Small business▲+11Since September 2026: 0% → 11%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.
11%from 0% in September 2026
Cleared the floor by 1 pointRank 24 → 3 of 109
2 categories · RankedTrovata
120Judge labels
25First choices
17Negative labels
14 / 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
28% in Treasury management syst for mid-market buyers
Rank 1 of 124 in the mid-market standingaccepted challenger
11 of 14 models made it the first choice on the direct prompt; 12% of its 41 labels there were negative.
What the models named instead of Trovata →By buyer segmentStrongest at mid-market.
Small business3 of 117
9%30 labels
accepted challenger
Mid-market1 of 124
28%41 labels
accepted challenger
Enterprise18 of 90
2%18 labels
criticized challenger
In treasury management syst · 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 Trovata 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 |
|---|---|---|---|---|---|---|---|
| Treasury management systems | Treasury and cash | 28% | 1 of 124 | 12% | 41 | accepted challenger | ▲+10Since September 2026: 18% → 28%, +10 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash flow forecasting | Treasury and cash | 4% | 9 of 101 | 0% | 14 | accepted challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Trovata held within the floor in all two categories: no change cleared 10 points.
Best category · Treasury management syst · by segment
Mid-market▲+10Since September 2026: 18% → 28%, +10 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
28%from 18% in September 2026
Inside the floor by 0 pointsRank 1 of 116, unchanged
Enterprise▲+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 24 → 10 of 82
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Treasury management syst | 18% | 28% | ▲+10Since September 2026: 18% → 28%, +10 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 124, unchanged |
| Cash flow forecasting | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 14 → 9 of 101 |
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 Trovata 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 Trovata 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 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 3 | 4 | 1 | 0 | 8 |
| Perplexity Sonar | 2 | 1 | 0 | 1 | 4 |
| Grok 4.1 Fast | 2 | 2 | 1 | 0 | 5 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 5 | 0 | 1 | 7 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 3 | 3 | 0 | 1 | 7 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 1 | 2 | 1 | 1 | 5 |
| Muse Glimmer 30B | 2 | 2 | 0 | 1 | 5 |
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
Direct29 labels13
Paraphrase10 labels4
Comparative30 labels5not counted in share
Budget-constrained21 labels2
Scale-constrained13 labels6
Negative17 labels5not counted in share
First choiceAlternativeMentionNegative120 labels in all, every segment counted; 25 of the 35 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.
“Mid-market teams that mainly need real-time multi-bank cash visibility and forecasting often get better value and faster deployment from an API-first platform like Trovata.” Claude Haiku 4.5 · Treasury management syst · direct prompt · first choice
“For most mid-market B2B companies, Trovata offers the best combination of modern technology, reasonable pricing, and speed to implementation.” DeepSeek V4 Flash · Treasury management syst · direct prompt · first choice
“Trovata: Highly regarded for its API-first approach. It is exceptionally fast to set up, offers excellent multibank cash visibility” Gemini 3.5 Flash · Treasury management syst · scale prompt · first choice
“the strongest default choice is Trovata if your top priority is multi-bank cash visibility with transparent pricing” Perplexity Sonar · Treasury management syst · direct prompt · first choice
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.
“"Reporting depth and advanced treasury breadth can feel limited versus large enterprise incumbents." ... still maturing compared to legacy enterprise platforms.” Muse Glimmer 30B · Treasury management syst · negative prompt · soft negative
“A more full-featured platform can be a much bigger expense: Trovata, for example, lists a base package at $24,000/year” GPT-6 Luna · Treasury management syst · budget prompt · soft negative
“reviewers mention "bank connectivity issues" not seen in larger systems, and "reporting depth can feel limited."” DeepSeek V4 Flash · Treasury management syst · negative prompt · soft negative
“Some users report "bank connectivity issues not experienced with other TMS tools"” Kimi K2 · Treasury management syst · negative prompt · soft negative
Named alongside
The products named in the same answers as Trovata, over the 120 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Trovata was named but was not.ShowHide
Named alongside
The products named in the same answers as Trovata, over the 120 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Trovata 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 Trovata. 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 118 of the 120 answers that named Trovata and are not a share of its labels.
Domains cited
eco.com58
debtbook.com47
checkthat.ai46
g2.com46
guideflow.com42
rho.co40
treasury.ripple.com38
trovata.ioYour site38
centime.com36
highradius.com32
385 of the 423 domain citations in answers naming Trovata came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Trovata stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Trovata stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimatesPosition for “treasury management system”
–
not in the top ten
Position for “treasury management systems”
–
not in the top ten
- Searches for its name, Google
- 2,900 a month (“trovata”)
- AI search demand for its name, est.
- 89 a month
- Organic visits to its site
- about 1,685 a month
- Searches its site ranks for
- 837 · 19 in the top three
- Sites linking to it
- 856
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
28%
rank 1 of 124 in treasury management syst
First choices
25
across its categories
- Named in
- 120 answers
- Its own site cited
- in 118 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 trovata.io
553
subdomains included
Content
470
counted in the table below
Documentation
0
Product · Integration
6 · 2
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 359 | 25 | 2026-09-02 | Treasury management syst, Cash flow forecasting | |
| Podcast or video | 53 | 4 | 2026-09-09 | Treasury management syst | |
| News or press | 25 | 2 | 2026-09-22 | ||
| Case study | 21 | 1 | 2026-08-07 | ||
| Comparison | 4 | 1 | 2026-07-03 | Cash flow forecasting, Treasury management syst | |
| Glossary or explainer | 4 | undated | |||
| Template or tool | 2 | undated | |||
| Conference or event | 1 | undated | |||
| Report or ebook | 1 | undated | Treasury management syst |
Most recent
- 2026-09-22Trovata welcomes jon paquette as vp of business development payments news or press
- 2026-09-09When money goes on chain the banks role in the new financial infrastructure podcast or video
- 2026-09-02The funding day gap in mortgage warehouse lending blog
- 2026-08-31Corporate stablecoin adoption starts after the launch blog
- 2026-08-24Why bank to gl data isnt a people problem blog
- 2026-08-19How to build a cash flow forecast step by step blog
How it is countedHide how it is counted
Every page trovata.io 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 Trovata
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
Trovata is its own company.ShowHide
The company
Trovata is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Cash & Liquidity Management Platform
- For
- Corporate treasury teams, CFOs, finance and accounting teams at mid-market and enterprise companies
- Price stated
- Contact for pricing trovata.io
- Starting price
- $24k/year trovata.io/pricing
- Customers named
- LemonadeCloud Software GroupPark Place TechnologiesKrispy KremeSealaska
- Not stated on the pages read
- Free plan or trial, integrations, certifications, hosting
What Trovata's own pages state, read September 28, 2026: trovata.io, trovata.io/pricing, trust.trovata.io, trovata.io/platform-overview, trovata.io/integrations. 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 Trovata'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 Trovata, 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 Trovata by email, built from the raw record of the edition. It shows:
- where Trovata 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 Trovata, 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.
Badges
Wins only: a badge exists where Trovata is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Trovata is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAI models recommend Trovata first in Treasury management systems this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.