2026 Research Report
AI Won’t Fix Your Data Problem
The data feeding your AI is broken. This report shows what to fix.
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The root cause. AI doesn’t fix bad data. It scales it. Every tool in your stack is only as good as what you feed into it.
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The hidden cost. Most teams spend 10–50% of ops capacity cleaning data manually. That’s time spent before a single lead reaches sales.
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The false confidence. A scoring model trained on dirty data still returns a ranked list. AI fails confidently. And confident failure looks like a valid report.
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The governance gap. High-growth organizations aren’t winning because they have better AI. They’re winning because they govern their data before AI ever touches it.
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Find out if your data foundation is ready for AI and what to do if it isn’t.
26%
Of organizational data is already untrustworthy. AI doesn’t know the difference. It just acts on it.
Salesforce State of Marketing
42%
Of leaders lack full confidence in their AI outputs. Bad data is why.
Salesforce State of Marketing
90.3%
Of marketing organizations have AI agents in their stack, but most lack the data quality to make them work.
eMarketer, 2026
AI Is Insanely Powerful. But It Doesn’t Fix Broken Inputs. It Scales Them.
Find out what has to change before any of it works.
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