidelines.

• ✏️ Product Description Enhancer: Rewrites existing product descriptions to be more persuasive and SEO-friendly.

• 🏷️ Product Categorization Refiner: Analyzes product details to suggest optimal category placements and attribute assignments.

• 📦 Return Reason Analyzer: Processes customer return comments to categorize reasons and identify patterns for improvement.

• 🏨 Hotel Review Sentiment Summariser: Aggregates guest reviews and summarises top compliments and common complaints.

• 🍽️ Recipe Nutritional Converter & Scaler: Calculates nutritional information from ingredient lists and adjusts recipe quantities.

• ❗ Product Complaint Categorizer: Analyzes customer complaints to categorize issues and suggest solutions.

• 🛍️ Product Listing Generator: Creates marketplace-ready product listings from product photos and descriptions.

• 🎫 Support Ticket Classifier: Routes e-commerce support tickets based on issue type, urgency, and required expertise.

• 💬 Customer Feedback Categorizer: Processes unstructured e-commerce feedback to identify product areas and insights.

• 📩 Support Response Generator: Creates personalised responses to common e-commerce inquiries based on documentation.

• 🚚 Supply Chain Delay Predictor: Forecasts potential delivery delays and suggests mitigation steps.

• 💰 Competitive Price Analyzer: Compares product listings across platforms to identify pricing trends and opportunities.

Knowledge & Content

• ❓ Quiz Question Generator: Creates multiple-choice, short-answer, and discussion questions from educational content.

• 💬 UX Copy Tone Checker: Reviews interface copy for consistent voice, appropriate reading level, and inclusive language.

• ⚖️ Legal Clause Explainer: Provides simplified explanations of complex legal clauses for non-legal professionals.

• 📚 Technical Document Simplifier: Translates complex technical jargon into plain language for non-technical audiences.

• 📊 Chart Description Generator: Creates descriptive text explanations of data visualisations.

• ❓ FAQ Generator from Content: Extracts common questions and generates corresponding answers from text or webpages.

• 📝 Article Summarizer: Extracts key elements and main points from long-form articles to create concise summaries.

• 🏥 Patient Symptom Triage Assistant: Analyzes patient-reported symptoms to recommend urgency level and potential departments.

• 🧪 Clinical Trial Eligibility Screener: Matches patient profiles to inclusion/exclusion criteria for clinical trials.

• 🔍 Image Comparison Analyzer: Provides detailed comparison of multiple images, highlighting similarities and differences.

• 🎨 Brand Content Reviewer: Evaluates content against internal brand guidelines for compliance, tone, and messaging.

• 📈 Market Trend Summarizer: Analyzes industry reports and news articles to identify emerging trends and strategic implications.

• 📰 News Sentiment Analyzer: Evaluates news articles about specific entities for sentiment and reputation impact.

• ⭐ Customer Review Summarizer: Extracts common praise, criticism, and suggestions from product reviews.

Something missing? Hit us up on Slack with your ideas.