Home / Insights

Insights

Short, practical notes on shipping AI in real products—not marketing slides.

• RAG vs fine-tuning for SaaS

  When retrieval beats training—and how to decide before you commit budget.

• Evaluating LLM vendors before production

  Latency, cost, failover, and data handling—not just benchmark scores.

• When not to add AI to your product

  Honest criteria for saying no and protecting engineering focus.

• Checklist before you scale AI features

  What to measure, who reviews outputs, and how to roll back if something goes wrong.

• UI testing with Pixelpeep

  How we help teams catch broken screens and user flows before release.

• Real estate with Captverse

  Lead-to-handover workflows for brokerages and operators—with AI flagging exceptions, not replacing judgment.

• Working as an early design partner

  A simpler engagement model when you want to build together with lower upfront cost.

Subscribe: RSS feed · Follow updates on LinkedIn