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Notes on AI and software.
What Moves When You Change AI Providers
Changing AI providers involves instructions, tool compatibility, data and testing. Check retirement notice, export rights and who handles the move.GDPR Right to Erasure for AI Agents, in Practice
A deletion request reaches more than the chat: the agent's action log, the search index it built, and the backups. One month covers all of it.OpenClaw vs Hermes vs Grok Bot: None Is Safe by Default
OpenClaw, Hermes and Grok Bot compared using current plans, hosting, skills and approval controls. Choose by tested workflow fit and actual data boundaries.What an AI Agent Implementation Costs in Europe
Published quotes range from $2K to $400K. Eurostat puts the real labour cost base at €48.20 an hour across the EU — €24.00 in Bulgaria, €71.70 in Ireland.Where Your AI Agent Needs a DPIA, and Where It Does Not
Every EU authority publishes its own DPIA list, and they differ. The Netherlands, Italy and Germany name employee monitoring. Five countries do not.Does AI Data Residency Keep Your Data in Europe?
Azure's default processes prompts in any region. Google warns off its global endpoint. OpenAI charges 10% more for EU processing.Does an AI Agent Write German as Well as English?
In 63 published EN/DE article pairs, German used a median 21.5% more tokens with o200k. Quality needs a separate test of your client-facing writing.Can AI Read Your Scanned Documents? The Limits
Can AI read scanned documents? Compare six providers’ file, page, text-height and handwriting limits, then test the exact files your business needs.Which AI Providers Train on Your Data
Anthropic bars training on commercial accounts — until someone clicks thumbs up, which keeps that conversation five years. Eight products, read from the terms, by plan.What Your AI Agent Can Actually See
An agent sees exactly what its OAuth scopes allow. gmail.send cannot read your mailbox. drive.readonly reads every file you own. Here is how to check yours.GDPR and AI Agents: What European Deployers Must Do
53.61% of EU firms that considered AI cite unclear legal consequences. Here is which GDPR obligation each agent action triggers, and who is controller.European AI Adoption by Business Size and Sector
Eurostat puts EU AI use at 17% for small firms and 55.03% for large ones. See where adoption is concentrated and what the gap means for implementation.EU AI Act: A Deployer Guide for Small Businesses
A practical EU AI Act intake for small businesses: identify your role, transparency duties, human controls, logs, and when you need legal advice.Agentic AI Statistics 2026: What the Data Shows
In 2026, 88% of organizations use AI but only 12% of CEOs report both revenue gains and cost cuts from it. The gap is workflow redesign — not adoption. The 2026 agentic AI numbers, from Stanford HAI, PwC, Databricks, and NVIDIA.Enterprise AI ROI by Industry: 2026 Survey Data
In 2026, financial services, telecom, and retail/CPG lead AI ROI, yet 56% of all CEOs report no return at all. The gap tracks workflow structure, not the tool. AI ROI by industry, from NVIDIA, PwC, IBM, and Accenture 2026 data.How to Hire an AI Developer for a Small Business
Freelance AI developers charge $93–$160/hr, in-house engineers cost $134K–$193K a year. Neither is the real risk — a single point of failure is. Here's how to hire around it.OpenClaw Setup Guide: Approval Rules Before Go-Live
OpenClaw setup needs scoped access and tested approval rules. Plan connections, reviewers and exception handling before enabling live business actions.AI in Customer Service: 2025–2026 Statistics
AI customer service statistics: compare measured productivity, 2026 adoption, customer preferences and future resolution forecasts before planning a support workflow.Is Your Business Ready for AI Agents?
AI agent readiness needs a defined workflow, ownership, usable data and technical access. Assess the first job instead of relying on a generic failure rate.Have something in mind?
Tell us what you want built. We'll tell you what it would take.