Finance AI Index
Index Vendors › InvoiceSherpa · September 2026 Edition
2 categories · Named, not ranked

InvoiceSherpa

4Judge labels
0First choices
0Negative labels
4 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.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. InvoiceSherpa was named 3 times in Accounts receivable auto and 1 other category, where Zoho Books led with 15%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In accounts receivable auto · 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 InvoiceSherpa 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
Accounts receivable automationReceivables and billing0%45 of 770%2under 10 labels · led by Zoho Books at 15%
Cash applicationReceivables and billing0%61 of 830%1under 10 labels · led by HighRadius at 16%

Movement

This is the first edition on this tier, so no move can be computed for InvoiceSherpa 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 InvoiceSherpa 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 Sonar00101
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200101
GLM 4.7 FlashX00101
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
Comparative1 labelNone
Budget-constrained3 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative4 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.

No model argued against it.

Named alongside

The products named in the same answers as InvoiceSherpa, over the 4 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and InvoiceSherpa was named but was not.
ProductSame answerTook the first choice insteadHead to head
Zoho Books3 of 42Not in the top three
BILL3 of 40Not in the top three
Wave3 of 40Not in the top three
QuickBooks Online2 of 41Not in the top three
Melio2 of 40Not in the top three
Paidnice1 of 41Not in the top three
QuickBooks Payments1 of 41Not in the top three
Chaser1 of 40Not in the top three
Credit-IQ1 of 40Not in the top three
FreshBooks1 of 40Not 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 InvoiceSherpa. 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 3 of the 4 answers that named InvoiceSherpa and are not a share of its labels.

Domains cited

chaserhq.com2
curatesuite.com2
invoicefly.com2
learn.g2.com2
lunos.ai2
technologyadvice.com2
thecfoclub.com2
agicap.com1
ar.snap.com1
bill.com1

Seventeen of the seventeen domain citations in answers naming InvoiceSherpa came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as InvoiceSherpa

What the judge wrote, as written, with how often. The vendor table decides that these count as InvoiceSherpa; a claim can dispute any of them.
Invoice Sherpa 1
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 InvoiceSherpa'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 InvoiceSherpa, 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 invoicesherpa.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.

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