Finance AI Index

Index › Vendors › Harvest · September 2026 Edition

1 category · Named, not ranked

Harvest

17Judge labels

0First choices

5Negative labels

8 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

6 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Harvest was named 6 times in Invoicing software, where Wave led with 19%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business17 of 55

under the label threshold

Mid-market67 of 86

under the label threshold

Enterprisenot named

No model named it for this buyer.

In invoicing software · 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 Harvest 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
Invoicing software	Receivables and billing	0%	67 of 86	33%	6	under 10 labels · led by Wave at 19%

Movement

This is the first edition on this tier, so no move can be computed for Harvest 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 Harvest across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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

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

Paraphrase1 labelNone

Comparative10 labelsNone

Budget-constrained0 labelsNone

Scale-constrained1 labelNone

Negative5 labelsNone

First choiceAlternativeMentionNegative17 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.

“Harvest: best for agencies needing robust time and expense tracking.” DeepSeek V4 Flash · Invoicing software · 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.

“Major red flag: Acquired by Bending Spoons, which implemented predatory pricing” Kimi K2 · Invoicing software · negative prompt · hard negative

“be cautious with invoicing tools that have recurring complaints... show these kinds of complaints for Harvest” GPT-5.4 mini · Invoicing software · negative prompt · soft negative

Named alongside

The products named in the same answers as Harvest, over the 17 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Harvest was named but was not.

ProductSame answerTook the first choice insteadHead to head

FreshBooks13 of 172Not in the top three

QuickBooks12 of 170Not in the top three

Zoho Invoice11 of 173Not in the top three

Wave11 of 171Not in the top three

Xero9 of 170Not in the top three

Square Invoices8 of 170Not in the top three

Invoice Ninja6 of 170Not in the top three

Stripe Invoicing6 of 170Not in the top three

HoneyBook3 of 170Not in the top three

BILL2 of 170Not 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 Harvest. 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 15 of the 17 answers that named Harvest and are not a share of its labels.

Domains cited

forbes.com9

geekflare.com7

bookipi.com6

nerdwallet.com5

agiled.app4

monday.com4

toolradar.com4

cnbc.com3

dynamicbusiness.com3

mercury.com3

Forty-eight of the forty-eight domain citations in answers naming Harvest came from somebody else's page.

Pages cited

forbes.com/advisor/business/software/best-invoicing-software9

geekflare.com/software/best-invoicing-software7

bookipi.com/bookkeeping/best-invoicing-software6

monday.com/blog/crm-and-sales/invoicing-software-for-small-business4

toolradar.com/guides/best-invoicing-software4

cnbc.com/select/best-invoicing-software-for-small-businesses3

dynamicbusiness.com/featured/tech-tuesday/tech-tuesday-the-complete-guide-to-invoicing-too3

mercury.com/blog/best-invoicing-software-for-startups-small-businesses3

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 Harvest'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 Harvest, 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 harvest.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.