Long reads on AI for B2B.
Frameworks, deep dives, opinion. Field notes are the short ones — these are the essays.
Blog · long-form
AI agent or AI built into the process: when autonomy is overkill
Not every task needs an autonomous AI agent: in 2026 augmentation leads autonomy 10.7:1. The matrix for when you need an agent and when embedded AI wins.
Why the same AI agent produces different results — and how to vet your vendor
An unstable agent signals weak constraints, not a weak model. Six questions for your vendor, red flags in the proposal and what to put in the pilot contract.
How to calculate an AI agent's ROI in five steps
Five steps to calculate AI agent ROI: discrete tasks, baseline, volume, minus review time, total. An outside open case study and our own — both with numbers.
AI Agents vs Custom Development: How to Choose Between Building, Buying, and a Studio
Build an AI agent from scratch, buy a platform, or use a studio? An honest 2026 framework with real EUR costs, timelines, and the maintenance nobody budgets.
AI Agents vs n8n: Where Building Your Own Agent Ends
You can build an AI agent in n8n — the node is real. Here's where orchestration ends and a production agent begins: evals, guardrails, and the real cost.
AI Agents vs Make: When a Scenario Is Enough, and When You Need an Agent
Make automates structured workflows brilliantly. You need a custom AI agent when the input is messy and the volume is real — often running alongside Make.
AI Agents for Business: What They Are, What They Cost, and When You Actually Need One (2026)
What an AI agent for business is, which front-office jobs it can do today, what it costs in 2026, and when you shouldn't get one.
State of AI Agents 2026: 5 numbers that actually matter for small business
Most AI reports measure the enterprise. Five Business.com numbers for a 10–200 person business: 57% already invest, 5.6 hours a week saved per person.
What an AI agent really costs: the six budget lines a quote leaves out
Not the licence or the tokens: six budget lines every first quote skips, priced on Grow2.ai's public pilot terms, plus one question to test any vendor.
We Replaced a Finance SaaS with an AI-Built Platform: Production in 5 Days
Grow2.ai replaced a $45–50/month finance SaaS with its own AI-built platform: live with real books in 5 days, 23,000+ transactions migrated.
AI Agent for E-commerce: What 6,400 Real Conversations Look Like in Production
A Ukrainian clothing retailer with 30+ shops runs an AI agent on Instagram, Viber and Telegram: 6,400+ dialogues at ≈€0.10 per conversation.
AI Agent ROI Case Study: How a 500-Dealer Network Cut Support Costs by 80%
A manufacturing company replaced ~$17K/year of routine dealer support with an AI agent that cost ~$2.7K to build. Full cost breakdown, payback in 2-3 months.