Finance AI Index
Index Receivables and billing September 2026 Edition

B2B credit management

Asked as “B2B credit management software”, and as “customer credit risk tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
16% of first choices, contested.

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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Tesorio16%0%20accepted challenger
02Gaviti14%0%18accepted challenger
03Chaser10%11%19accepted challenger
04Nuvo6%0%23accepted challenger
05Creditsafe6%6%18accepted challenger
06Bectran6%16%19accepted challenger
07HighRadius Credit Cloud6%39%31criticized challenger
08Merclex4%0%10accepted challenger
09Paidnice2%0%12accepted challenger
10Quadient AR2%0%10accepted challenger
11Esker2%25%16criticized challenger
Show the one product at 0%, ordered by negative rate
12Billtrust0%0%13accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Tesorio16%
02Gaviti14%
03Chaser10%
04Nuvo6%
05Creditsafe6%
06Bectran6%
07HighRadius Credit Cloud6%
08Merclex4%
09Paidnice2%
10Quadient AR2%
11Esker2%
12Billtrust0%

02What they warned about

Three of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 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.
HighRadius Credit Cloud
39%
12 of 31 labels negative · 6 of 12 models · 1 hard negative
“Avoid enterprise suites like **HighRadius** or **Esker** if budget is the main constraint” Perplexity Sonar, budget prompt
Esker
25%
4 of 16 labels negative · 4 of 12 models · 2 hard negative
“Avoid enterprise-heavy tools like Oracle/Esker unless you're scaling fast; they add overhead.” Grok 4.1 Fast, direct prompt
Credit Sesame
100%
3 of 3 labels negative · 3 of 12 models · 1 hard negative
“Credit Sesame earns an "F" rating from the Better Business Bureau and is not recommended for anyone serious about protecting their financial information” Claude Haiku 4.5, negative prompt
Bectran
16%
3 of 19 labels negative · 3 of 12 models
“Historically slower processing and weaker ERP integrations; modern users sometimes need IT involvement for advanced workflows.” GLM 4.7 FlashX, comparative prompt

03What they cite

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

Sites the answers cite

64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 815 links across 176 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Nuvo41 answers · 52 citations · 10 models
vendor site · Credit Pulse37 answers · 45 citations · 10 models
vendor site · Tesorio36 answers · 36 citations · 10 models
35 answers · 41 citations · 10 models
vendor site · HighRadius31 answers · 65 citations · 10 models
vendor site · Guideflow26 answers · 26 citations · 9 models
vendor site · Rex19 answers · 20 citations · 8 models
18 answers · 25 citations · 7 models
14 answers · 33 citations · 8 models
vendor site · Merclex14 answers · 21 citations · 9 models
14 answers · 17 citations · 8 models
14 answers · 16 citations · 5 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.

