Finance AI Index
Index Vendors › Qvalia · September 2026 Edition
1 category · Named, not ranked

Qvalia

5Judge labels
0First choices
2Negative labels
5 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Standing
2 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Qvalia was named 2 times in Global e-invoicing compl, where Avalara led with 28%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In global e-invoicing compl · 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 Qvalia 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
Global e-invoicing complianceTax and compliance0%103 of 108100%2under 10 labels · led by Avalara at 28%

Movement

This is the first edition on this tier, so no move can be computed for Qvalia 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 Qvalia across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00011
Kimi K200000
GLM 4.7 FlashX00011
MiniMax M2.500000

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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative2 labelsNone
Budget-constrained1 labelNone
Scale-constrained0 labelsNone
Negative2 labelsNone
First choiceAlternativeMentionNegative5 labels in all, every segment counted; 0 of the 0 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.

No positive label carried a quote.

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.

“Caution Advised. ... Reviews highlight a frustrating user interface, particularly regarding rigid workflows.” Qwen 3.7 Flash · Global e-invoicing compl · negative prompt · soft negative
“Reviews indicate a "bad user experience" (UX).” GLM 4.7 FlashX · Global e-invoicing compl · negative prompt · soft negative

Named alongside

The products named in the same answers as Qvalia, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Qvalia was named but was not.
ProductSame answerTook the first choice insteadHead to head
Basware3 of 50Not in the top three
Storecove3 of 50Not in the top three
Comarch2 of 50Not in the top three
Pagero2 of 50Not in the top three
QuickBooks Online2 of 50Not in the top three
Xero2 of 50Not in the top three
Zoho Invoice2 of 50Not in the top three
ClearTax1 of 51Not in the top three
Invoicemonk1 of 51Not in the top three
e-invoice.be1 of 51Not 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 Qvalia. 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 4 of the 5 answers that named Qvalia and are not a share of its labels.

Domains cited

worldmetrics.org3
capterra.co.uk2
cleartax.com2
dddinvoices.com2
digitalheroesco.com2
gitnux.org2
trustpilot.com2
avalara.com1
banqup.com1
blog.envoyce.co.uk1

Eighteen of the eighteen domain citations in answers naming Qvalia 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 Qvalia'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 Qvalia, 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 qvalia.com 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.