AI Indexes
Finance AI Index
September 2026 Edition, published September 17, 2026 · The permanent record of that edition, superseded since. The current standing is on the category page →
Index › Receivables and billing › B2B credit management › Enterprise › September 2026 Edition

B2B credit management for enterprise buyers

Asked as “B2B credit management software”, and as “customer credit risk tool”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
73HighRadius Credit Cloud04Bectran04Credit Pulse19others

73% of first choices, clear leader.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01HighRadius Credit Cloud73%3%62endorsed leader
02Bectran4%0%26accepted challenger
03Credit Pulse4%0%13accepted challenger
04Esker2%9%33accepted challenger
05Sidetrade2%0%15accepted challenger
06Billtrust2%15%20accepted challenger
07Quadient AR2%0%10accepted challenger
08SAP Credit Management2%10%10accepted challenger
Show the four products at 0%, ordered by negative rate
12Tesorio0%9%11accepted challenger
09Creditsafe0%0%14accepted challenger
10D&B Finance Analytics0%0%10accepted challenger
11Onguard0%0%10accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each

One product takes 73% of first choices here, so the chart would put eleven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Zero products carry a negative rate above 25% in this category.

What they warned about

Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Kolleno
62%
5 of 8 labels negative · 4 of 12 models · 2 hard negative
“Per-user/seat-based (e.g., Kolleno at ~$650/user/month) | Exponentially expensive at scale” Kimi K2, budget prompt
Billtrust
15%
3 of 20 labels negative · 3 of 12 models
“Some enterprise-focused platforms (e.g., Esker, Billtrust) ... can feel cumbersome or "heavy" if your needs are primarily around credit decisioning.” Mistral Small, negative prompt
Esker
9%
3 of 33 labels negative · 3 of 12 models
“Some enterprise-focused platforms (e.g., Esker, Billtrust) are built for large-scale operations and can feel cumbersome or "heavy" if your needs are primarily around credit decisioning.” Mistral Small, negative prompt
Chaser
80%
4 of 5 labels negative · 2 of 12 models · 1 hard negative
“QuickBooks or Xero-native credit tools (like Chaser, Mintline, or similar SMB-focused platforms). These often lack: Deep ERP integration” DeepSeek V4 Flash, negative prompt

What they cite

Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

80 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1066 links across 190 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · HighRadius54 answers · 129 citations · 14 models
vendor site · Nuvo46 answers · 51 citations · 11 models
vendor site · Guideflow46 answers · 46 citations · 11 models
vendor site · Worldmetrics39 answers · 58 citations · 11 models
vendor site · Credit Pulse37 answers · 52 citations · 11 models
36 answers · 36 citations · 12 models
vendor site · Emagia30 answers · 54 citations · 11 models
vendor site · Esker25 answers · 32 citations · 13 models
vendor site · G224 answers · 37 citations · 11 models
vendor site · Tesorio23 answers · 24 citations · 11 models
vendor site · Onguard22 answers · 24 citations · 11 models
vendor site · G222 answers · 23 citations · 11 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “b2b credit management software”, “best b2b credit management software”, “credit management tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
HighRadius highradius.com
HighRadius Credit Cloud 73%, HighRadius' Credit Management Software 2%
75%1166,600118294,561 company$2,2721201
Bectran bectran.com4%561,900283,66216
Credit Pulse creditpulse.com4%29210306,89905
Esker esker.com2%20712,10038312,33752
Sidetrade sidetrade.com2%684807321
Billtrust billtrust.com2%3176,60015950,343$718157
Quadient quadient.com
Quadient AR 2%
2%85504131,433 company$8342
SAP Credit Management sap.com2%1550122,214,514$1,25123
D&B Finance Analytics Credit Intelligence2%
Dun & Bradstreet dnb.com
Dun & Bradstreet 2%, D&B Finance Analytics 0%
2%201,0861,974,778$1,21822

Google's top ten for the three searches hold 19 sites; 6 of them are among the sites the models cited here (creditpulse.com, emagia.com, esker.com, highradius.com, nuvo.com, tesorio.com). The first result for “b2b credit management software” is highradius.com.

