Numeral is a sales tax, VAT, and GST compliance product for scaling businesses · numeral.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
TaxJar is first at 30%.
Avalara AvaTax is first at 36%. 0 of 14 models made it the first choice when asked directly.
Vertex is first at 55%.
“Numeral is often the best sales tax solution for ecommerce and SaaS companies, wholesalers, and manufacturers.”Llama 4 Maverick · Budget-constrained question · first choice
“Excellent for growing SaaS/ecommerce or simpler needs. AI-powered calculation, filing, and expert review at potentially lower cost.”Grok 4.20 · Direct question · alternative
“Numeral is a true full-service solution for DTC and marketplace sellers, subscription software, and B2B sellers”Claude Haiku 4.5 · Direct question · alternative
“Choose Numeral or Zamp when filing, registrations, and notices should be handled with meaningful human support”Perplexity Sonar · Comparative question · alternative
“Numeral's reported filing reliability issues are a concern for businesses with real compliance obligations”Claude Haiku 4.5 · Negative question · warning
“Quote-only | Usage overages”Kimi K2 · Negative question · warning
The products named in the same answers as Numeral, over the 47 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 39 | 8 | Compare → | |
| 35 | 4 | Compare → | |
| 30 | 12 | Compare → | |
| 24 | 4 | Compare → | |
| 24 | 1 | View → | |
| 22 | 4 | View → | |
| 22 | 0 | View → | |
| 17 | 5 | Compare → | |
| 14 | 0 | View → | |
| 10 | 0 | View → |
What the models named instead of Numeral →
A side-by-side page exists where both products are among a category's top eight.
Stated on Numeral's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 46 of the 47 answers that named Numeral and are not a share of its labels.
161 of the 192 domain citations in answers naming Numeral came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 246 | 31 | 2026-09-25 | Accounting software | |
| Comparison | 28 | 3 | 2026-09-25 | ||
| Case study | 20 | undated | |||
| Glossary or explainer | 2 | 0 | 2026-06-13 | ||
| Template or tool | 1 | 1 | 2026-09-15 |
Every page numeral.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.