Tutorials
Step-by-step guides
NDA Generator for Startups: AI-Drafted Agreements by Jurisdiction
Tutorials OperationsNDA structure, prompts for generating agreements by jurisdiction (US, UK, EU, Russia), a legal review checklist, and AI limitations for legal documents.
The Solo Founder's CI Stack: Monitoring 15 Competitors for $0/Month with AI
Tutorials StrategyA free stack for competitive intelligence: change monitoring, AI analysis prompts, report templates. Step-by-step guide for solo founders tracking 15 competitors.
PLG Playbook: Building an AI-Powered PQL Scoring Model
Tutorials ProductA PQL scoring model built on product usage data and LLMs: defining activation events, SQL queries for feature scoring, classification prompts, CRM integration.
Docker Multi-Stage Builds: From 1.2 GB to 89 MB Image
Tutorials EngineeringCut Docker images by 93% with multi-stage builds. Before/after Dockerfiles for Node.js and Python, layer caching, and Trivy scanning.
Impact × Frequency Matrix: AI-Powered Backlog Prioritization
Tutorials ProductImpact × frequency matrix with AI scoring for backlog prioritization. Prompts, examples, and visualization. Replacing subjective debates with data.
CI/CD Pipeline Generator: AI Builds GitHub Actions Fast
Tutorials EngineeringStructured prompts for generating GitHub Actions workflows with AI. Node.js, Python, Docker, multi-stage deploy — working YAML examples and security tips.
Experimentation Playbook: 10 A/B Tests a Month as a Solo Founder
Tutorials DataRun 10 A/B tests monthly in 3.5 hours: LLM hypothesis generation, experiment templates, PostHog and Statsig setup. Full framework inside.
REST API Design with AI: Prompts and OpenAPI Spec Generation
Tutorials EngineeringDesigning REST APIs with AI: naming conventions, versioning, error handling, and OpenAPI spec generation. Prompts and real-world examples.
GDPR Compliance Checklist for Startups: AI Audit in 15 Minutes
Tutorials OperationsGDPR checklist for startups with AI audit prompts, common violations and fixes, plus a privacy policy template covering all Article 13 requirements.
AI Performance Marketing Stack: Meta + Google Ads on $500/mo
Tutorials MarketingAI toolkit for performance marketing on a $500/mo budget: prompts for copy and creatives, Meta vs. Google Ads allocation, metrics thresholds, and a weekly optimization cycle.
Keyword Research with AI: How to Find 100 Long-Tail Topics in Your Niche in 30 Minutes
Tutorials MarketingAI-powered keyword research pipeline: seed generation via Claude, clustering with prompts, validation in Ahrefs/SEMrush. Prompts, tables, step-by-step process from zero to a ready content plan.
Elevator Pitch with AI: Turn Your Deck into a 3-Minute Script
Tutorials SalesStep-by-step method for crafting an elevator pitch with AI: a 6-block structure, prompts for each block, before/after examples, and adaptations for investors, clients, and partners.
Objection Handling Playbook: How AI Generates Responses to 'Too Expensive' and 'Not Now'
Tutorials SalesB2B sales objection classification, prompts for generating responses via LLM, a ready-to-use playbook template with examples. A system for preparing to handle any objection.
90-Day Onboarding Plan with AI: Week-by-Week Breakdown and Prompts
Tutorials OperationsA template for a 90-day new employee onboarding plan generated with an LLM. Prompts, week-by-week checklists, and probationary period success criteria.
Screening 100 Resumes in 30 Minutes: An AI Rubric That Eliminates Bias
Tutorials OperationsRubric-based resume screening with LLMs: prompts, calibration, bias mitigation, and a step-by-step process from 100 resumes to a shortlist in 30 minutes.
From Figma to a Working Prototype in 1 Hour: AI-Powered Rapid Prototyping
Tutorials ProductA step-by-step pipeline from exporting Figma mockups to a working prototype using v0, Bolt, and Claude Artifacts. Concrete steps, prompts, and common mistakes.
Monolith vs Microservices vs Serverless: The Real Cost for a Startup
Tutorials EngineeringA TCO model for three startup architectures: monolith, microservices, serverless. AI-assisted calculation prompts, comparison tables, and a decision framework with concrete numbers.
RICE Scoring with AI: How to Prioritize Your Backlog When Everything Feels Urgent
Tutorials ProductRICE framework with AI automation: prompts for scoring Reach, Impact, Confidence, and Effort. A real backlog example with 10 features, templates, and LLM-based automation.
From PRD to Database Schema in 30 Minutes: AI-Powered Domain Modeling
Tutorials EngineeringA step-by-step process for turning a PRD into a PostgreSQL schema in 30 minutes with AI. Extract entities, build relationships, generate migrations.
