Every category where a model named Tesorio 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
B2B credit management	Receivables and billing	14%	2 of 108	0%	17	accepted challenger	▼−2Since September 2026: 16% → 14%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Cash flow forecasting	Treasury and cash	6%	5 of 101	0%	20	accepted challenger	▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Accounts receivable automation	Receivables and billing	2%	11 of 79	0%	23	accepted challenger	▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Treasury management systems	Treasury and cash	2%	12 of 124	20%	5	under 10 labels · led by Trovata at 28%	newNew since September 2026: not ranked then, 2% now.
Cash application	Receivables and billing	0%	28 of 83	8%	12	accepted challenger	=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
Account reconciliation	Accounting and close	0%	74 of 82	0%	1	under 10 labels · led by FloQast at 33%	=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
B2B payment acceptance	Receivables and billing	0%	61 of 94	0%	1	under 10 labels · led by Versapay at 19%	newNew since September 2026: not ranked then, 0% now.

Movement

Since September 2026, Tesorio held within the floor in all seven categories: no change cleared 10 points.

Best category · B2B credit management · by segment

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 74 → 59 of 81

Mid-market▼−2Since September 2026: 16% → 14%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.

14%from 16% in September 2026

Inside the floor by 8 pointsRank 1 → 2 of 97

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 13 → 16 of 74

All categories · Mid-market

Category	September 2026	Now	Change	Reading	Rank
Cash flow forecasting	10%	5%	▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.	Within noise	Rank 2 → 5 of 101
Treasury management syst	0%	2%	newNew since September 2026: not ranked then, 2% now.	New this edition	Rank 12 of 124, unchanged
Accounts receivable auto	2%	0%	▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.	Within noise	Rank 11 of 79, unchanged
B2B credit management	16%	14%	▼−2Since September 2026: 16% → 14%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.	Within noise	Rank 1 → 2 of 108
Cash application	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 32 → 28 of 83
Account reconciliation	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 25 → 74 of 82
B2B payment acceptance	0%	0%	newNew since September 2026: not ranked then, 0% now.	New this edition	Rank 61 of 94, unchanged

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 Tesorio across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	1	4	0	1	6
GPT-5.4 mini	0	1	1	0	2
Gemini 3.5 Flash	2	9	2	0	13
Perplexity Sonar	1	3	3	0	7
Grok 4.1 Fast	0	1	4	0	5
Mistral Small	1	4	1	1	7
DeepSeek V4 Flash	2	5	3	0	10
Llama 4 Maverick	0	0	3	0	3
Qwen 3.7 Flash	0	1	0	0	1
Kimi K2	2	1	3	0	6
GLM 4.7 FlashX	1	1	1	0	3
MiniMax M2.5	0	2	2	0	4
GPT-6 Luna	0	2	1	0	3
Muse Glimmer 30B	3	2	4	0	9

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

Direct45 labels13

Paraphrase26 labels5

Comparative45 labels1not counted in share

Budget-constrained5 labels1

Scale-constrained22 labels2

Negative15 labels3not counted in share

First choiceAlternativeMentionNegative158 labels in all, every segment counted; 21 of the 25 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.

“Tesorio: Best for mid-market B2B companies with 5-to-50-person finance teams, offering rapid deployment and structured workflow management” Mistral Small · B2B credit management · paraphrase prompt · first choice

“Tesorio is consistently positioned as the AR-native cash forecasting platform for B2B SaaS and mid-market finance teams.” Muse Glimmer 30B · Cash flow forecasting · direct prompt · first choice

“1. Tesorio - Tesorio is an AI-powered order-to-cash platform best suited for mid-market B2B companies” Claude Haiku 4.5 · B2B credit management · direct prompt · first choice

“Best for: B2B SaaS and services companies ($20M to $1B ARR) where customer collections dictate liquidity.” Gemini 3.5 Flash · Cash flow forecasting · 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.

“still requires significant manual intervention for payment matching and exceptions, which may not fully address the need for automation” Mistral Small · Cash application · direct prompt · soft negative

“Several reviewers mentioned glitches and delays in platform access, and the platform will frequently log out users in between tasks.” Claude Haiku 4.5 · Treasury management syst · negative prompt · soft negative

Named alongside

The products named in the same answers as Tesorio, over the 158 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Tesorio was named but was not.

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ProductSame answerTook the first choice insteadHead to head

HighRadius81 of 15826Not among the top eight

Billtrust60 of 1589Not among the top eight

Versapay44 of 1584Not among the top eight

Esker36 of 1581Not among the top eight

Chaser35 of 1584Compare →

Upflow33 of 1587Not among the top eight

Gaviti33 of 1584Compare →

Kyriba32 of 1585Compare →

Quadient AR28 of 1581Not among the top eight

Float26 of 1584Compare →

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 Tesorio. 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 153 of the 158 answers that named Tesorio and are not a share of its labels.

