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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Transfer pricing	Tax and compliance	8%	3 of 101	21%	24	accepted challenger
Entity management	Equity and corporate	4%	7 of 81	5%	19	accepted challenger	▼−11Since September 2026: 16% → 5%, −11 points. Past the 10-point floor: movement. Read over the models both editions asked.
Sales tax automation	Tax and compliance	4%	7 of 37	25%	4	under 10 labels · led by Avalara AvaTax at 32%	newNew since September 2026: not ranked then, 4% now.
Global e-invoicing compliance	Tax and compliance	2%	12 of 136	0%	4	under 10 labels · led by Avalara E-Invoicing at 25%	▼−6Since September 2026: 9% → 2%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

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 and per category, 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. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	1	2	0	0	3
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	2	1	0	3
Perplexity Sonar	1	2	1	1	5
Grok 4.1 Fast	1	3	1	1	6
Mistral Small	0	2	1	0	3
DeepSeek V4 Flash	0	4	0	0	4
Llama 4 Maverick	2	2	1	0	5
Qwen 3.7 Flash	2	0	0	1	3
Kimi K2	0	2	1	2	5
GLM 4.7 FlashX	1	3	0	1	5
MiniMax M2.5	1	1	1	1	4
GPT-6 Luna	1	0	0	0	1
Muse Glimmer 30B	0	3	1	0	4

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

Direct27 labels9

Paraphrase20 labels5

Comparative28 labels2not counted in share

Budget-constrained16 labels5

Scale-constrained8 labels2

Negative11 labelsNone

First choiceAlternativeMentionNegative110 labels in all, every segment counted; 21 of the 23 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.

“Specialized Mid-Market Solutions (e.g., Commenda, Transplace): Often offer a better price-to-performance ratio for companies with <1000 employees” Qwen 3.7 Flash · Transfer pricing · scale prompt · first choice

“Commenda - a full-stack platform that covers the full compliance lifecycle ... with ERP integration across 70+ countries.” Llama 4 Maverick · Global e-invoicing compl · paraphrase prompt · first choice

“such as Commenda or ContractZen... Commenda - designed for mid-market companies with 5-30 entities across 8+ countries.” Llama 4 Maverick · Entity management · direct prompt · first choice

“For most mid-market companies, Commenda and Athennian are frequently cited as top choices.” Claude Haiku 4.5 · Entity management · direct 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.

“Reported issues include: Complex interface causing confusion - Tax glitches and exemption problems” Kimi K2 · Entity management · negative prompt · hard negative

“complex interface, tax issues with glitches during onboarding, slow data uploads, technical issues, and integration challenges” MiniMax M2.5 · Transfer pricing · negative prompt · soft negative

“Be cautious with platforms that: Have mixed or negative user reviews (e.g., Commenda's interface and data-import issues).” GLM 4.7 FlashX · Transfer pricing · negative prompt · soft negative

“Commenda: Users report interface complexity, tax calculation glitches, slow data uploads, and integration issues” Kimi K2 · Transfer pricing · negative prompt · soft negative

Named alongside

The products named in the same answers as Commenda, over the 110 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.

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ProductSame answerTook the first choice insteadHead to head

TPGenie44 of 11016Compare →

Aibidia31 of 1103Compare →

Athennian25 of 11012Compare →

Diligent Entities24 of 1103Compare →

Exactera Transfer Pricing24 of 1101Compare →

PlaidCloud Operational Transfer Pricing21 of 1106Compare →

EntityKeeper18 of 1104Compare →

Vertex15 of 1102Not among the top eight

Thomson Reuters ONESOURCE15 of 1101Not among the top eight

CSC Entity Management15 of 1100Not among the top eight

A head-to-head page exists where both products are among a category's top eight. 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, five of the fourteen in this edition, so these counts come from 110 of the 110 answers that named Commenda and are not a share of its labels.

Domains cited

commenda.ioYour site93

g2.com64

itechguides.com58

sourceforge.net58

gitnux.org54

worldmetrics.org54

getsphere.com44

zipdo.co36

slashdot.org33

getapp.com26

427 of the 520 domain citations in answers naming Commenda came from somebody else's page.

