Methodology

Every number
comes with proof.

Kitscore doesn't ask you to take a score on trust. Every score comes with a Confidence Rating that shows how much of it is backed by verified data. Here's what we measure, and why you can rely on it.


A number between 0 and 100.
Backed by verified data.

The Kitscore Trust Score summarises the quality of a creator's audience and content across four areas. It reflects not just performance but the quality of the evidence behind it: data that is verified directly counts for more than data a creator reports about themselves.

Scores update automatically when a creator's profile, evidence or campaign history changes, so a score reflects the record as it stands today.

Why not just use follower counts? Follower counts measure size, not quality. A creator with 10K highly-engaged, brand-safe followers is often more valuable to a sponsor than one with 200K followers of uncertain authenticity. Kitscore measures what actually matters to sponsorship outcomes.


Four areas.
One clear picture.

Every Trust Score is built from the same four areas, so creators are always compared like for like.

Audience Authenticity
Whether a creator's audience looks genuine: real people, following for real reasons.
Engagement Quality
How actively that audience responds to the creator's content, judged in the context of the creator's niche rather than against a generic average.
Brand Safety
Content and compliance risk that matters to sponsors, such as paid-partnership disclosure, misinformation and controversy history. Answered by the creator and supported by evidence where available.
Content Consistency
Whether a creator posts regularly and reliably over time.

We don't publish weightings, thresholds or formulas. A score that anyone can reverse-engineer is a score that can be gamed, and a gameable score wouldn't protect sponsors or honest creators.


The score tells you what.
Confidence tells you how sure.

Every Trust Score ships with a Confidence Rating that reflects how much of the score is backed by verified data rather than self-reported information. A score of 80 with high confidence is meaningfully different from a score of 80 with low confidence.

Confidence rises as creators submit evidence, get verified by Kitscore, and have campaigns confirmed by sponsors. It falls when evidence is missing, outdated or self-reported only.

Low confidence
Indicative
Mostly self-reported, or the profile is incomplete. Treat the score as a starting point.
Moderate confidence
Reasonably reliable
A mix of verified and self-reported data. Some evidence has been submitted.
High confidence
Reliable for decisions
Most of the score is verified or evidence-backed.

Not all evidence is equal.
We treat it that way.

Kitscore weighs information by how it was verified. Verified data counts for more than self-reported data, and the score never treats them as the same thing.

LV
Live verified
Data pulled directly from connected platforms or verified by Kitscore, not dependent on what a creator submits.
ES
Evidence reviewed
Analytics exports, screenshots and campaign documents uploaded by the creator and reviewed by Kitscore.
MC
Mutually confirmed
Campaigns that the creator and the sponsor each confirm independently. Neither can confirm alone.
SR
Self-reported
Information a creator provides about themselves. It is used, but it counts for the least.

Not just who they are.
How they deliver.

Alongside the Trust Score, Kitscore shows how a creator has actually performed as a sponsorship partner. This record comes only from campaigns that a real sponsor has independently confirmed.

Reliability Score
A creator's record as a sponsorship partner, shown as Needs Improvement, Established or Excellent. It is based only on campaigns that both the creator and the sponsor have confirmed, so it can't be bought or self-reported.
Trust Badges
Awarded for sponsor-confirmed campaigns and shown on creator profiles, trust links and Verified Media Kits. They can't be purchased or self-awarded: a real sponsor has to confirm a real campaign happened.
Bronze Silver Gold Platinum

What the score is not.

A Kitscore score is not a guarantee of any single deal, and it is not a judgment of a creator's creative quality or character. It is a well-evidenced starting point. You still make the decision about who to work with.

Questions about how scores work? Email hello@kitscore.co.

Get started

Build your score.
Or evaluate a creator.

Creators build their Trust Score free. Sponsors unlock a full evaluation for $29 — Trust Score, Confidence Rating, brand safety assessment, and a decision memo.

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