AI-Augmented Founder

All posts

Strategy, product, engineering, finance, marketing — one founder, AI as the team.

AI Content Engine: How to Publish 8 SEO Articles a Month Without a Team

Tutorials Marketing

A complete AI-powered content production pipeline: from keyword research to publication. Prompts, tools, quality metrics, and exact cost figures for each stage.

AI-Powered PRD: Write Product Specs 5x Faster

Tutorials Product

How to generate production-ready PRDs with LLMs: document structure, prompts for each section, real output examples, and a ready-to-use template.

Stress-Testing Your Business Model Canvas with AI Before Investor Meetings

Tutorials Strategy

How 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.

20 Investor Questions: How AI Prepares Better Answers Than Founders

Cases & Practice Sales

20 standard investor questions with Claude prompts and answer templates. Pitch meeting prep with AI: unit economics, TAM, competitors, go-to-market.

TAM/SAM/SOM Calculator: AI-Powered Market Sizing Model

Tutorials Strategy

Calculating 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.

AI Code Review Checklist: Correctness, Security, Performance, Readability

Tutorials Engineering

A checklist for AI code review across 4 categories with prompts for each stage, real-world finding examples, and a CI/CD pipeline integration template.

Event Taxonomy from Scratch: AI-Generated Tracking Plan in 1 Hour

Tutorials Data

How 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.

200 Reviews → 5 JTBDs in 2 Hours: AI-Powered User Research Synthesis

Tutorials Product

A 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.

Magic Number: How to Find the Action That Retains Users

Tutorials Data

Methodology 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.

TDD with AI: Claude Writes Tests First, Then the Implementation

Tutorials Engineering

How to apply test-driven development with Claude Code: prompts, test-first workflow, approach comparison. A practical guide with code examples.

AI Copywriting for Ads: 5 Frameworks with Prompts

Tutorials Marketing

Generate high-converting ad copy with AI using PAS, AIDA, BAB, FAB, and 4U frameworks. Ready-made prompts and before/after examples included.

Cap Table Modeling with AI: 3 Rounds of Real Dilution

Tutorials Finance

Model a cap table with AI: dilution formulas, Pre-Seed to Series A calculations, prompts, and founder dilution analysis across 3 rounds.

13-Week Cash Flow Forecast: Template to Prevent Cash Crises

Tutorials Finance

Build a 13-week cash flow forecast: table structure, formulas, scenario analysis, and AI prompts for automation. Free template included.

Email Drip Sequence with AI: 7 Emails from Trial to Paid

Cases & Practice Marketing

Build an AI-generated 7-email drip sequence for SaaS trial-to-paid conversion. Prompts, timing, templates, and metrics included.

Pitch Deck Narrative Arc: AI Builds Investor Stories

Tutorials Sales

Pitch deck narrative framework: AI prompts for every slide, transition logic, and sample copy. Build a presentation that survives 60 seconds.

ICP Definition with AI: A Precise Customer Profile Instead of Selling to Everyone

Tutorials Sales

How 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 Operations

How 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 Operations

How 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 Ops

How to build a prompt management system: versioning, testing, A/B deployment, regression monitoring. Practical patterns and tools for production.

Multi-Agent Architecture: When One AI Isn't Enough

Tutorials AI Ops

Multi-agent system architecture for startups: orchestration patterns, task routing, agent specialization, code examples, and configuration.

Rigor Dial - a volume knob for AI assistant criticism

Tool Reviews

A slash skill for Claude Code that controls how aggressively the AI challenges your decisions. From silent executor to full devil's advocate.

Ambient AI for Mac: Tauri + Swift + Ollama. Built It, Tested It, Killed It

Cases & Practice

How I built an ambient AI agent for macOS with Tauri 2.0, Swift, and a local LLM. Architecture deep dive, real data from 5 days of usage, and why it became open source.

AI-Personalized Cold Outreach: Full Pipeline from Research to Send

Cases & Practice Sales

How to build an AI-powered cold outreach pipeline with automated contact research. Tool stack, prompts, deliverability setup, and real email examples.

Unit Economics for SaaS: Calculate LTV, CAC, and Payback with AI

Tutorials Finance

Step-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 Marketing

How 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 Ops

How 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 Operations

How 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 Tutorials

4 patterns of AI slop with real production examples, a 10-point checklist, and automation tools for reviewing AI-generated code.

ProxyCraft: VPN and Proxy Service Right Inside Telegram

Cases & Practice

VLESS-based VPN through CDN, plus Telegram and WhatsApp proxies. Subscription management, payments, setup - all inside Telegram. Servers in Amsterdam and Saint Petersburg.

The AI agent said 'done' - but it wasn't. Why coding agents lie and how to catch them

Tool Reviews Cases & Practice

Over 76% of developers hit high AI hallucination rates. We break down action hallucinations in Claude Code and Gemini CLI - and how to catch them.

Maestro + Flutter: E2E Tests in YAML Without the Pain

Tutorials

Maestro 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

Tutorials

Multi-provider LLM architecture with LiteLLM: fallback chains, task-based routing, cost balancing across providers. Circuit breaker patterns, monitoring, configuration examples.

Circuit Breaker in Deno Edge Functions: Protecting Your AI Pipeline from Cascade Failures

JourneyBay

How we built a resilience layer for edge functions: circuit breaker, retry with jitter, and fail-open rate limiting. Real production code, zero dependencies.

Context Engineering: How to Manage Context for AI Models and Agents

Tutorials

How to structure context for LLMs: 6 layers, 4 strategies, persistence, subagents. A practical guide with real-world examples from Claude Code.

The Missing Standard Library for Supabase Edge Functions

Tool Reviews Cases & Practice

How we extracted 7 reusable packages from 76 production Edge Functions: error handling, resilience, auth, testing, and more.

Dual Auth: Appwrite JWT → Supabase JWT via Edge Function

JourneyBay

How to run two auth providers in one app for data residency compliance. JWT token chaining, AuthBridge syncing 6 systems, Completer-lock, and SyncRecovery.

LLM Observability with Langfuse: Why You Need It and How to Set It Up

Tutorials

Practical guide to Langfuse: LLM call tracing, prompt management, cost tracking, evaluations. Self-hosted in 15 minutes, production patterns.

MCP in Production: From Setup to Custom Servers

Tutorials

How to build and run custom MCP servers. Real-world patterns for error handling, fallback chains, monitoring, and security from production experience.

Stop Copy-Pasting MCP Configs: How AgentSync Keeps All Your AI Coding Agents in Sync

Tool Reviews

CLI tool to sync MCP server configs across Claude Code, Cursor, Codex, and Gemini. One source of truth, automatic format conversion, backups.

Claude Concilium: Get a Second Opinion from GPT and Gemini Inside Claude Code

Tool Reviews

Open-source framework for parallel AI consultations with OpenAI, Gemini, Qwen, and DeepSeek from Claude Code. 3 MCP servers, fallback chains, zero API keys.

AI Coding for Flutter and Mobile Development: What Every Guide Gets Wrong

Tool Reviews Cases & Practice

Why AI assistants stumble on Flutter. Real experience: build_runner, Riverpod, widget trees, testing. What works, what doesn't.