Check trust signals for creator-brand collaboration
Clout Index is Cloutaura's decision-support score for trust and collaboration quality. It helps brands and creators look beyond follower count and review reputation, work-again behaviour, completion history, payment reliability, and dispute signals. It is useful for shortlisting, but it does not prove quality or guarantee any future campaign result.
Trust statement
The calculator uses the inputs you enter and applies Cloutaura's educational weighting. It cannot prove fraud, guarantee creator quality, predict revenue, or confirm legal outcomes. Use it with manual review and campaign context.
Who this tool is for
Use this tool if you are a brand, agency, creator, or operations team that needs a clearer trust signal before moving a collaboration forward.
Why use this tool?
A creator or brand can look strong on paper and still be a poor collaboration fit. Clout Index helps teams compare reliability, repeat-work intent, completion discipline, and dispute cleanliness in one place.
How it works
- Choose creator mode or brand mode.
- Enter the score inputs you already know from reviews or campaign records.
- The tool converts each factor into a weighted score.
- Read the headline score, the confidence note, and the factor breakdown together.
- Use the result as a planning aid, not as a final decision.
Inputs and calculation
- Creator mode uses reputation rating, work-again percentage, campaign completion, on-time delivery, dispute rate, and completed campaign count.
- Brand mode uses reputation rating, creator work-again percentage, payment-on-time percentage, campaign completion or brief clarity, dispute rate, and completed campaign count.
- Rates and counts should come from real collaboration history where available.
- If history is thin, the score should be treated as provisional.
Formula and methodology
`Creator Clout Index = Reputation Score × 0.35 + Work Again Score × 0.25 + Campaign Completion × 0.20 + On-Time Delivery × 0.10 + Dispute Cleanliness × 0.10`
`Brand Clout Index = Reputation Score × 0.30 + Work Again Score × 0.20 + Payment Reliability × 0.25 + Campaign Completion or Brief Clarity × 0.15 + Dispute Cleanliness × 0.10`
`Dispute Cleanliness = 100 - dispute rate`
This is an educational preview of Cloutaura-style trust scoring. It is designed to help teams compare records, not to replace human judgement. Confidence should be read separately: 0-2 records means insufficient data, 3-4 means provisional, 5-9 means developing confidence, and 10+ means established confidence.
India-specific worked example
Illustrative example: a Bengaluru creator with Reputation 4.4/5, Work Again 78%, Completion 90%, On-Time Delivery 85%, Dispute Rate 5%, and 12 completed campaigns scores strongly because the record is consistent and clean. That does not guarantee selection. The brand should still check content quality, audience fit, and usage rights.
Result interpretation
Meaning
Review this side of the comparison against campaign fit, workflow clarity, and rollout needs.
How to use it
Use the right-side signal to compare transparency, participation, records, and decision support.
Common mistakes and limitations
- The score does not prove identity, authenticity, or future behaviour.
- A low score may reflect limited history rather than poor quality.
- A high score does not guarantee performance, earnings, payments, or legal outcomes.
- Use the score with content review, audience review, and contract terms.
Related tools
- Creator Verification Signals
- Creator Profile Strength Checker
- Brand-Creator Fit Checker
- Fake Follower Red Flag Checklist
FAQ
Frequently Asked Questions
Is Clout Index the same as follower count?
No. It looks at collaboration behaviour, repeat-work intent, completion, payment reliability, and dispute signals instead of follower count alone.
Can a new creator have a low score because of limited history?
Yes. Limited history should usually be treated as provisional rather than negative.
Should brands reject everyone below 70?
No. Use the score with audience fit, category fit, and manual review.
Can Clout Index replace human judgement?
No. It is a planning signal and should sit alongside brief review and creator context.
Does this tool prove fraud?
No. It is a trust preview only and cannot prove fraud or misconduct.
Keep exploring trust tools
If you need a clearer trust context for creators or brands, move to the product page that explains the framework in more detail. Review Clout Index
Disclaimer
This calculator is educational. It does not guarantee creator quality, campaign success, payment behaviour, legal outcomes, or future collaboration results.
Formula version: Clout Index preview v1.0 Last reviewed: 14 June 2026