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doesAIpickyou?
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Invoicing & accounting

Snapshot 2026-08 · 6 prompts × ChatGPT × 3 runs each

#ProductVisibilityMention rateAvg. position
🥇QuickBooks
88.6
94%1.4
🥈Wave
78.6
94%2.2
🥉Xero
54.7
72%2.7
4FreshBooks
52.8
78%3.2

Visibility is the position-weighted share of runs that name the product. Full methodology, including every prompt we ask.

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