Insights

Writing that supports the work

Authority, not a detached blog. Topics stay close to AI ROI, production LLM implementation, and mobile AI architecture.

• AI Consulting · 8 min read

  AI Consultant vs AI Agency: When Startups Should Hire Which

  A practical guide to choosing between an embedded AI consultant and a full agency — cost, speed, ownership, and when each model wins.

• AI Consulting · 10 min read

  LLM Integration Checklist for Product Teams Shipping to Production

  The non-negotiables before you put a chatbot or copilot in front of users: data boundaries, evals, latency budgets, and fallback UX.

• AI Consulting · 7 min read

  How to Choose AI Use Cases That Actually Return ROI

  A scoring model for AI strategy: frequency, cost of failure, data readiness, and differentiation — so you stop building demos nobody adopts.

• AI Consulting · 9 min read

  Mobile AI Apps: SwiftUI and React Native Patterns That Feel Native

  How to integrate copilots and on-device or cloud LLMs without jank — streaming UX, offline fallbacks, and architecture that stays maintainable.

• Career · 7 min read

  From Enterprise Engineering to AI Consultant: What Transferred

  How years in large product orgs shaped consulting craft — ownership, quality bars, and when to cut scope for AI delivery.

• Career · 6 min read

  Five Years of Product Engineering: What Actually Matters

  Ownership, shipping, and quality — the filters used when choosing AI problems, stacks, and consulting engagements.