How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHide
ModelDirect“What is the best B2B credit management software for an enterprise B2B company?”Paraphrase“Which customer credit risk tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade credit management tools and how do they differ?”Budget-constrained“What is the best B2B credit management software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a B2B credit management software. What should we look at?”Negative“Which credit management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HighRadius Credit Cloud
Two alternativesBilltrust, Resolve Pay
Esker, HighRadius' Credit Management SoftwareChanged
Two alternativesCredit Pulse, Emagia
HighRadius Credit Cloud
Four alternativesBilltrust, Esker, Onguard, Sidetrade
HighRadius Credit Cloud
One alternativeCredit Pulse
no first choiceagainst: Rogo
GPT-5.4 miniHighRadius Credit Cloud
Five alternativesBilltrust, D&B Finance Analytics Credit Intelligence, Quadient AR, SAP Credit Management, Tesorio
D&B Finance Analytics Credit IntelligenceChanged
Three alternativesBilltrust, Creditsafe, HighRadius Credit Cloud
no first choice
Four alternativesEsker, HighRadius Credit Cloud, Oracle Fusion Cloud Credit Management, SAP Credit Management
Bectran
Three alternativesHighRadius Credit Cloud, Quadient AR, SCREDIT
no first choicenothing named
Gemini 3.5 FlashHighRadius Credit Cloud
Five alternativesBectran, Emagia, Esker, Serrala, Tesorio
HighRadius Credit CloudHeld
Three alternativesBectran, Credit Pulse, D&B Finance Analytics
HighRadius Credit Cloud, Sidetrade
Four alternativesBectran, Credit Pulse, Esker, Resolve Pay
Quadient AR
Three alternativesBectran, Gaviti, Visma Onguard
against: Billtrust, HighRadius Credit Cloud
no first choice
Seven alternativesBlackLine, Carixa, Creditsafe, Esker, HighRadius Credit Cloud, Quadient AR, Tesorio
against: Dun & Bradstreet, Excel, Experian Business Credit Reports, Google Sheets
Perplexity SonarHighRadius Credit Cloud
Four alternativesBectran, Billtrust, D&B Finance Analytics, Esker
HighRadius Credit CloudHeld
Four alternativesD&B Finance Analytics Credit Intelligence, Emagia, Esker, Sidetrade
HighRadius Credit Cloud
Four alternativesBectran, Billtrust, Onguard, Tesorio
HighRadius Credit Cloud
Two alternativesEsker, Onguard
no first choiceagainst: CreditDevice, NetNow, Nuvo, Payt, TKB
Grok 4.1 FastHighRadius Credit Cloud
Two alternativesD&B Finance Analytics Credit Intelligence, Oracle Fusion Cloud Credit Management
HighRadius Credit CloudHeld
One alternativeMoody's Analytics Credit Risk Solutions
HighRadius Credit Cloud
Five alternativesBectran, Billtrust, Creditsafe, Onguard, Sidetrade
HighRadius Credit Cloud
Four alternativesBilltrust, Credit Pulse, Esker, Nuvo
against: Kolleno
HighRadius Credit Cloud
Three alternativesCredit Pulse, Emagia Credit Automation, Resolve Pay
against: Esker, HighRadius Credit Cloud, Kolleno, SAP Credit Management, SAS Credit Risk Management
Mistral SmallBectran, SAP Credit Management
Two alternativesCreditsafe, Kolleno
HighRadius Credit CloudChangedHighRadius Credit Cloud, Tesorio
Four alternativesCreditsafe, D&B Finance Analytics, Experian Business Credit Reports, Kolleno
against: Gaviti
HighRadius Credit Cloud
Two alternativesEsker, Nuvo
no first choiceagainst: Billtrust, Esker
DeepSeek V4 FlashHighRadius Credit Cloud
Two alternativesBectran, Emagia
against: Chaser
HighRadius Credit CloudHeld
Three alternativesEmagia, Esker, Tesorio
HighRadius Credit Cloud
Seven alternativesBectran, Billtrust, Creditsafe, D&B Finance Analytics, Esker, Nuvo, Rex
HighRadius Credit Cloud
One alternativeSidetrade
against: Billtrust, Chaser, Paidnice
HighRadius Credit Cloud
One alternativeBectran
against: Esker, SAP Native Credit Management, Tesorio
against: Chaser, Mintline, NetNow
Llama 4 MaverickHighRadius Credit Cloud
Two alternativesBectran, Guideflow
Dun & BradstreetChanged
Two alternativesCreditsafe, HighRadius Credit Cloud
no first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashHighRadius Credit Cloud
Three alternativesBectran, Esker, Nuvo
HighRadius Credit Cloud, SidetradeChanged
Two alternativesDun & Bradstreet, S&P Global Market Intelligence
Esker, HighRadius Credit Cloud
Four alternativesBectran, Coface, Dun & Bradstreet, Sidetrade
HighRadius Credit Cloud
Two alternativesBectran, Experian Business Services
against: Chaser, Kolleno, Nuvo
no first choicenothing named
Kimi K2Billtrust, HighRadius Credit Cloud
Three alternativesBectran, SAP Credit Management, Tesorio
D&B Enterprise Risk Assessment ManagerChanged
Three alternativesEmagia AI-Powered Credit Risk Management, Esker, HighRadius Credit Cloud
HighRadius Credit Cloud
Five alternativesBectran, Creditsafe, Emagia, Oracle Fusion Cloud Credit Management, SAP Credit Management
Credit Pulse, HighRadius Credit Cloud
Two alternativesEsker, Serrala FS² Credit & Risk
against: Kolleno
no first choicenothing named
GLM 4.7 FlashXHighRadius Credit Cloud
One alternativeBectran
against: SAP Ariba
HighRadius Credit CloudHeld
Three alternativesBectran, D&B Finance Analytics, Esker
no first choiceHighRadius Credit Cloud
Three alternativesChaser, Credit Pulse, Paidnice
no first choicenothing named
MiniMax M2.5HighRadius Credit Cloud
Two alternativesBectran, Nuvo
HighRadius Credit CloudHeld
Two alternativesBectran, Esker
HighRadius Credit Cloud
Five alternativesBilltrust, Esker, Onguard, Oracle Fusion Cloud Credit Management, SAP Credit Management
no first choiceHighRadius Credit Cloud
Three alternativesCreditsafe, D&B Finance Analytics, Esker
nothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:19yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:43yes34 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:45yes1422 s
Direct recommendationPerplexity Sonarsonar2026-10-01 10:44yes183 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:45yes2217 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 09:21yes96 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:25yes2332 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:47yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:29yes922 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:39yes1218 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:56yes2231 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:18yes1036 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:08yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:41yes34 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:26yes722 s
ParaphrasePerplexity Sonarsonar2026-10-01 09:24yes173 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:13yes216 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 07:52yes52 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:22yes2126 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:49yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:02yes837 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:45yes1919 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:10yes1421 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:49yes920 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:05yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:31yes58 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:51yes1924 s
ComparativePerplexity Sonarsonar2026-10-01 08:42yes165 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:47yes209 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 08:42yes1511 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:22yes2140 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:33yes51 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:15yes1551 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:46yes1826 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 07:40yes1519 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:18yes1833 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:51yes149 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:51yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:40yes1725 s
Budget constrainedPerplexity Sonarsonar2026-10-01 08:40yes173 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:11yes229 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 10:15yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:07yes2526 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:38yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:20yes17127 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:26yes2422 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:01yes2343 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:16yes1843 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:26yes1912 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:58yes09 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:54no016 s
Scale constrainedPerplexity Sonarsonar2026-10-01 08:03yes157 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:54yes1410 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 08:57no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 10:27yes2138 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:58yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:10no028 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:07yes2531 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:16yes1428 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:00yes1127 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:26yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:02yes49 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:09yes628 s
Negative framingPerplexity Sonarsonar2026-10-01 08:36yes173 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:37yes249 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 10:02yes106 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:10yes2335 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:37yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:01yes1038 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:38yes1830 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:20yes1963 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:34yes834 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

