Does AI recommend your finance software?

What the audit covers

• 30 buyer questions for your category, written the way buyers ask: discovery, comparison, fit and fact questions.
• Each question run 3 times per engine, so answer variance is measured, not hidden.
• Mention rate, position, accuracy against your own pages, and the URLs each engine cites.
• The competitors that win the questions you miss, and the pages that get them cited.
• Technical readiness: AI crawler access, llms.txt, structured data, pricing visibility.
• Ten prioritized fixes, plus the raw answer data.

Read the full method. It is open, so anyone can re-run it.

Sample reports (AP automation, Oct 13, 2026)

These are short directional samples: 10 answer runs from one engine. Grok Bot web-search answer tool (an AI answer engine with citations). ChatGPT, Perplexity and Google AI Overviews were not queried in these samples. A paid audit uses the full 30-question set across the major engines.

• Stampli: directional score 62/100Discovery share of voice: named in 3 of 5 unbranded discovery runs (both mid-market runs and the AI-coding run).
• Vic.ai: directional score 57/100Discovery share of voice: named in 1 of 5 unbranded runs, ranked first for "best AI invoice coding".
• BILL: directional score 57/100Discovery share of voice: named in 3 of 5 unbranded runs. On the QuickBooks prompt it ranked behind QuickBooks Bill Pay.

Early pricing

Early pricing for our first clients. It may change.

• Audit: $490 one-time. The full report for one product in one category.
• Monitoring: $990 per month. The audit re-run monthly, with change tracking and fix recommendations.

To request an audit, email hello@aifinancestack.com.