Positioning Statement Generator: A 4-Step AI Framework
Tutorials StrategyBuild a positioning statement with AI in 30 minutes. A 4-step framework with prompts for audience, category, differentiator, and proof points. Before/after examples included.
Value-Based Pricing with AI: How to Find the Right Price Without a Single Survey
Tutorials StrategyA methodology for value-based pricing using AI: the Van Westendorp model, value analysis through prompts, finding price points from competitor data and user behavior.
Dashboard Design for Startups: Why 3 Dashboards Beat 30 (and How AI Builds Them in Minutes)
Tutorials DataA practical guide to dashboard design for startups: executive, product, and engineering. Concrete metrics, SQL queries, and prompts for generating dashboards in Metabase and Grafana.
SQL for Product Managers: 7 Cohort Queries That AI Writes Better Than an Analyst
Tutorials Data7 SQL queries for cohort analysis: retention, revenue cohorts, activation, churn prediction. Ready-made prompts for AI generation. Copy and run.
TAM/SAM/SOM Calculator: AI-Powered Market Sizing Model
Tutorials StrategyCalculating TAM, SAM, and SOM for a startup with AI: top-down and bottom-up formulas, ready-to-use prompts, a SaaS product example, benchmark tables, and common mistakes.
Bootstrap vs Fundraise: Modeling Both Paths with AI
Tutorials FinanceA framework for deciding between bootstrapping and fundraising: financial models for both scenarios, Claude prompts, comparison tables, sensitivity analysis, and clear selection criteria.
Stress-Testing Your Business Model Canvas with AI Before Investor Meetings
Tutorials StrategyHow to test each of the 9 Business Model Canvas blocks with AI prompts. Common weak spots, analysis examples, and ready-to-use prompts for Claude.
AI Security Audit Checklist: 15 Vulnerabilities Claude Found in Production Code
Tutorials EngineeringA checklist of 15 common production code vulnerabilities with before/after examples and prompts for AI-assisted auditing. SQL injection, SSRF, path traversal, JWT, race conditions, and more.
Sensitivity Analysis with AI: Which Lever Moves Your Startup's Runway More, Churn or CAC?
Tutorials FinanceSensitivity analysis for SaaS startups using AI: formulas, prompts for modeling, scenario tables, tornado diagrams. Churn vs CAC - which parameter has a bigger impact on runway.
TDD with AI: Claude Writes Tests First, Then the Implementation
Tutorials EngineeringHow to apply test-driven development with Claude Code: prompts, test-first workflow, approach comparison. A practical guide with code examples.
AI-Powered PRD: Write Product Specs 5x Faster
Tutorials ProductHow to generate production-ready PRDs with LLMs: document structure, prompts for each section, real output examples, and a ready-to-use template.
Magic Number: How to Find the Action That Retains Users
Tutorials DataMethodology for finding a product's magic number: cohort analysis in SQL, AI correlation of user actions with 30-day retention, A/B test validation. Ready-to-use queries and prompts.
A 3-Month Editorial Calendar with AI: Framework, Prompts, and Template
Tutorials MarketingHow to build a quarterly content plan with an LLM: topic clusters, format distribution, prompts for topic generation, and a ready-made calendar template.
OKRs with AI: from vague goals to measurable Key Results in 30 minutes
Tutorials OperationsHow to use an LLM to generate OKRs: prompts, templates, examples of good and bad Key Results. A full process from strategic priorities to a finished OKR set in one session.
Human-in-the-Loop for AI Products: When the Model Decides and When a Person Does
Tutorials AI OpsA decision-making framework for HITL in AI products: confidence thresholds, risk matrix, escalation patterns. Production-ready implementation examples with code.
Prompt A/B Testing: a scientific approach to improving AI response quality
Tutorials AI OpsMethodology for A/B testing prompts: quality metrics, statistical significance, tools (Langfuse, DeepEval). Step-by-step guide from hypothesis to production decision.
ADR Template + Prompts: AI Writes Architecture Decisions in 5 Min
Tutorials EngineeringGenerate Architecture Decision Records with AI: template, prompt library, CI automation, full Claude Code workflow from decision to docs.
AI Content Engine: How to Publish 8 SEO Articles a Month Without a Team
Tutorials MarketingA complete AI-powered content production pipeline: from keyword research to publication. Prompts, tools, quality metrics, and exact cost figures for each stage.
13-Week Cash Flow Forecast: Template to Prevent Cash Crises
Tutorials FinanceBuild a 13-week cash flow forecast: table structure, formulas, scenario analysis, and AI prompts for automation. Free template included.
200 Reviews → 5 JTBDs in 2 Hours: AI-Powered User Research Synthesis
Tutorials ProductA step-by-step process for extracting Jobs-to-be-Done from user reviews using an LLM. Analysis prompts, clustering, output examples, and a ready-to-use workflow.
