Chargeback management for small business buyers
Asked as “chargeback management tool”, and as “payment dispute management software”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
44%
Clear leader
44Chargeflow15Chargeblast06ChargeMate35others
44% 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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Chargeflow vs JusttChargeflow vs ChargeblastChargeflow vs HighRadiusChargeflow vs Chargebacks911Gaviti vs MidigatorGaviti vs DisputifierGaviti vs JusttGaviti vs ChargeblastGaviti vs HighRadiusGaviti vs Chargebacks911Midigator vs DisputifierMidigator vs JusttMidigator vs ChargeblastMidigator vs HighRadiusMidigator vs Chargebacks911Disputifier vs JusttDisputifier vs ChargeblastDisputifier vs HighRadiusDisputifier vs Chargebacks911Justt vs ChargeblastJustt vs HighRadiusJustt vs Chargebacks911Chargeblast vs HighRadiusChargeblast vs Chargebacks911HighRadius vs Chargebacks911
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
03S04
05
06V07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Chargeflow44%
Chargeflow44%02Chargeblast15%
Chargeblast15%03Disputifier6%
Disputifier6%04Stripe Disputes4%
05Justt2%
Justt2%06Midigator2%
Midigator2%07Verifi0%
08Chargebacks9110%
Chargebacks9110%09Signifyd0%
Signifyd0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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.
Chargebacks91148%
13 of 27 labels negative · 10 of 14 models · 2 hard negative
“**Why to avoid:** ... frequently criticized on review platforms (like G2) for being **expensive** and having a **complex implementation** process.” GLM 4.7 FlashX, negative prompt
Signifyd61%
11 of 18 labels negative · 8 of 14 models · 3 hard negative
“Tools/Providers to **Avoid or Be Cautious About**: 1. **Signifyd**... SMBs report it's overkill and too costly” Grok 4.1 Fast, negative prompt
Kount62%
5 of 8 labels negative · 5 of 14 models · 2 hard negative
“Kount & Signifyd: Both require custom pricing and are better suited for mid-market or enterprise businesses. Small businesses may find them too expensive and complex.” Mistral Small, negative prompt
Justt33%
6 of 18 labels negative · 5 of 14 models
“it's often better suited to larger dispute volumes... leans more enterprise than very small business” GPT-5.4 mini, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1072 links across 160 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Chargeflow49 answers · 111 citations · 13 models
vendor site · Chargeback.io42 answers · 67 citations · 11 models
vendor site · Guideflow35 answers · 36 citations · 11 models
vendor site · GetApp30 answers · 36 citations · 11 models
30 answers · 31 citations · 9 models
vendor site · G229 answers · 42 citations · 13 models
26 answers · 40 citations · 10 models
vendor site · Stripe25 answers · 35 citations · 14 models
vendor site · Shopiator20 answers · 21 citations · 9 models
vendor site · Chargeblast18 answers · 25 citations · 7 models
vendor site · ChargebackStop18 answers · 19 citations · 8 models
17 answers · 18 citations · 10 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.
32 answers · 11 models
31 answers · 11 models
30 answers · 11 models
29 answers · 9 models
23 answers · 10 models
20 answers · 9 models
18 answers · 8 models
17 answers · 10 models
17 answers · 10 models
17 answers · 9 models
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 “best chargeback management tool”, “chargeback management tool”, “chargeback 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Chargeflow chargeflow.io | 44% | 165 | 1,600 | 14 | 20,684 | $1,152 | 107 | 1 |
| Chargeblast chargeblast.com | 15% | 44 | 1,000 | 12 | 19,270 | 11 | 9 | |
| Disputifier disputifier.com | 6% | 32 | 880 | 6 | 1,673 | 2 | ||
| Gaviti gaviti.com | 6% | 136 | 320 | 4 | 6,043 | 0 | ||
| ChargeMate chargemate.tech | 6% | 13 | 70 | 1 | 63 | |||
| Stripe parent site Stripe Disputes 4%, Stripe Radar 0% | 4% | 100 | 823,000 | 102,741 | ||||
| Chargeback chargeback.io Chargeback.io 4%, Chargeback Gurus 0%, Chargeback 0%, Chargeback.com 0% | 4% | 21 | 390 | 5 | 12,231 | 3 | 7 | |
| Kolleno kolleno.com | 4% | 90 | 210 | 0 | 6,343 | $92 | 37 | |
| Justt justt.ai | 2% | 68 | 590 | 2 | 6,068 | $2,094 | 14 | |
| ChargebackStop chargebackstop.com | 2% | 15 | 10 | 0 | 1,188 | 0 |
Google's top ten for the three searches hold 13 sites; 4 of them are among the sites the models cited here (chargeback.io, chargeblast.com, chargeflow.io, stripe.com). The first result for “best chargeback management tool” is chargeflow.io.