ShowHide
Category-scoped readings
CreditPulse read as Credit Pulse
Experian read as Experian Business Credit Reports
Experian Business read as Experian Business Credit Reports
HighRadius read as HighRadius Credit Cloud
HighRadius (Autonomous Credit Cloud) read as HighRadius Credit Cloud
HighRadius (Credit Cloud) read as HighRadius Credit Cloud
HighRadius Accounts Receivables read as HighRadius Credit Cloud
Moody's Analytics read as Moody's
Oracle read as Oracle Fusion Cloud Credit Management
Quadient read as Quadient AR
Quadient (formerly YayPay) read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
Resolve read as Resolve Pay
SAP read as SAP Credit Management
Unresolved, counted raw
Alarmbox
Atradius Collections & Credit Risk
Carixa
Cortera Credit Risk Management
Credit Benchmark
CreditSafe Business Credit Reports
D&B Enterprise Risk Assessment Manager (ERAM)
Dun & Bradstreet Credit Manager
Emagia AI-Powered Credit Risk Management
Emagia Credit Automation
Experian Business Credit Manager
Experian Business Services
Experian PowerCurve
FICO Decision Management Suite
FICO Enterprise Risk Suite
FIS CreditLens
HighRadius' Credit Management Software
Mintline
Moody's Analytics Credit Risk Solutions
Provenir
Rogo
SAP Collections Management
SAP Native Credit Management
SAS Credit Risk Management
SAS Credit Scoring
ScoreRight
Serrala FS² Credit & Risk
Sidetrade Credit Risk Expert
TransUnion CreditVision
Visma Onguard
Zest AI
Discontinued, still offered
No shut-down product was recommended here.
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