Most Marketers Report AI Gains but Few Can Prove Them, Metric Sherpa Study Finds
TLDR
A Metric Sherpa study produced with Sprinklr finds most organizations report AI meeting expectations but few can prove results, largely because success metrics, baselines, and outcome owners are missing.
Optimixed Overview
Optimixed's original report on this story.
A Metric Sherpa study produced with Sprinklr found that 92% of organizations with customer-facing AI in regular use said it met or exceeded expectations, yet only 27% could show proof. Just 10% recorded a baseline and 17% named an owner for AI business outcomes. MARTECH reports the study recommends defining metrics and baselines before launch and agreeing on criteria to scale, change, or stop an AI application.
How we got here
On September 1, reports said most marketing teams struggled to prove ROI on AI investments because they measured task productivity rather than workflow outcomes. On October 9, enterprise data showed two-thirds of enterprises had dedicated AI budgets and planned AI agents, yet 40.2% could not prove ROI. Now, a Metric Sherpa study produced with Sprinklr finds most organizations say AI is meeting expectations, but few can prove results, which it attributes largely to missing success metrics, baselines, and outcome owners.
Summary of earlier coverage
- Oct 14Semrush study: AI visibility metrics conflate mentions and citations, obscuring what actually needs fixing
Semrush's 2026 AI Visibility Index found that brands often rank high for being mentioned in AI answers but low as cited sources—or vice versa—meaning a single visibility score hides which problem needs solving.
- Sep 28Marketing employers are hiring for AI agent builders, not prompt writers
MARTECH analyzed 60 marketing job postings to map what employers now want: AI agents and workflow automation, not just prompt expertise.
- Sep 8AI Hasn't Solved Marketing's Time Problem—Here's Why
MARTECH reports that while AI accelerates early-stage content drafting, marketing teams still lose time to approval workflows, team coordination, and decision overload—suggesting the real bottleneck was never copywriting.
- Aug 28Nearly Half of Marketers Use AI Agents Without Confidence in Their Data Quality
Validity's survey finds 91% of marketers see data readiness as critical to AI adoption, yet only 21% feel their CRM data is well-prepared, while 45% already delegate decisions to autonomous AI agents.