04How 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.
ModelDirect“What is the best B2B credit management software for a mid-market B2B company?”Paraphrase“Which customer credit risk tool would you recommend to a mid-sized B2B company?”Comparative“What are the top credit management tools and how do they differ?”Budget-constrained“What is the best B2B credit management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a B2B credit management software. What should we look at?”Negative“Which credit management tools should I avoid or be cautious about?”
Claude Haiku 4.5Gaviti
Two alternativesChaser, Quadient AR
GavitiHeld
Two alternativesChaser, Resolve Pay
no first choiceChaser, Upflow
Two alternativesGaviti, My DSO Manager
no first choiceagainst: Credit Sesame
GPT-5.4 miniQuadient AR
Three alternativesBectran, D&B Finance Analytics Credit Intelligence, Nuvo
D&B Finance Analytics / D&B Credit IntelligenceChanged
Three alternativesCreditRiskMonitor, Creditsafe, Kolleno
Creditsafe, D&B Finance Analytics Credit Intelligence
Seven alternativesBilltrust, Chaser, Invoiced, Kolleno, Quadient AR, Tesorio, Upflow
Experian Business Credit Advantage / Business Credit Monitoring
One alternativeBectran
no first choicenothing named
Gemini 3.5 FlashBectran
Four alternativesEsker, Quadient AR, Resolve Pay, Tesorio
Kolleno, TesorioChanged
Four alternativesChaser, Experian Business CreditScore Pro, Gaviti, Resolve Pay
against: HighRadius Credit Cloud
Rex
Three alternativesBectran, Creditsafe, D&B Finance Analytics
against: Esker, HighRadius Credit Cloud
Satago, Trove
Four alternativesCreditsafe, DueTrail, Nuvo, Paidnice
against: Bectran, Chaser, HighRadius Credit Cloud
no first choice
Four alternativesChaser, Peakflo, Quadient/YayPay, Tesorio
against: Lexington Law
Perplexity SonarTesorio
Three alternativesGaviti, HighRadius Credit Cloud, Quadient AR
HighRadius Credit CloudChanged
Three alternativesBectran, Creditsafe, Rex
Esker, HighRadius Credit Cloud
Eight alternativesBilltrust, Chaser, Creditsafe, Experian, Nuvo, Onguard, Satago, Sidetrade
My DSO Manager, Upflow
One alternativePaidnice
against: Creditsafe, D&B Finance Analytics, Esker, HighRadius Credit Cloud
no first choicenothing named
Grok 4.1 FastGaviti
Four alternativesBectran, Billtrust, Nuvo, Tesorio
against: Esker, HighRadius Credit Cloud, Oracle
CreditsafeChanged
Four alternativesBectran, Dun & Bradstreet, Experian, Gaviti
no first choiceMerclex
Two alternativesPaidnice, Satago
HighRadius Credit Cloud
Six alternativesBectran, Billtrust, Creditsafe, Esker, Nuvo, Onguard
against: Albert, Equifax, Experian, Financial Education Services, TomoCredit, TransUnion
Mistral SmallGaviti
Two alternativesBilltrust, Quadient AR
Creditsafe, GavitiChangedno first choiceChaser, Paidnice
One alternativeMerclex
no first choicenothing named
DeepSeek V4 FlashNuvo
Four alternativesBectran, Creditsafe, Gaviti, Tesorio
against: Esker, HighRadius Credit Cloud
CreditsafeChanged
Three alternativesDun & Bradstreet, HighRadius Credit Cloud, Tesorio
no first choiceagainst: Bectran, Dun & Bradstreet, HighRadius Credit Cloud, RexBectran
Three alternativesExperian Business CreditScore Pro, Paidnice, Satago
against: Chaser, Dun & Bradstreet, HighRadius Credit Cloud, Kolleno, Moody's, Upflow
Esker, Nuvo, Onguardagainst: HighRadius Credit Cloud, Sidetradeagainst: Credit Glory, Credit Karma, Credit Sesame, Experian, Lexington Law / Progrexion, TransUnion, myFICO
Llama 4 Maverickno first choiceno first choiceHeldno first choiceBectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, Nav Businessno first choicenothing named
Qwen 3.7 FlashGaviti
Two alternativesBilltrust, Credit Pulse
against: HighRadius Credit Cloud
TesorioChanged
One alternativeNuvo
against: HighRadius Credit Cloud
Dun & Bradstreet
Five alternativesChaser, Curb, FreshBooks, QuickBooks Online, Xero
Chaser
Three alternativesMerclex, Nav Business, Paidnice
against: LexisNexis
no first choicenothing named
Kimi K2Gaviti, Tesorio
Three alternativesBilltrust, Nuvo, Quadient AR
Nuvo, TesorioChanged
Four alternativesD&B Credit Reporter, Esker, Experian Business CreditScore Pro, HighRadius Credit Cloud
no first choice
Seven alternativesBectran, Creditsafe, D&B Finance Analytics, Esker, HighRadius Credit Cloud, Nuvo, Rex
Chaser
Two alternativesPaidnice, Trove
no first choicenothing named
GLM 4.7 FlashXTesorio
Two alternativesGaviti, Quadient AR
against: HighRadius Credit Cloud
TesorioHeld
Three alternativesExperian Business CreditScore Pro, Gaviti, HighRadius Credit Cloud
against: D&B Finance Analytics, Moody's
no first choice
Seven alternativesCredit Pulse, Creditsafe, D&B Finance Analytics, Esker, HighRadius Credit Cloud, Nuvo, Rex
against: Bectran, FICO, Moody’s CreditLens, S&P Global Market Intelligence
Merc
Three alternativesNav Business, Paidnice, Upflow
no first choiceagainst: Credit Karma, Credit Sesame, Experian Credit Report, TransUnion, myFICO
MiniMax M2.5Tesorio
Four alternativesCredit Pulse, Gaviti, Nuvo, Quadient AR
HighRadius Credit CloudChanged
Two alternativesAtradius, Kolleno
HighRadius Credit Cloud
Three alternativesChaser, Esker, Nuvo
Chaser
One alternativePaidnice
no first choicenothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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-4-5-202510012026-09-17 21:01yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:41yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:18yes2121 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:37yes177 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:38yes3122 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 20:35yes53 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:24yes1821 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:48yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:42yes1030 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:56yes750 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:23yes2641 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:04yes720 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:17yes159 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:35yes47 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:19yes1647 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:03yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:26yes2716 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:44yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:59yes1819 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:40yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:06yes511 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:14yes819 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:45yes15121 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:59yes2241 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:17yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:13yes610 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:59yes1826 s
ComparativePerplexity Sonarsonar2026-09-17 18:01yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:56yes2414 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:31yes3015 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:18yes2233 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:52yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:13no032 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:43yes725 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:33yes2052 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:00yes825 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:58yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:23yes211 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:53yes1925 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:19yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:31yes3619 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:39yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:12yes1617 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:23yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:50yes1046 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:04yes920 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:32yes2885 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:03yes517 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:11no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:51no012 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:16no014 s
Scale constrainedPerplexity Sonarsonar2026-09-17 17:59yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:34yes139 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:37no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:27yes1726 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:28yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:31yes729 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:53yes825 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:16yes1262 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:30no09 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:17yes2714 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:06no03 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:31yes1625 s
Negative framingPerplexity Sonarsonar2026-09-17 18:15yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:44yes3316 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 18:22yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:57yes1920 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:15yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:03yes1039 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:02yes2026 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:12yes1552 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:41no059 s

Normalization in this category

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

Category-scoped readings
CreditPulse read as Credit Pulse
HighRadius read as HighRadius Credit Cloud
Quadient Accounts Receivable read as Quadient AR
YayPay read as Quadient AR
YayPay (Quadient) read as Quadient AR
Unresolved, counted raw
AWS Credit Checker
Access Collect
Albert
Chaser/Access Group
Credictiq
Credit Glory
CreditRiskMonitor
Curb
D&B Finance Analytics / D&B Credit Intelligence
Discover
DueTrail
Euler Hermes
Experian Business Credit Advantage / Business Credit Monitoring
Experian Credit Report
Financial Education Services
Identity Guard
Lexington Law
Lexington Law / Progrexion
LexisNexis
LifeLock
Merc
Nuvio
Peakflo
S&P Global Market Intelligence
Slope
TomoCredit
YNAB
Discontinued, still offered
No shut-down product was recommended here.
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