Insights
AI, engineering & AX insights
Lessons from building products, and practical notes for anyone considering AI transformation.
AI Agent Adoption Guide — How Companies Actually Use Them (2026)
A practical 2026 guide to AI agent adoption: how agents differ from chatbots, where to apply them first, the rollout stages, and how to avoid the common failure patterns.
Automating Customer Support with an AI Chat Assistant — Cost, Structure, Conversion (2026)
A practical 2026 guide to AI customer support automation: what it actually reduces, how to structure the AI-human split, what it costs, and how to design for conversion instead of just deflection.
AI Adoption for Small & Mid-Sized Businesses — Where to Start (2026)
A practical guide to AI adoption for SMEs: why the big-company playbook doesn't work at your scale, budget-tiered starting points, and how to avoid the failure patterns small teams run into.
AI Model Development Outsourcing — Vendor Selection, Cost, and Contracts (2026)
A practical guide to AI model outsourcing in 2026: what AI model development actually costs, how to pick a vendor, what to put in the contract (data, evaluation, operations), and the failure points most teams miss.
AX Transformation Roadmap — A Step-by-Step Framework (2026)
How to actually execute an AX (AI transformation): a step-by-step roadmap from assess → pilot → scale → operate, a checklist for each stage, and how to get past the point where 95% of AI initiatives stall.
AI Workflow Automation: Where to Start — a Practical SMB Roadmap (2026)
A practical guide for small and mid-sized businesses that want to automate work with AI but don't know where to begin. How to pick the right tasks, an impact-vs-difficulty matrix, a 3-month rollout roadmap, common failures, and what it costs.
Building a RAG Chatbot for Your Business — an AI That Answers From Your Own Documents
ChatGPT doesn't know your internal policies or manuals. A RAG chatbot answers from your company's documents, wiki, and contracts. Here's what RAG is, how it's built, and what to check before you outsource it.
How to Build an AI Character Chatbot — Persona, Live2D, Voice (2026)
How do you build an AI character chatbot? Persona (system prompt), LLM, Live2D animation, voice (TTS), and memory — the building blocks of a character-chat service, how to ship one, and what to check when outsourcing.
Mobile App Development in the AI Era — Cost, Timeline, Outsourcing (2026)
How AI is changing mobile app development. Native vs cross-platform, building AI features in, the real cost and timeline, and choosing outsourcing vs a product studio — a 2026 guide.
Why You Must Start AX Now — The 2026 Reality of Enterprise AI
95% of AI pilots show no measurable ROI in 2026 — yet starting AX (AI transformation) now matters more than ever. Agentic AI trends, how SMBs should adopt AI, and the priorities that don't fail.
AI Software Outsourcing in 2026 — Costs, Failure Rates, and a Better Model
What does AI software outsourcing cost in 2026? IT outsourcing price and failure-rate data, why traditional SI struggles with AI projects, in-house vs outsourcing vs product studio, and a checklist before you sign.
What Is AX (AI Transformation)? A Practical 2026 Guide
From the definition of AX to adoption stages, common failure modes, and how to prioritize for ROI — a practical guide from a team that ships its own AI products.
Why AI Outsourcing Fails — and How a Product Studio Is Different
The structural reasons AI projects fail when handed to a generic SI/outsourcing shop, and how a studio that ships its own products works differently.