Finance AI Index
Index Vendors › Commenda · September 2026 Edition
2 categories · Ranked

Commenda

39Judge labels
12First choices
4Negative labels
11 of 12Models named it
2Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
16% in Entity management for mid-market buyers
Rank 3 of 87 in the mid-market standingaccepted challenger
4 of 12 models made it the first choice on the direct prompt; 6% of its 16 labels there were negative.
By buyer segmentStrongest at mid-market.
In entity management · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Commenda for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Entity managementEquity and corporate16%3 of 876%16accepted challenger
Global e-invoicing complianceTax and compliance9%4 of 1080%7under 10 labels · led by Avalara at 28%

Movement

This is the first edition on this tier, so no move can be computed for Commenda yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Commenda across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.520002
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar11204
Grok 4.1 Fast00011
Mistral Small11002
DeepSeek V4 Flash01001
Llama 4 Maverick10001
Qwen 3.7 Flash30003
Kimi K212003
GLM 4.7 FlashX11002
MiniMax M2.512104

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct12 labels5
Paraphrase9 labels4
Comparative5 labels1not counted in share
Budget-constrained6 labels3
Scale-constrained2 labelsNone
Negative5 labels1not counted in share
First choiceAlternativeMentionNegative39 labels in all, every segment counted; 12 of the 14 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

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

And against it

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

Named alongside

The products named in the same answers as Commenda, over the 39 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Commenda was named but was not.
ProductSame answerTook the first choice insteadHead to head
Diligent Entities18 of 392Not in the top three
CSC Entity Management16 of 390Not in the top three
CT Corporation Entity Management8 of 390Not in the top three
Filejet7 of 392Not in the top three
Sovos6 of 392Not in the top three
MinuteBox6 of 391Not in the top three
Computershare GEMS6 of 390Not in the top three
TaxJar6 of 390Not in the top three
A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Commenda. A fact about retrieval, not a lever on the model.

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.

Domains cited

commenda.ioYour site29
worldmetrics.org26
g2.com24
f6s.com20
getapp.com18
techbullion.com17
capterra.com16
zipdo.co16
coverpin.com14
gitnux.org13

164 of the 193 domain citations in answers naming Commenda came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Is this your product?

Claim this page

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.

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