How is gumroad.com's AI Visibility Score calculated?
Queraid queries five large language models — ChatGPT, Claude, Perplexity, Gemini and Grok — with industry-specific prompts about E-commerce, then measures how often and how favorably gumroad.com appears. The result is a single 0–100 score combining mention rate (40pt), sentiment (30pt), competitive parity (20pt) and cross-model consistency (10pt).
gumroad.com's score of 63 is rated Good. Scores are recomputed automatically as the dataset grows. Read the full methodology.
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