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 29 → 8 of 82
NCH Express Accounts
19Judge labels
2First choices
3Negative labels
8 / 14Models named it
1Category
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 Account reconciliation for small business buyers
Rank 13 of 82 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 5 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business8 of 89
2%14 labels
accepted challenger
Mid-market13 of 82
2%5 labels
under the label threshold
Enterprisenot named
0%
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 | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Account reconciliation | Accounting and close | 2% | 13 of 82 | 0% | 5 | under 10 labels · led by FloQast at 33% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, NCH Express Accounts held within the floor in its one category: no change cleared 10 points.
Best category · Account reconciliation · by segment
Mid-market▲+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 59 → 13 of 77
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Account reconciliation | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 59 → 13 of 82 |
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 NCH Express Accounts 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 NCH Express Accounts 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 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 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
Direct1 labelNone
Paraphrase1 labelNone
Comparative5 labelsNone
Budget-constrained10 labels2
Scale-constrained0 labelsNone
Negative2 labelsNone
First choiceAlternativeMentionNegative19 labels in all, every segment counted; 2 of the 2 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 cheapest option: NCH Express Accounts if you mainly need bank reconciliation at the lowest cost.” Perplexity Sonar · Account reconciliation · budget prompt · first choice
“Best Free Desktop Option ... Limitation: No live bank connections—requires manual import of transaction data” Kimi K2 · Account reconciliation · budget prompt · alternative
“Another budget-friendly option is NCH Express Accounts, which is free or available for a low one-time fee” Mistral Small · Account reconciliation · budget prompt · alternative
“Provides free bank reconciliation software, with optional paid upgrades starting at $195 per license.” Llama 4 Maverick · 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.
No model argued against it.
Named alongside
The products named in the same answers as NCH Express Accounts, over the 19 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.ShowHide
Named alongside
The products named in the same answers as NCH Express Accounts, over the 19 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.
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 NCH Express Accounts. 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 19 of the 19 answers that named NCH Express Accounts and are not a share of its labels.
Domains cited
techrepublic.com18
numeric.io14
ramp.com14
relayfi.com14
prophix.com13
forbes.com10
highradius.com8
quickbooks.intuit.com8
fitsmallbusiness.com7
sourceforge.net7
No domain is on file for NCH Express Accounts, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where NCH Express Accounts stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where NCH Express Accounts stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 90 a month (“nch express accounts”)
- AI search demand for its name, est.
- 5 a month
- Its own site
- No site of its own on file, so no site figures
In answers
This editionShare of first choices
2%
rank 13 of 82 in account reconciliation
Segment leader
33%
FloQast
- First choices
- 2 across its categories
- Named in
- 19 answers
- Its own site cited
- No site on file to match
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.
Follow NCH Express Accounts
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.
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.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for NCH Express Accounts by email, built from the raw record of the edition. It shows:
- where NCH Express Accounts 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 NCH Express Accounts, 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.