Cap Table Modeling with AI: 3 Rounds of Real Dilution
Tutorials FinanceModel a cap table with AI: dilution formulas, Pre-Seed to Series A calculations, prompts, and founder dilution analysis across 3 rounds.
Event Taxonomy from Scratch: AI-Generated Tracking Plan in 1 Hour
Tutorials DataHow to build an event taxonomy for a SaaS product with AI: naming conventions, taxonomy structure, prompts for generating 30 events, and a ready-to-use tracking plan.
AI Code Review Checklist: 4 Categories, 12 Production Prompts
Tutorials EngineeringBattle-tested checklist for AI code review: Correctness → Security → Performance → Readability. Prompts per stage, real findings, CI/CD template.
Pitch Deck Narrative Arc: AI Builds Investor Stories
Tutorials SalesPitch deck narrative framework: AI prompts for every slide, transition logic, and sample copy. Build a presentation that survives 60 seconds.
AI Copywriting for Ads: 5 Frameworks with Prompts
Tutorials MarketingGenerate high-converting ad copy with AI using PAS, AIDA, BAB, FAB, and 4U frameworks. Ready-made prompts and before/after examples included.
ICP Definition with AI: A Precise Customer Profile Instead of Selling to Everyone
Tutorials SalesHow to define your Ideal Customer Profile using AI: analysis prompts, ICP card templates, scoring models, and a step-by-step pipeline from data to segments.
Structured Interview Kit: AI Generates Questions, Scorecards, and Debrief Agendas
Tutorials OperationsHow to build a structured interview kit with AI: competency-based questions, candidate scorecards, and debrief agendas. Prompts, templates, and a step-by-step process.
AI-Generated Job Descriptions: How to Attract Strong Candidates
Tutorials OperationsHow to use LLMs to write job descriptions that attract qualified specialists, not keyword-stuffers. Prompts, templates, before/after examples.
Prompt Engineering System: Managing 50+ Prompts in Production
Tutorials AI OpsHow to build a prompt management system: versioning, testing, A/B deployment, regression monitoring. Practical patterns and tools for production.
Multi-Agent Architecture Patterns: When One AI Isn't Enough
Tutorials AI OpsMulti-agent system architecture patterns for production: Sequential Pipeline, Parallel Fan-Out, Classifier+Router orchestration, task routing, agent specialization with code examples.
Unit Economics for SaaS: Calculate LTV, CAC, and Payback with AI
Tutorials FinanceStep-by-step SaaS unit economics calculation using Claude: LTV, CAC, Payback Period formulas, benchmarks, sensitivity analysis, and ready-to-use prompts.
Content Repurposing with AI: The 1→5 Formula for Technical Content
Tutorials MarketingHow to turn one article into 5 platform-adapted formats in 40 minutes using LLMs. Prompts, n8n + Claude API automation pipeline, and repurposing economics.
LLM-as-Judge: Automated Quality Gate for LLM Outputs in Production
Tutorials AI OpsHow to use LLM-as-Judge for automated LLM output evaluation. Metrics, judge prompts, DeepEval, Langfuse integration, and CI/CD pipeline setup.
SOP Generator: How AI Creates Documentation From Chaos
Tutorials OperationsHow to use LLMs to generate Standard Operating Procedures from screen recordings, chat logs, and config files. Prompts, templates, and a step-by-step process.
AI Slop in Code: A Systematic Approach to Reviewing AI-Generated Code
Cases & Practice Tutorials4 patterns of AI slop with real production examples, a 10-point checklist, and automation tools for reviewing AI-generated code.
Maestro + Flutter: E2E Tests in YAML Without the Pain
TutorialsMaestro for Flutter apps: bilingual regex matchers, iOS workarounds, performance gates, AI assertions. Patterns and pitfalls from a production project.
Multi-Provider LLM: How to Stop Depending on a Single API
TutorialsMulti-provider LLM architecture with LiteLLM proxy: automatic failover, LLM fallback chains, task-based routing, cost balancing. Circuit breaker patterns and production configuration.
Context Engineering Guide: How to Structure Context for LLMs and AI Agents
TutorialsWhat is context engineering and how to apply it: 6-layer context structure, 4 management strategies, persistence patterns, subagent isolation. Practical guide with Claude Code examples.
Langfuse Tutorial: LLM Observability Setup and Production Patterns
TutorialsStep-by-step Langfuse tutorial: LLM call tracing, prompt versioning, cost tracking, output evaluations. Self-hosted setup in 15 minutes with Docker Compose.
How to Build Custom MCP Servers: Setup, Patterns, and Production Guide
TutorialsBuild your own MCP server from scratch and run it in production. Error handling, fallback chains, circuit breakers, monitoring, and security patterns from real-world experience.