How the Score Works
Making sense of the numbers
The Superfan Strength Score is a proprietary 0–1000 rating that captures how deep and monetizable your fanbase is, not just how big it looks. Two artists with very different audience sizes can land near the same score if the smaller one converts fans at a much higher rate. Here's a high-level look at the methodology.
01 // What We Measure
Real signals, not vanity metrics
The score pulls from data across your streaming, social, email, live, and merch channels. We combine these into a single Total Reach figure that accounts for audience overlap across platforms, because the same person following you on Instagram and Spotify shouldn't count twice.
02 // The Intensity Index
What percentage of your audience actually cares
Each input signal gets converted into a rate, representing what fraction of your reach takes that action. Our proprietary model weights and blends these rates into a single Intensity Index, with heavier emphasis on signals that require real commitment.
Every rate is confidence-weighted. If your audience is small, noisy signals get scaled down until there's enough volume for the data to be statistically meaningful. This prevents early-stage artists from getting artificially inflated or deflated scores.
03 // Superfan Estimates
Turning rates into people
The Intensity Index gets applied to your Total Reach to estimate your Verified Superfans, the number of people in your audience who are behaving like true fans across multiple signals. We also calculate a Potential Superfans ceiling and a Realistic Upside figure showing how much room you have to grow.
04 // The Score
Quality meets scale
The final score is a proprietary blend of two components:
Base Strength
Fan quality and conversion
Rewards how intensely your fans engage: density, monetization rate, and momentum, regardless of audience size. A small band that converts well scores high here.
Scale Curve
Volume and proven reach
A non-linear curve that rewards verified superfan volume. This barely registers at small scale, then climbs steeply as you build genuine mass-market traction. Raw follower counts alone won't move it. You need real, proven fans.
This two-part design is intentional. At the indie and emerging level, the score is almost entirely driven by base strength: your conversion rates, monetization, and momentum. Two bands with wildly different audience sizes can score similarly if the smaller one has much better density and monetization. The scale component only starts to dominate once you're pushing into genuine mass-market territory.
05 // Sub-Indices
Monetization, Momentum, and Density
Superfan Density
Your conversion rate, or what percentage of the people who know about you are behaving like true fans. A higher density means a more engaged, committed audience relative to your reach.
Monetization Index
A normalized measure of how well your fanbase converts to revenue. Answers: when fans engage, do they spend money? An artist with strong merch and ticket sales relative to their reach will score higher than one with a passive audience, even if the passive audience is larger.
Momentum Index
A normalized measure of growth signals and active attention. Answers: is the fanbase growing and paying attention? High momentum means fans are actively seeking out new releases and interacting with your content.
06 // Score Stages
Where you land
The score maps to a stage label that gives you a quick read on where your project sits.
07 // Why Size Isn't Everything
A band with 500 superfans can outscore one with 3,500
At the indie level, the scale component contributes very little to the overall score. That means the number is dominated by base strength: density, monetization, and momentum. A small band that sells merch, fills rooms relative to their reach, and has high engagement will outscore a much bigger artist who has passive listeners but low conversion.
This is by design. The score is built to answer “how strong is this fanbase?” not “how big is it?” A label, venue, or brand partner cares about whether fans will show up and buy in, not just whether they exist.
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