Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 8 pointsRank 10 → 7 of 32
Stripe · 3 categories · RankedStripe Tax
82Judge labels
2First choices
15Negative labels
14 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
2% in Sales tax automation for small business buyers
Rank 14 of 37 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 14% of its 28 labels there were negative.
What the models named instead of Stripe Tax →By buyer segmentRead the same way at every buyer size.
Small business7 of 33
2%26 labels
accepted challenger
Mid-market14 of 37
0%28 labels
accepted challenger
Enterprise7 of 46
2%13 labels
criticized challenger
In sales tax automation · 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 Stripe Tax 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 |
|---|---|---|---|---|---|---|---|
| Sales tax automation | Tax and compliance | 0% | 14 of 37 | 14% | 28 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Merchants of record | Receivables and billing | 0% | 31 of 45 | 33% | 3 | under 10 labels · led by Paddle at 28% | |
| Global e-invoicing compliance | Tax and compliance | 0% | 77 of 136 | 0% | 1 | under 10 labels · led by Avalara E-Invoicing at 25% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Stripe Tax held within the floor in all three categories: no change cleared 10 points.
Best category · Sales tax automation · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 10 → 13 of 36
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 8 pointsRank 31 → 7 of 44
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Sales tax automation | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 14 of 37 |
| Merchants of record | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 31 of 45, unchanged |
| Global e-invoicing compl | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 77 of 136, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Stripe Tax across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Stripe Tax across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 2 | 1 | 3 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 1 | 4 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 0 | 3 |
| Kimi K2 | 0 | 1 | 3 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |
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
Direct9 labels2
Paraphrase13 labelsNone
Comparative23 labels1not counted in share
Budget-constrained15 labelsNone
Scale-constrained12 labelsNone
Negative10 labelsNone
First choiceAlternativeMentionNegative82 labels in all, every segment counted; 2 of the 3 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.
“Already on Stripe and want simple setup | Stripe Tax | Click-and-play setup, though you still have to file the taxes yourself.” Gemini 3.5 Flash · Sales tax automation · comparative prompt · alternative
“If you only care about taxes, you might stay with Stripe (your current processor) and add a layer like Stripe Tax or Avalara instead.” Qwen 3.7 Flash · Merchants of record · scale prompt · alternative
“If you already run your payments through Stripe and prefer to handle your own taxes, you can toggle on Stripe Tax.” Gemini 3.5 Flash · Sales tax automation · budget prompt · alternative
“For many small ecommerce sellers, TaxJar or Stripe Tax provide a good balance of simplicity and automation.” GLM 4.7 FlashX · Sales tax automation · comparative prompt · alternative
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.
“good for lower complexity, Stripe-native or self-service filing workflows; less suited to heavy exemption management” Muse Glimmer 30B · Sales tax automation · paraphrase prompt · soft negative
“Not true MoR (e.g., Stripe Tax doesn't fully assume liability—you stay seller of record)” Grok 4.1 Fast · Merchants of record · negative prompt · soft negative
“Stripe Tax — be cautious if you expect filing to be included with tax calculation.” GPT-6 Luna · Sales tax automation · negative prompt · soft negative
“Stripe Tax is highly convenient, but only under specific circumstances.” Gemini 3.5 Flash · Sales tax automation · negative prompt · soft negative
Named alongside
The products named in the same answers as Stripe Tax, over the 82 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Stripe Tax was named but was not.ShowHide
Named alongside
The products named in the same answers as Stripe Tax, over the 82 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Stripe Tax was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
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 Stripe Tax. 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 79 of the 82 answers that named Stripe Tax and are not a share of its labels.
Domains cited
taxcloud.com59
guideflow.com36
taxjar.com36
taxwire.com34
avalara.com32
learn.g2.com32
commenda.io30
g2.com29
zamp.com29
stripe.comYour site21
317 of the 338 domain citations in answers naming Stripe Tax came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Stripe Tax stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Stripe Tax stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 1,300 a month (“stripe tax”)
- AI search demand for its name, est.
- 90 a month
- Its own site
- It sits on Stripe's site (stripe.com), so there are no site figures for it alone
In answers
This editionShare of first choices
0%
rank 14 of 37 in sales tax automation
Segment leader
32%
Avalara AvaTax
- First choices
- 2 across its categories
- Named in
- 82 answers
- Its own site cited
- in 79 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.
Names read as Stripe Tax
What the judge wrote, as written, with how often. The vendor table decides that these count as Stripe Tax; a claim can dispute any of them.
Stripe Billing + Stripe Tax 1Stripe Tax / TaxJar 1TaxJar/Stripe 1
Follow Stripe Tax
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
Stripe is the company behind Stripe Tax.ShowHide
The company
Stripe is the company behind Stripe Tax.
ShowHideOn record
Company records- Also from Stripe
- Stripe Analytics, Stripe Atlas, Stripe Billing, Stripe Capital, Stripe Chargeback Protection, Stripe Connect, Stripe Corporate Card, Stripe Crypto and 12 more
In its own words
Stated by the vendor, not checked- Positioning
- Sales tax software for global compliance; automates sales tax, VAT, and GST compliance end-to-end.
- For
- Businesses, including platforms and marketplaces.
- Price stated
- Choose between pay-as-you-go or subscription-based pricing models to suit your business needs, with transparent fees based on usage and integration type. docs.stripe.com/tax
- Starting price
- 90 stripe.com/tax/pricing
- Integrations claimed
- 4 stripe.com/tax/pricing
- Hosting
- US
- Customers named
- ThinkificLearnettoCrypteeKeap
- Not stated on the pages read
- Free plan or trial, certifications
What Stripe Tax's own pages state, read September 28, 2026: stripe.com/tax, docs.stripe.com/tax, docs.stripe.com/tax/ai, stripe.com/tax/pricing, docs.stripe.com/tax/filing. 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 Stripe Tax'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 Stripe Tax, 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 Stripe Tax by email, built from the raw record of the edition. It shows:
- where Stripe Tax 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 Stripe Tax, 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.