Pages cited

getsphere.com/blog/best-transfer-pricing-software-for-compliance43

gitnux.org/best/transfer-pricing-software41

commenda.io/transfer-pricing36

worldmetrics.org/best/transfer-pricing-software33

g2.com/categories/transfer-pricing28

itechguides.com/best/transfer-pricing-software28

techbullion.com/the-6-best-entity-management-tools-in-202625

zipdo.co/best/transfer-pricing-software24

Pages are listed as the models cited them.

Search and answers

commenda.io is not in Google's top ten for any of the category's searches. In the answers, Commenda takes 8% of first choices and TPGenie takes 30%.

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In search

Google, US estimates

Position for “transfer pricing platform”

–

not in the top ten

Position for “transfer pricing platforms”

–

not in the top ten

Searches for its name, Google: 390 a month (“commenda”)
AI search demand for its name, est.: 5 a month
Organic visits to its site: about 569,684 a month
Searches its site ranks for: 38,329 · 604 in the top three
Sites linking to it: 758
Paid Google search: 9 searches its ads show for, about 156 clicks and $5,224 a month (estimate)

Ads on GoogleDetailLess

6 ads · 6 text · 0 shown in the last 30 days

First shown November 2025, as Commenda Technologies, Inc., verified. Ads started 2025-10 to 2026-09: 6 in the year.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 3 of 101 in transfer pricing

Segment leader

30%

TPGenie

First choices: 21 across its categories
Named in: 110 answers
Its own site cited: in 110 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 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.

What it publishes

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Addresses on commenda.io

3,157

subdomains included

Content

612

counted in the table below

Documentation

238

Product · Integration

11 · 186

Kind	Pages	Last 90 days	Latest	Categories named
Blog	319	0	2025-12-19	Entity management
Comparison	177	0	2026-03-10	Entity management
Report or ebook	61	undated
Webinar or virtual event	21	undated
Case study	18	2	2026-09-16
Template or tool	9	0	2025-04-23
Glossary or explainer	7	0	2025-05-07

Most recent

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How it is countedHide how it is counted

Every page commenda.io 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Follow Commenda

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.

The company

Commenda is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: The First AI-Native Global Compliance Platform
commenda.io
For: finance teams operating across borders
commenda.io
Integrations claimed: 100 commenda.io
Certifications: SOC 2 Type II
Customers named: TRXCloudSEKAvea LifeNorthwind Holdings Ltd.Northwind Technologies Inc.Northwind IP B.V.Northwind Europe B.V.Northwind APAC Pte. Ltd.
Not stated on the pages read: Price, starting price, free plan or trial, hosting

What Commenda's own pages state, read September 28, 2026: commenda.io, commenda.io/compliance/form-941, commenda.io/solutions/startups, commenda.io/case-studies, commenda.io/integrations. A claimed page can correct any of 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.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Commenda by email, built from the raw record of the edition. It shows:

where Commenda is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Commenda, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.

Badges

Wins only: a badge exists where Commenda is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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Commenda is among the products AI models recommend first in Transfer pricing this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://finance-ai-index.com/tax/transfer-pricing/"><img src="https://finance-ai-index.com/badges/2026-10/commenda--transfer-pricing-wide.svg" alt="Among AI models' top three in Transfer pricing, October 2026 Edition, Finance AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Transfer pricing standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://finance-ai-index.com/tax/transfer-pricing/"><img src="https://finance-ai-index.com/badges/2026-10/commenda--transfer-pricing-square.svg" alt="Among AI models' top three in Transfer pricing, October 2026 Edition, Finance AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Transfer pricing standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://finance-ai-index.com/tax/transfer-pricing/"><img src="https://finance-ai-index.com/badges/2026-10/commenda--transfer-pricing-compact.svg" alt="Among AI models' top three in Transfer pricing, October 2026 Edition, Finance AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Transfer pricing standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.