Case Studies

Real Data. Real Scores. Real Consequences.

Every case study below uses real CreatorScore data — actual posts, comments, and AI agent analysis. See what our platform would have surfaced before millions were invested.

77/100
Good

When Alex Cooper Called Out Alix Earle, We Caught It in 4 Hours

Alex Cooper vs Alix Earle·TikTok + Instagram

Real-time creator-vs-creator feud detection via multi-signal monitoring.

On April 14, 2026, Cooper publicly dragged Earle. CreatorScore caught the drama in under 4 hours via comment-layer cross-mention spikes, a 50-point sentiment drop on Cooper's latest promo, and LLM transcript analysis — writing 2 critical + 10 high severity flags and queueing alert emails before the news cycle picked it up.

Time to Detection

< 4 hrs

Risk Flags

38

Cross-Mentions

35

Sentiment Drop

-50 pts

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40/100
Poor

How CreatorScore Would Have Prevented ABC's $40M+ Mistake

Taylor Frankie Paul·TikTok + Instagram

Felony assault conviction, domestic violence arrest, cancelled Bachelorette season.

ABC invested $40M+ in a Bachelorette season starring Taylor Frankie Paul — despite a felony assault guilty plea and DV arrest being public record. CreatorScore would have flagged her as HIGH RISK with a knockout-capped score of 40/100.

Followers

8.6M

Posts Analyzed

49

Comments

540

Est. Loss

$55-80M+

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82/100
Excellent

When Niche Mismatch Destroys Brand Trust

Mel Robbins·Instagram + TikTok + YouTube + LinkedIn

Great creator, wrong product. Motivation speaker selling protein supplements.

Mel Robbins scores 82/100 as a motivation creator — but protein supplements fall outside her niche authority entirely. CreatorScore's data shows why a 2M-follower fitness creator would outperform her 24.9M followers on supplement sales.

Followers

24.9M

Posts Analyzed

235

Comments

1,800+

Niche Fit

None

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Don't Be the Next Case Study

Every risk signal in these case studies was publicly available before the brand invested. CreatorScore surfaces them in under 60 seconds for less than $0.25 per assessment.