| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Crypto accounting | Accounting and close | 0% | 17 of 54 | 20% | 10 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 1 | 0 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Stick to highly rated options like Koinly, ZenLedger, TokenTax” Grok 4.1 Fast · Crypto accounting · negative prompt · first choice
“TokenTax is stronger on hands-on tax support, but it's typically more expensive” GPT-5.4 mini · Crypto accounting · budget prompt · alternative
“TokenTax combines crypto tax software with CPA and enrolled-agent support” Claude Haiku 4.5 · Crypto accounting · comparative prompt · alternative
“one of the leaders in white-glove Web3 tax services” Muse Glimmer 30B · Crypto accounting · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“TokenTax – *High risk for complex portfolios* - Avoid if: You have DeFi transactions, staking rewards, or need manual overrides.” DeepSeek V4 Flash · Crypto accounting · negative prompt · hard negative
“rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · Crypto accounting · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 15 of the 16 answers that named TokenTax and are not a share of its labels.
Sixty-seven of the sixty-seven domain citations in answers naming TokenTax came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 268 | 2 | 2026-08-19 | Crypto accounting | |
| Comparison | 28 | 2 | 2026-09-28 | ||
| Glossary or explainer | 10 | 1 | 2026-07-13 | ||
| Template or tool | 6 | undated | |||
| Podcast or video | 1 | 0 | 2026-03-08 |
Every page tokentax.co 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 October 5, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What TokenTax's own pages state, read October 5, 2026: tokentax.co, tokentax.co/pricing, tokentax.co/integrations. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when TokenTax's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as TokenTax, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for TokenTax by email, built from the raw record of the edition. It shows: