Index › Vendors › NCH Express Accounts · September 2026 Edition

1 category · Named, not ranked

NCH Express Accounts

14Judge labels

0First choices

5Negative labels

9 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

4 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. NCH Express Accounts was named 4 times in Account reconciliation, where FloQast led with 33%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business29 of 74

under the label threshold

Mid-market60 of 72

under the label threshold

Enterprisenot named

No model named it for this buyer.

In account reconciliation · 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 NCH Express Accounts 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
Account reconciliation	Accounting and close	0%	60 of 72	50%	4	under 10 labels · led by FloQast at 33%

Movement

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

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

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

Comparative0 labelsNone

Budget-constrained12 labelsNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative14 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.

“Best For: Micro-businesses or teams that prefer an offline, desktop-based, or extremely cheap accounting solution.” Gemini 3.5 Flash · Account reconciliation · budget prompt · alternative

“Best free offline option - Free bank reconciliation software for manual transaction import” DeepSeek V4 Flash · Account reconciliation · budget 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.

“Limitation: No automatic transaction import or advanced automation” Kimi K2 · Account reconciliation · budget prompt · soft negative

“Limitation: No automatic matching or transaction import” MiniMax M2.5 · Account reconciliation · budget prompt · soft negative

Named alongside

The products named in the same answers as NCH Express Accounts, over the 14 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and NCH Express Accounts was named but was not.

ProductSame answerTook the first choice insteadHead to head

QuickBooks Online13 of 144Not in the top three

Xero11 of 144Not in the top three

Wave10 of 143Not in the top three

Zoho Books9 of 145Not in the top three

FloQast5 of 140Not in the top three

BlackLine4 of 140Not in the top three

AccountEdge2 of 140Not in the top three

Akaunting2 of 140Not in the top three

Excel/Google Sheets2 of 140Not in the top three

GnuCash2 of 140Not 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 NCH Express Accounts. 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 13 of the 14 answers that named NCH Express Accounts and are not a share of its labels.

Domains cited

numeric.io12

smallbusinesscoach.org12

techrepublic.com11

ramp.com10

fitsmallbusiness.com8

uschamber.com7

milestone.inc6

layer3labs.io5

prophix.com5

xero.com5

No domain is on file for NCH Express Accounts, so its own site is not marked.

Pages cited

smallbusinesscoach.org/11-best-account-reconciliation-software-tools-2025-edition12

numeric.io/blog/account-reconciliation-software11

techrepublic.com/article/best-bank-reconciliation-software11

ramp.com/blog/accounting-reconciliation-software10

fitsmallbusiness.com/best-bank-reconciliation-software8

milestone.inc/blog/best-account-reconciliation-software-options6

uschamber.com/co/run/finance/free-accounting-tools-for-small-businesses6

layer3labs.io/comparisons/best-bank-reconciliation-software5

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 NCH Express Accounts'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 NCH Express Accounts, 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 the vendor's own domain 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.