AI.
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What does an AI agent cost? Prices and examples
What does an AI agent cost? Build and running costs at a glance, with model prices (November 2026), a worked example, and the traps where costs run away.
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Office AI agents: Cowork, ChatGPT Work, and more
Claude with Cowork and Duet, ChatGPT Work, Perplexity Teammates: what the new office AI agents do, what they cost, and where they still fail.
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Prevent AI hallucinations: answers need evidence
How to prevent AI hallucinations: why agents should answer only with evidence from your data, how that is built, and what happens with contradictions.
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AI agent glossary: 20 terms in plain words
Agent, harness, MCP, A2A, RAG, human in the loop: 20 terms around AI agents, two sentences each, with what they mean for a business.
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10 questions before your first AI agent project
Ten questions to settle before your first AI agent: process, data, access, approvals, cost, and success. With the answers that carry a project.
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Can AI agents use German websites? 1,000 tested
Can browser agents use German websites? 1,000 top sites tested: 52% with fake buttons, 66% with covered controls, almost no WebMCP.
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12 jobs for AI agents in ERP, PIM, and CRM
Twelve jobs AI agents take over in ERP, PIM, and CRM today: what the agent does, what it needs, and what stays with a person.
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AI agent, RPA, or workflow: which fits when
AI agents, RPA, and workflow automation compared: what each does, where each breaks, and why most business processes need all three.
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MCP or API: how AI agents reach your ERP
MCP is the standard AI agents use to work in ERP, PIM, and CRM. What it adds to an API, which ERPs ship a server, and when the API is the better route.
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n8n vs Make vs Zapier for AI agents
n8n, Make, and Zapier compared for AI agents: billing and prices (November 2026), agent features, data protection, and when code is the better choice.
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9 product data errors AI agents catch
Missing attributes, mixed units, copy that contradicts the attribute: nine typical product data errors, how an AI agent finds them, and what it proposes.
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What is an AI agent? Definition and examples
An AI agent is a language model that completes tasks with tools. What it consists of, and how it differs from a chatbot and from a workflow.
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How fast AI agent techniques age: a timeline
From prompt tricks to /goal: two years of AI agent techniques on one timeline. Which aged within months, which moved into the products, and what lasts.
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15 AI automation examples for small businesses
Fifteen AI automations that pay off in small and mid-sized businesses: inbox, invoices, leads, product data, and reports, with the systems each one needs.
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The best free robots.txt testers, ranked
Google retired its robots.txt Tester in 2023. The free tools that replace it, which parser each uses, and how to test GPTBot and other AI bots.
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The best free schema markup validators, ranked
A vendor-neutral ranking of free schema markup validators: Rich Results Test, Schema Markup Validator, Search Console, and what valid markup still misses.
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Can AI crawlers read JavaScript?
Mostly not. GPTBot, ClaudeBot, and PerplexityBot read the raw HTML and skip JavaScript. What that hides from ChatGPT and Claude, and how to fix it.
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What is /goal in Claude Code and Codex?
/goal keeps Claude Code or Codex working across turns until a completion condition holds. How the evaluator decides, and how to write a goal that holds.
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What is an agent-friendly website?
An agent-friendly website is one AI agents can operate for a user: real buttons, named controls, stable layout, WebMCP. Google's rules, checked.
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What is an agent harness?
An agent harness is the software around a language model that makes it act: context, tools, loop, permissions, checks. Why it matters more than the model.
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What is an LLM wiki?
An LLM wiki is a knowledge base of linked Markdown pages that a language model writes from raw sources. Karpathy's pattern, and how it compares to RAG.
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AI visibility of German websites: 1,000 checked
We checked the 1,000 most-linked German websites for AI visibility: 60% lack Organization schema, 27% block an AI crawler, 6% publish llms.txt.
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The best free AI visibility checkers, ranked
A vendor-neutral ranking of free AI visibility checkers: which count your mentions in ChatGPT and Gemini, and which test whether AI can read your site.
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AI email triage: what the agent does
AI email triage: an agent reads incoming mail, extracts the data, routes it to CRM, ERP, or support, and drafts the reply. How it works, where humans stay.
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Product data for AI shopping assistants
AI shopping assistants recommend products they can verify. Which product attributes decide, where they have to live, and how to get a catalog ready.
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What is RAG? Retrieval in plain terms
Retrieval-augmented generation (RAG) lets an AI answer from your own documents: find the right passages, then write a grounded answer that cites them.
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26% of top websites block AI crawlers
Robots.txt scan of the 800 most-linked websites: 26.6% block at least one AI crawler, GPTBot 19.2%, OAI-SearchBot only 8%. Full per-bot numbers.
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EU AI Act deadlines after the 2026 omnibus
The digital omnibus moved EU AI Act high-risk duties to December 2027 and August 2028. Article 50 transparency has applied since 2 August 2026.
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AI integration for German SMBs in 2026
What 'AI integration' means for a German SMB in 2026: the four project categories, the DACH-specific layer, and the mistakes that stall deployments.
