Creator Risk Score

One number to compare every creator on

A composite 0–100 risk rating, built from four independent dimensions, so brand and marketing teams can stop arguing about which metric matters and start making decisions.

Score a creator free →Full vetting workflow
0–100
Composite score
4
Sub-scores
5
Platforms covered
$0
Free preview
The four sub-scores

Four dimensions, independently scored

The headline score sits on top of four sub-scores. Each is calculated independently, then weighted into the composite.

🤖
Audience authenticity (0–100)

Real-vs-bot follower ratio, profile quality, engagement authenticity, geographic alignment.

📚
Content history (0–100)

Last 12–24 months scanned for controversies, FTC issues, brand conflicts, and tone drift.

💬
Engagement quality (0–100)

Comment authenticity, engagement-to-reach ratio, save and share rates, anomaly signals.

🎯
Brand-fit (0–100)

Niche alignment, tone alignment, audience overlap with target customer, competitor exposure.

Score bands

How to read the score

Lower is safer. Use these bands as a default decision framework — adjust thresholds based on your team's risk appetite and deal size.

0–20
Low risk — proceed

Authenticity, content history, and brand-fit all healthy. Standard contract terms are appropriate.

20–40
Moderate — investigate

One sub-score is below band. Investigate before signing deals over your standard size threshold.

40–60
Yellow flag — restructure

Multiple sub-scores are stressed. Consider performance-based terms, smaller deal size, or pre-approval gates.

60+
High risk — pass

Compounding issues across multiple dimensions. Most brands should pass — the downside risk is too concentrated.

Related

Drill into a specific sub-score

Audience authenticity →Fraud detection →Fake follower checker →Brand safety monitoring →Creator audit tool →Vetting tool →
FAQ

Questions about the risk score

How do you score creator risk?

A defensible risk score combines four dimensions: audience authenticity (real vs. bot followers), content history (controversies, FTC issues, brand conflicts), engagement quality (genuine vs. inflated interaction), and brand-fit (niche, tone, audience overlap). Each dimension is scored independently, then weighted into a single 0–100 number. Perkifi exposes both the final score and the sub-scores so you can see where risk concentrates.

What is a good creator risk score?

Lower is safer. Scores under 20 indicate low risk and are usually safe to proceed with. 20–40 is moderate — investigate before signing larger deals. 40–60 means significant risk in at least one dimension. Above 60, the creator likely has multiple compounding issues and most brands should pass.

Why use a single risk score?

A single number makes creators directly comparable. Without one, every pitch turns into a debate about which signal matters more — engagement rate, follower count, audience size, content tone. A composite score creates a shared decision currency the team can align on.

How does Perkifi weight the dimensions?

Default weighting prioritizes audience authenticity and content history because those are the dimensions that have caused the most damage in real-world brand-creator deals. Enterprise customers can adjust the weights to match their own risk tolerance.

Can the score be wrong?

Any composite score is probabilistic. The methodology is multi-signal so single-point failures rarely change the final score, but every score is shown alongside its underlying evidence so a human can sanity-check edge cases.

Is the score the only thing in the report?

No — the score sits on top of a full breakdown. Audience demographics, fake-follower percentage, content scan results, brand-conflict flags, and engagement quality are all surfaced separately so reviewers can read past the headline.

Make creator decisions on shared data

Free preview — no card, no contracts.

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