| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Entity management | Equity and corporate | 16% | 3 of 87 | 6% | 16 | accepted challenger |
| Global e-invoicing compliance | Tax and compliance | 9% | 4 of 108 | 0% | 7 | under 10 labels · led by Avalara at 28% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 1 | 1 | 2 | 0 | 4 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 3 | 0 | 0 | 0 | 3 |
| Kimi K2 | 1 | 2 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 2 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Often cited as a leader for international companies. It combines entity management with AI-driven compliance monitoring and incorporates entities in 70+ countries.” Qwen 3.7 Flash · Entity management · comparative prompt · first choice
“The Best All-In-One for Global Expansion: Commenda ... widely considered the strongest option for "Mid-Market" companies” Qwen 3.7 Flash · Global e-invoicing compl · paraphrase prompt · first choice
“Sovos and Commenda are especially strong choices if you have international operations or multiple entities” Mistral Small · Global e-invoicing compl · paraphrase prompt · first choice
“Commenda is a strong budget-friendly contender that balances functionality with affordability” Claude Haiku 4.5 · Entity management · budget prompt · first choice
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.
“Other tools like Commenda have occasional gripes (complex UI, tax glitches, integrations), but positives outweigh them.” Grok 4.1 Fast · Entity management · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 38 of the 39 answers that named Commenda and are not a share of its labels.
164 of the 193 domain citations in answers naming Commenda came from somebody else's page.
Pages are listed as the models cited 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 Commenda'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 Commenda, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at commenda.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.