Developers
Code Review Assistant
Use AI to flag bugs, suggest refactors, and generate quick test cases before opening a PR.
Suggested stack: LLM + repo context + CI hooks
Use Case Library
Actionable AI workflow ideas organized by role.
Developers
API Documentation Generator
Generate endpoint docs and usage snippets from OpenAPI specs and inline comments.
Suggested stack: LLM + OpenAPI parser + static docs
Founders
Customer Feedback Classifier
Auto-cluster support tickets and reviews into themes to prioritize product roadmap decisions.
Suggested stack: Embeddings + vector search + dashboard
Founders
Pitch Deck Copilot
Refine messaging, improve narrative flow, and produce multiple investor-tailored deck variants.
Suggested stack: LLM + template prompts + slide export
Marketers
Content Repurposing Pipeline
Convert a long-form article into LinkedIn posts, X threads, newsletter blurbs, and short scripts.
Suggested stack: LLM + tone presets + scheduler
Marketers
SEO Brief Builder
Generate keyword clusters, content briefs, and internal linking suggestions for faster publishing.
Suggested stack: Search data + LLM + CMS integration
Analysts
SQL Copilot for BI
Translate plain-English questions into SQL and produce chart-ready query outputs.
Suggested stack: LLM + schema-aware retrieval + BI tool
Analysts
Automated KPI Narratives
Generate weekly KPI summaries with anomaly callouts and action recommendations.
Suggested stack: Time-series data + rules + LLM
Developers
Legacy Code Migration
Automatically map outdated syntax (e.g., Python 2) to modern standards while generating corresponding unit tests.
Suggested stack: LLM + AST Parser + Unit Test Runner
DevOps Engineers
Incident Post-Mortem Generator
Analyze CloudWatch logs and Slack thread history during an outage to draft an initial root cause analysis report.
Suggested stack: Vector DB + Cloud Logs + LLM
Security Engineers
Smart Secret Scanner
Scan commits for leaked credentials using AI to filter out false positives and categorize the severity of the leak.
Suggested stack: Pre-commit hooks + LLM + Vault
QA Engineers
Visual Regression Interpreter
When visual tests fail, use AI to determine if the change is a broken UI or an intentional design update.
Suggested stack: Screenshot diff tool + Multi-modal LLM
Content Strategists
Multi-Platform Repurposer
Turn a single long-form blog post into a LinkedIn thread, a Twitter storm, and a script for a 60-second video.
Suggested stack: CMS Hook + LLM + Brand Voice Guidelines
SEO Specialists
Internal Link Architect
Analyze a new article and automatically suggest the top 5 existing pages on the site to link to for SEO juice.
Suggested stack: Web Scraper + Vector Search + LLM
Marketing Analysts
Sentiment Trend Tracker
Monitor social mentions and categorize sentiment shifts in real-time, alerting the team to potential PR crises.
Suggested stack: Social API + Sentiment Analysis LLM + Slack Bot
Ad Managers
Dynamic Creative Optimizer
Generate 50 variations of ad copy based on high-performing historical data for A/B testing.
Suggested stack: Ads API + LLM + Performance Data
Product Managers
User Interview Synthesizer
Transcribe user calls and automatically extract pain points, feature requests, and 'aha' moments into Jira tickets.
Suggested stack: Meeting Recorder + LLM + Jira API
UX Researchers
Synthetic Persona Tester
Run a draft wireframe description through 'AI Personas' to predict potential navigation friction points.
Suggested stack: UX Frameworks + LLM + Design Specs
Technical Writers
Auto-Doc Generator
Listen to code changes in GitHub and automatically update the Markdown documentation and API swagger files.
Suggested stack: GitHub Actions + LLM + Docusaurus
Sales Ops
Lead Intent Scraper
Scan a prospect's recent LinkedIn posts and annual reports to draft a hyper-personalized outreach email.
Suggested stack: LinkedIn API + LLM + CRM
Customer Support
Ticket Auto-Responder & Triage
Draft a suggested resolution for every incoming ticket based on the internal Knowledge Base for human approval.
Suggested stack: Zendesk + Vector DB + LLM
Account Managers
Churn Risk Detector
Analyze email tone and product usage frequency to flag accounts that might be considering cancellation.
Suggested stack: Email Logs + Usage Stats + Predictive LLM
HR Managers
Resume Bias Filter
Anonymize resumes and score candidates based purely on skills and experience relevance to the JD.
Suggested stack: PDF Parser + LLM + Scoring Logic
Legal Teams
Contract Redline Assistant
Compare incoming vendor contracts against company standard clauses and highlight 'non-standard' risks.
Suggested stack: DocuSign/PDF + LLM + Legal Playbook
Finance Teams
Expense Policy Auditor
Review uploaded receipts and flag items that violate the company travel policy before reimbursement.
Suggested stack: OCR + LLM + Policy PDF
Data Analysts
Natural Language SQL Agent
Allow non-technical staff to ask 'What were the sales in Q3?' and generate the SQL query and visualization.
Suggested stack: Database Schema + LLM + Visualization Tool
Startup Founders
Competitor Intelligence Agent
Daily crawl of competitor pricing pages and news to provide a weekly summary of market shifts.
Suggested stack: Browsing Agent + LLM + Notion
Community Managers
Discord/Slack Moderator
Automatically flag toxic behavior or spam while answering frequently asked technical questions from the docs.
Suggested stack: Discord Bot + RAG + LLM