How Long Does an MVP Actually Take? (Real Timelines)

"Stop guessing how long your MVP will take. Real timelines for web apps, mobile apps, and e-commerce MVPs based on actual project data, not agency sales pitches."

January 9, 2025

How Long Does an MVP Actually Take? (Real Timelines)

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Building an AI-Native Marketing Automation App: Why Bolt-On AI Fails

AI Development

Jan 10, 20268 min read

Building an AI-Native Marketing Automation App: Why Bolt-On AI Fails

Most marketing automation apps treat AI as a feature to add later. Here's why that approach fails—and how to architect AI-native marketing automation from day one.

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The AI Agent Backend Checklist: 7 Infrastructure Requirements Your Chatbot Didn't Need

AI Development

Jan 5, 20268 min read

The AI Agent Backend Checklist: 7 Infrastructure Requirements Your Chatbot Didn't Need

Chatbots are stateless. Agents accumulate state, make decisions, and run for minutes. Here are the 7 backend requirements that make or break production agents.

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When NOT to Use AI Agents: A Decision Framework Before You Waste $50K

AI Development

Jan 3, 202611 min read

When NOT to Use AI Agents: A Decision Framework Before You Waste $50K

90-95% of AI initiatives fail. Most teams build AI agents when they need simpler solutions. Here's how to know if you're about to waste money on the wrong approach.

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