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AI Engineering

Practical AI integration techniques, LLM implementation, and development acceleration strategies.

6 articles
Nov 14, 202515 min read

Build vs Buy: When to Use AI APIs vs Building Custom AI Features

Should you use OpenAI's API or build custom AI? A framework for deciding when to buy pre-built AI solutions vs building from scratch, with real cost comparisons and decision criteria.

AI strategyBuild vs buyOpenAI
Nov 13, 202518 min read

The Hidden Costs of AI Features in SaaS Products (And How to Budget for Them)

Beyond API costs: The real expenses of adding AI to your SaaS. From technical debt to monitoring to team training, here's what most founders miss when budgeting AI features.

AI costsSaaS budgetingTechnical debt
Nov 12, 202512 min read

AI-First vs AI-Enhanced Products: Which Strategy Is Right for Your SaaS?

Should you build an AI-first product or add AI to enhance your existing SaaS? Cost, market position, and strategic trade-offs explained with real examples.

AI strategyProduct strategySaaS development
Nov 11, 202517 min read

AI Agents for SaaS: When to Build Them (And When Simple AI Is Better)

AI agents can transform your SaaS product or become an expensive distraction. Learn when agents make sense, how to build them, and when simple AI features work better.

AI agentsSaaS developmentLLM applications
Nov 10, 202517 min read

Claude vs GPT-4 for Application Development: Which LLM Should You Use?

Head-to-head comparison of Claude and GPT-4 for building AI-powered applications. Cost, performance, accuracy, and real-world benchmarks to help you choose the right model.

ClaudeGPT-4LLM comparison
Nov 9, 202514 min read

When to Add AI Features to Your SaaS (and When to Wait)

Not every SaaS needs AI. Learn the signals that you're ready, common mistakes to avoid, and how to validate AI features before spending $50K+ building them.

AI featuresSaaS developmentproduct strategy