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AI Engineering

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

14 articles
Aug 14, 20265 min read

AEO vs SEO: What Actually Gets Your Site Cited by AI in 2026

SEO wins retrieval, AEO wins the citation. First-hand data from a 45-query study: pages ranking top-12 on Google were surfaced by live web search 60% of the time but cited by a browsing AI only 15.6% of the time. What the gap is and how to close it.

AEO vs SEOanswer engine optimizationgenerative engine optimization
Aug 14, 20266 min read

AI Visibility Tools Compared: 8 Ways to Track AI Citations in 2026

Otterly, Peec, Profound, Scrunch, Semrush AI Toolkit, Ahrefs Brand Radar, free graders, and one-off checks compared on 2026 pricing, engines tracked, and what each misses. Plus why measuring AI visibility does not improve it.

AI visibility toolsGEO toolsAEO software
Aug 14, 20265 min read

Do AI Assistants Recommend Your Company? How to Check and Fix It (2026)

ChatGPT passed 800 million weekly users, Google's AI Overviews reach about 2 billion people a month, and most companies have never checked what these engines say about them. Four ways to check, what they cost, and how to fix a bad answer.

AI recommendationscheck AI visibilitywhat does ChatGPT say about my company
Aug 14, 202618 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
Jul 31, 202615 min read

Coding Agents on a Server: The Afternoon Setup, and the Eight Walls That Come After

Running Claude Code on a VPS takes an afternoon. Running a fleet of coding agents that ships while you are away takes months of solving the same eight problems everyone hits, in order. Here is that order, and how I solved each one.

Claude Codecoding agentsVPS
Mar 16, 20268 min read

Cursor vs GitHub Copilot in 2026: Which One Actually Makes Your Team Faster?

A practical comparison of Cursor and GitHub Copilot for SaaS development teams. Real usage data, cost breakdown, and which tool fits which workflow.

cursor vs github copilotAI coding toolscursor IDE
Mar 13, 20268 min read

Claude vs GPT-4o in 2026: An Honest Comparison for Product Teams

A practical breakdown of Claude and GPT-4o for product teams in 2026, covering coding performance, writing quality, API pricing, and which model fits which use case.

ClaudeGPT-4oLLM comparison
Mar 3, 20267 min read

You're Paying for GPT-4 When GPT-3.5 Would Work Fine

Most SaaS founders routing every AI call to the most expensive model are burning 5-10x more than they need to. Here's how to fix your model routing.

ai costsllm apisaas architecture
Dec 30, 20256 min read

The True Cost of AI Chatbot SaaS Tools in 2025 (12-Month Breakdown)

AI chatbot subscriptions cost $240-$3,600/year for most teams. But that's just the start. Here's the full cost breakdown, including setup time, data lock-in, and when a one-time build makes more sense.

AI chatbotSaaS costsknowledge base
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 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, 202518 min read

Claude Opus 4 vs GPT-5 for Building Apps: A Developer's 2026 Comparison

After building production apps with both Claude Opus 4 and GPT-5.5/5.4, here's what actually matters for application development in 2026. Real benchmarks, not marketing.

ClaudeGPT-5LLM 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