Facebook Creator Vetting & Brand Safety
Facebook remains the largest social network with nearly 3 billion monthly active users. CreatorScore provides full analysis of Facebook creators — profile data, post engagement, comment sentiment, share patterns, and audience authenticity — to ensure brand-safe partnerships across Facebook's massive ecosystem.
Risk Detection
Platform-Specific Risks We Detect
Misinformation & Fake News
Facebook has a higher prevalence of misinformation sharing than most platforms. Creators who share unverified news or conspiracy content pose brand reputation risk.
Political & Divisive Content
Facebook's algorithm amplifies polarizing content. Creators with highly political pages may alienate segments of a brand's customer base.
Purchased Page Followers
Facebook page likes are easily purchased in bulk. Bot detection is critical to ensure a creator's audience is genuine.
Group Association Risk
Creators active in controversial Facebook Groups may have brand-unsafe associations not visible from their public page alone.
Capabilities
Key Features for Facebook
Post & Caption Analysis
AI-powered scanning of all Facebook posts for hate speech, misinformation, profanity, and controversial content across text, images, and shared links.
Comment Sentiment Analysis
Full comment analysis with bot detection, sentiment scoring, and toxicity monitoring across all public posts.
Share & Virality Tracking
Analyzes share patterns to detect coordinated amplification and distinguish organic virality from manufactured reach.
Page Authority Assessment
Evaluates page legitimacy, admin consistency, posting history, and growth patterns to identify authentic creator presences vs. purchased pages.
Cross-Platform Identity
Links Facebook profiles to creator identities across other platforms for unified cross-platform scoring.
Group & Community Activity
Monitors a creator's activity in Facebook Groups and community posts for brand-unsafe associations or controversial participation.
Benchmarks
Facebook Engagement Rate Benchmarks
Engagement rates vary significantly by follower tier. CreatorScore uses platform-specific benchmarks to evaluate whether a creator's engagement is healthy, below average, or suspiciously high (indicating potential manipulation).
| Tier | Followers | Engagement Rate |
|---|---|---|
| Nano (1K–10K) | 1K–10K followers | 2–4% |
| Micro (10K–100K) | 10K–100K followers | 1–3% |
| Mid-Tier (100K–500K) | 100K–500K followers | 0.5–1.5% |
| Macro (500K–1M) | 500K–1M followers | 0.3–1% |
| Mega (1M+) | 1M+ followers | 0.1–0.5% |
Quick Metrics
Facebook at a Glance
2.9B+
Monthly Active Users
25-54 age range
Primary Audience
Full (posts + comments)
Analysis Depth
Posts, Reels, Stories, Live
Content Format
Scoring Methodology
How CreatorScore Analyzes Facebook Creators
Our 7-agent scoring system evaluates every Facebook creator across independent dimensions, then produces a weighted average score from 1 to 100. Each agent is tuned to the specific signals and fraud vectors of the Facebook ecosystem.
Content Risk Agent
Scans all Facebook content for hate speech, NSFW material, violence, profanity, and visual risks using NLP and computer vision models.
Brand Safety Agent
Evaluates FTC disclosure compliance, controversy history, and brand pattern alignment across all Facebook posts and partnerships.
Sentiment Agent
Measures sentiment stability and audience sentiment across Facebook content and comments, detecting shifts that signal emerging risk.
Authenticity Agent
Detects fake followers, purchased engagement, and bot activity specific to Facebook's ecosystem and fraud vectors.
Audience Quality Agent
Evaluates the health and engagement depth of a creator's Facebook community, analyzing comment quality, reply patterns, and audience relevance.
Community Trust Agent
Assesses FTC disclosure compliance and creator conduct patterns on Facebook, including how they handle controversy and engage with their community.
ROI Prediction Agent
Forecasts campaign performance potential on Facebook based on engagement trends, community health, and growth trajectory.
Learn more about our full scoring methodology, including knockout factors and score tiers.
Start Vetting Facebook Creators
Get AI-powered brand safety scoring and risk analysis for Facebook creators in minutes.