Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 21 of 59, unchanged
2 categories · RankedDebtBook
25Judge labels
1First choices
0Negative labels
12 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
0% in Lease accounting for mid-market buyers
Rank 19 of 71 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 14 labels there were negative.
What the models named instead of DebtBook →By buyer segmentRead the same way at every buyer size.
Small business22 of 67
0%5 labels
under the label threshold
Mid-market19 of 71
0%14 labels
accepted challenger
Enterprise18 of 70
0%3 labels
under the label threshold
In lease accounting · 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 DebtBook 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 |
|---|---|---|---|---|---|---|---|
| Lease accounting | Accounting and close | 0% | 19 of 71 | 0% | 14 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Treasury management systems | Treasury and cash | 0% | 39 of 124 | 0% | 2 | under 10 labels · led by Trovata at 28% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, DebtBook held within the floor in all two categories: no change cleared 10 points.
Best category · Lease accounting · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 15 → 17 of 64
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 30 → 18 of 65
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Lease accounting | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 15 → 19 of 71 |
| Treasury management syst | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 24 → 39 of 124 |
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 DebtBook 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 DebtBook 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 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| 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
Direct2 labelsNone
Paraphrase1 labelNone
Comparative16 labelsNone
Budget-constrained1 label1
Scale-constrained3 labelsNone
Negative2 labels1not counted in share
First choiceAlternativeMentionNegative25 labels in all, every segment counted; 1 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.
“"Choose DebtBook if your organization operates under GASB 87, ASC 842... needs lease and subscription compliance connected to debt, cash, and investment management"” Muse Glimmer 30B · Lease accounting · comparative prompt · alternative
“Pick DebtBook if you are in the public sector or nonprofit space and need compliance-specific workflows.” Perplexity Sonar · Treasury management syst · comparative prompt · alternative
“Best For: Governments, municipalities, school districts, and non-profit organizations.” Gemini 3.5 Flash · Lease accounting · comparative prompt · alternative
“Top safer bets (from reviews): Prophix One, DebtBook, Visual Lease, LeaseAccelerator” Grok 4.1 Fast · Lease accounting · negative 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 DebtBook, over the 25 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DebtBook was named but was not.ShowHide
Named alongside
The products named in the same answers as DebtBook, over the 25 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and DebtBook 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 DebtBook. 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 25 of the 25 answers that named DebtBook and are not a share of its labels.
Domains cited
debtbook.comYour site25
g2.com15
finquery.com14
softwareconnect.com13
capterra.com12
guideflow.com12
occupier.com12
prophix.com12
selecthub.com10
softwareadvice.co.uk10
110 of the 135 domain citations in answers naming DebtBook came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
debtbook.com ranks 6 on Google for the category's searches. In the answers, DebtBook takes 0% of first choices and FinQuery takes 29%.ShowHide
Search and answers
debtbook.com ranks 6 on Google for the category's searches. In the answers, DebtBook takes 0% of first choices and FinQuery takes 29%.
ShowHideIn search
Google, US estimatesPosition for “lease accounting tools”
6
Position for “lease accounting software”
–
not in the top ten
- Searches for its name, Google
- 2,400 a month (“debtbook”)
- AI search demand for its name, est.
- 13 a month
- Organic visits to its site
- about 61,417 a month
- Searches its site ranks for
- 6,069 · 726 in the top three
- Sites linking to it
- 1,190
- Paid Google search
- 1 searches its ads show for, about 171 clicks and $1,427 a month (estimate)
In answers
This editionShare of first choices
0%
rank 19 of 71 in lease accounting
Segment leader
29%
FinQuery
- First choices
- 1 across its categories
- Named in
- 25 answers
- Its own site cited
- in 25 of the answers that named it
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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on debtbook.com
733
subdomains included
Content
630
counted in the table below
Documentation
7
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 271 | 0 | 2025-12-30 | Cash flow forecasting, Lease accounting | |
| Blog | 222 | 0 | 2025-10-07 | Lease accounting, Treasury management syst | |
| News or press | 73 | undated | Treasury management syst | ||
| Podcast or video | 33 | 0 | 2026-03-23 | ||
| Comparison | 11 | 0 | 2025-03-21 | ||
| Template or tool | 10 | undated | |||
| Webinar or virtual event | 9 | 0 | 2024-09-18 | ||
| Conference or event | 1 | undated |
Most recent
- 2026-03-23Full disclosure live behind the scenes of an erp rfp podcast or video
- 2026-01-15Full disclosure live with ana machado vista unified school district ca podcast or video
- 2025-12-30How are right to use assets presented in the financial statements glossary or explainer
- 2025-12-04What is a subscription liability under gasb 96 glossary or explainer
- 2025-12-04Why did gasb issue statement 96 glossary or explainer
- 2025-12-04What is the commencement date of a sbita glossary or explainer
How it is countedHide how it is counted
Every page debtbook.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Follow DebtBook
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.
The company
DebtBook is its own company.ShowHide
The company
DebtBook is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Modern treasury and accounting software for government and nonprofit organizations.
- For
- State and local government, higher education, healthcare, and others.
- Price stated
- pricing around your unique needs debtbook.com/pricing
- Free plan or trial
- No free trials debtbook.com/pricing
- Customers named
- City of CharlotteCity of Durham, NCCity of Concord, NCTown of Brighton, NYCity of Philadelphia, PAMcHenry County, ILcharlestonalabama
- Not stated on the pages read
- Starting price, integrations, certifications, hosting
What DebtBook's own pages state, read September 28, 2026: debtbook.com, debtbook.com/pricing, debtbook.com/security, debtbook.com/partners. A claimed page can correct any of 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 DebtBook'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 DebtBook, 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 DebtBook by email, built from the raw record of the edition. It shows:
- where DebtBook 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 DebtBook, 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.