Insights on AI, Cloud
& Modern Engineering
We write about AI agents, cloud architecture, cost optimization, and the tools we use every day to build software.
Using Hermes Agent with Gemma 4 & Qwen 3.5: Zero-Cost Local AI Agent Guide
Run a self-improving AI agent with zero API costs. Complete guide to setting up Hermes Agent with Gemma 4 and Qwen 3.5 via Ollama — multi-model routing, skills, and production deployment.
How to Build a Link-in-Bio App Like Linktree: Gaps, Features & MVP Cost Guide
Linktree has 50M+ users and a $1.3B valuation — but users complain about forced branding, analytics behind paywalls, and cookie-cutter designs. Here's how to build a better link-in-bio platform with AI features, and what it costs.
How to Build a Conversational Form Platform Like Typeform: Gaps, Features & MVP Cost Guide
Typeform has 100K+ paying customers and a $935M valuation — but 10 responses/month on the free plan and response-based pricing that punishes success. Here's how to build a better form platform with AI.
How to Build an AI Chatbot Platform Like Chatbase: Gaps, Features & MVP Cost Guide
Chatbase hit ~$50K MRR as a solo founder — but steep pricing, hidden add-on costs, and hallucination issues frustrate users. Here's how to build a better RAG-powered chatbot platform.
How to Build a Meeting Notes App Like Otter.ai: Gaps, Features & MVP Cost Guide
Otter.ai raised $65M but faces a privacy lawsuit and 93.8% accuracy complaints. Fireflies.ai hit $10M+ ARR. Here's how to build a better AI meeting notes platform.
How to Build a Privacy-First Analytics Tool Like Plausible: Gaps, Features & MVP Cost Guide
Plausible hit $100K+ MRR with just 3 people — but complex self-hosting, no free tier, and limited event tracking leave gaps. Here's how to build a better privacy-first analytics platform.
How to Build a Content Repurposing Tool Like Opus Clip: Gaps, Features & MVP Cost Guide
Opus Clip raised $20M with 12M+ users — but per-minute credits, 20-40% clip rework rates, and processing failures frustrate creators. Here's how to build a better AI video repurposing tool.
How to Build a Documentation Platform Like Mintlify: Gaps, Features & MVP Cost Guide
Mintlify raised $18.5M — but the Pro plan jumped to $300/month, per-message AI charges add up, and setup requires dev resources. Here's how to build a better docs platform.
How to Build a Personal Finance App Like Monarch Money: Gaps, Features & MVP Cost Guide
Monarch Money crossed $20M+ ARR after Mint's shutdown — but no free tier, $99/year pricing, and bank connection issues leave gaps. Here's how to build a better finance app with AI.
How to Build an AI Image Tool Like PhotoRoom: Gaps, Features & MVP Cost Guide
PhotoRoom hit $60M ARR — but watermarks on free exports, fluctuating AI credits, and no editing history frustrate e-commerce sellers. Here's how to build a better AI image tool.
How to Build an App Like Things 3 in the AI Era: Features, Tech Stack & Cost Guide
Things 3 is the gold standard for personal task management — but it has real gaps. No collaboration, no Android, no AI. Here's how to build a Things 3-caliber app with AI-powered features, cross-platform reach, and modern architecture.
How to Build a Scheduling Platform Like Calendly in the AI Era: Features, Limitations & Cost Guide
Calendly has 20M+ users and a $3B valuation — but users complain about restrictive free plans, expensive per-seat pricing, and a clunky mobile app. Here's how to build a better scheduling platform with AI-powered features, and what it actually costs.