Fivetran 2026: 42% der KI-Pilote scheitern an Datenqualität

AI data-readiness check · 4 minutes

Are your data ready for AI?

Fifteen questions, a score across five data dimensions, and a comparison to the Fivetran 2026 industry average of 61%. 42% of AI projects fail — and the main reason is rarely the model, it's the data.

Important: a real data-readiness audit inspects schemas, lineage tools, governance docs, retention enforcement and sector-specific compliance evidence. This tool is a 4-minute pulse check, not an audit substitute.

Methodology

5 dimensions × 3 questions = 15 quiz items. Per question 0-10 points, per dimension average × 10 = 0-100. Aggregate = average across all 5 dimensions, equally weighted. Benchmark value 61% from Fivetran Agentic AI Readiness Index 2026 (average data-readiness in mid-market). Pure heuristic, no LLM call, no logging of your answers.

Is your data ready for AI?

The AI Data Readiness check tests whether your business's data is AI-ready — that is, complete, clean and accessible enough for an AI to work with sensibly. AI is only ever as good as the data it's fed. For people who want to know the foundation is sound before they invest.

How it works

  1. 1State what data you have and where it lives — system, spreadsheets, paper.
  2. 2Answer questions on quality, structure, recency and access.
  3. 3The check rates your data maturity and shows the biggest gaps.

Frequently asked questions

Do I have to upload my data?
No. You only answer questions about your data — you don't enter any actual records. The tool rates maturity based on your answers, not the contents.
What does 'AI-ready' even mean?
That your data is sufficiently complete, consistent, current and machine-accessible. Scattered Excel files or paper folders are a common obstacle — the check makes such weak spots visible.
Is it free?
Yes, free and without an account. The check runs in your browser and stores no business data on our servers.
What if my data isn't ready yet?
That's normal and no cause for worry. The check shows you the gaps in priority order, so you can clean up in a targeted way before investing in AI. The AI Agent Readiness check shows you the next maturity step.

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