Domains cited

tesorio.comYour site76

highradius.com74

chaserhq.com66

upflow.io56

worldmetrics.org45

guideflow.com43

g2.com40

bluecopa.com38

emagia.com33

learn.g2.com32

427 of the 503 domain citations in answers naming Tesorio came from somebody else's page.

Pages cited

tesorio.com/blog/best-cash-flow-forecasting-software-in-2026-reviewed-and-compared40

drivetrain.ai/solutions/cash-flow-forecasting-software23

tesorio.com/blog/the-5-best-credit-risk-management-software-platforms-for-b2b-finance-team23

upflow.io/software/best-cash-flow-forecasting22

chaserhq.com/blog/best-cash-flow-forecasting-software20

eco.com/support/en/articles/16402406-best-accounts-receivable-software-202619

guideflow.com/blog/cash-flow-forecasting-software19

floatapp.com/blog/compare-cash-flow-forecasting-tools18

Pages are listed as the models cited them.

Search and answers

tesorio.com ranks 7 on Google for the category's searches. In the answers, Tesorio takes 14% of first choices and Chaser takes 16%.

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In search

Google, US estimates

Position for “credit management tools”

–

not in the top ten

Position for “b2b credit management software”

–

not in the top ten

Searches for its name, Google: 880 a month (“tesorio”)
AI search demand for its name, est.: 8 a month
Organic visits to its site: about 1,079 a month
Searches its site ranks for: 461 · 10 in the top three
Sites linking to it: 1,003
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

53 ads · 25 text, 17 video, 11 image · 13 shown in the last 30 days

First shown May 2023, as Tesorio, Inc., verified. Ads started 2025-10 to 2026-09: 32 in the year, 21 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

14%

rank 2 of 108 in B2B credit management

Segment leader

16%

Chaser

First choices: 21 across its categories
Named in: 158 answers
Its own site cited: in 153 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

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Addresses on tesorio.com

548

subdomains included

Content

431

counted in the table below

Documentation

Product · Integration

12 · 13

Kind	Pages	Last 90 days	Latest	Categories named
Blog	333	12	2026-09-15	Cash flow forecasting, Accounts receivable auto
Glossary or explainer	64	undated		Cash application, Procure-to-pay
Comparison	10	2	2026-09-15
Case study	9	undated
Webinar or virtual event	5	undated
Conference or event	4	undated		Cash application
Template or tool	3	0	2026-04-28
Report or ebook	2	undated
Podcast or video	1	undated

Most recent

2026-09-15How to evaluate ar automation blog
2026-09-15Why ar implementations run long blog
2026-09-15Legacy ar vs ai native collections comparison
2026-09-15Versapay displacement blog
2026-09-15Growfin switcher guide blog
2026-09-15Bundled collections addons blog

How it is countedHide how it is counted

Every page tesorio.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.

Names read as Tesorio

What the judge wrote, as written, with how often. The vendor table decides that these count as Tesorio; a claim can dispute any of them.

Tesorio/Stuut 1

Follow Tesorio

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

Tesorio is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Agentic Financial Operations
tesorio.com
For: enterprise finance teams
tesorio.com
Price stated: Request a demo for pricing tesorio.com/product/workflows
Starting price: 0 tesorio.com/product/workflows
Free plan or trial: Try Interactive Demo → tesorio.com/product/workflows
Integrations claimed: 5 tesorio.com/product/workflows · 12 tesorio.com/integrations pages disagree
Certifications: SOC 1 & 2 complianceSOC2Type IIGDPRCCPAPCIDSS
Customers named: Acme CorpCouchbaseDiscovery EducationGitLabRedisSecurityScorecardSmartsheetUiPath
Not stated on the pages read: Hosting

What Tesorio's own pages state, read September 28, 2026: tesorio.com, tesorio.com/product/workflows, tesorio.com/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 Tesorio'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 Tesorio, 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 Tesorio by email, built from the raw record of the edition. It shows:

where Tesorio 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 Tesorio, 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 Tesorio is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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Tesorio is among the products AI models recommend first in B2B credit management 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

Show the code

<a href="https://finance-ai-index.com/receivables/b2b-credit-management/"><img src="https://finance-ai-index.com/badges/2026-10/tesorio--b2b-credit-management-wide.svg" alt="Among AI models' top three in B2B credit management, October 2026 Edition, Finance AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the B2B credit management standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://finance-ai-index.com/receivables/b2b-credit-management/"><img src="https://finance-ai-index.com/badges/2026-10/tesorio--b2b-credit-management-square.svg" alt="Among AI models' top three in B2B credit management, October 2026 Edition, Finance AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the B2B credit management standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://finance-ai-index.com/receivables/b2b-credit-management/"><img src="https://finance-ai-index.com/badges/2026-10/tesorio--b2b-credit-management-compact.svg" alt="Among AI models' top three in B2B credit management, October 2026 Edition, Finance AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the B2B credit management standing, where the claim can be checked.

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.