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
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.
ShowHideModelDirect“What is the best chargeback management tool for a small B2B company?”Paraphrase“Which payment dispute management software would you recommend to a small business that sells to other businesses?”Comparative“What are the top chargeback management tools for a small team and how do they differ?”Budget-constrained“What is the best chargeback management tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a chargeback management tool. What should we look at?”Negative“Which chargeback management tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Chargeflowagainst: KountGavitiChangedChargeflow, DisputifierChargePayno first choiceagainst: Accertify, Signifyd
Three alternatives
Avoided.io, Chargeback.com, Chargebacks911Two alternatives
Kolleno, VersapayOne alternative
EthocaThree alternatives
Chargeback.io, Chargeblast, DisputifierGPT-5.4 miniChargeblastagainst: Authorize.net, PayPalChargeflowChangedagainst: JusttChargebacks911Chargeflowno first choicenothing named
Two alternatives
Chargeback, ChargebackStopOne alternative
Stripe DisputesFour alternatives
Midigator, SEON, Stripe Disputes, VerifiTwo alternatives
ChargebackHelp, Stripe’s dispute prevention toolsGemini 3.5 FlashChargeflowChargeflowHeldChargeflowagainst: Stripe Chargeback ProtectionChargeflowChargeblast, Chargeflowagainst: Chargeback Gurus, Chargebacks911against: Ethoca, Verifi CDRN/RDR
Three alternatives
Chargeblast, Disputifier, iNymbusFour alternatives
Resolve Pay, Stripe Chargeback Protection, Upflow, VersapayTwo alternatives
Chargeblast, DisputifierFive alternatives
Aurai, ChargePay, Chargeblast, Shopify Protect, Stripe Chargeback ProtectionTwo alternatives
NoFraud, SignifydPerplexity SonarChargeflowagainst: ChargeblastChargeflowHeldChargeflowagainst: SignifydChargeflow, Disputifieragainst: Chargebacks911, Signifydno first choicenothing named
One alternative
KountTwo alternatives
Gaviti, HighRadiusThree alternatives
Chargebacks911, Disputifier, JusttGrok 4.1 FastChargeflowagainst: MidigatorKollenoChangedagainst: Chargeflow, DisputelyChargeflowChargeflowagainst: CSG Actio, Midigator, Verifino first choiceagainst: Chargebacks911, Kount, Midigator, Signifyd
Four alternatives
Chargeback.io, ChargebackStop, Chargebacks911, ShopiatorTwo alternatives
Gaviti, QuickBooks OnlineFour alternatives
Chargebacks911, Chargeblast, Justt, MidigatorOne alternative
DisputeDashMistral SmallChargeblastGavitiChangedChargeflowagainst: JusttChargeback.iono first choiceagainst: Chargebacks911, Kount, Signifyd, Verifi
Two alternatives
BlackLine, QuickBooks OnlineOne alternative
MidigatorOne alternative
ChargeflowDeepSeek V4 FlashChargeblast, Chargeflowagainst: ChargebackStopChargeflowChangedagainst: KollenoChargeMateagainst: Chargebacks911, Justt, MidigatorChargeback.ioChargeflowagainst: ChargebackStop, Chargeblast, Chargeflow, Quavo, Riskified, Signifyd
Two alternatives
Disputely, DisputifierFour alternatives
ChargeMate, Chargeback Gurus, QuickBooks, XeroTwo alternatives
Chargeback, ChargeflowTwo alternatives
ChargeSentry, ChargeflowFive alternatives
Chargeblast, Disputifier, Justt, Ringly.io, SignifydLlama 4 Maverickno first choiceno first choiceHeldJusttno first choiceno first choicenothing named
One alternative
ChargeblastThree alternatives
Chargebacks911, Justt, MidigatorQwen 3.7 FlashChargeflowBillback.ioChangedagainst: Chargebacks911ChargebackStop, Chargebacks911Chargeflowno first choiceagainst: Dispute.ly
Six alternatives
Chargeblast, ClearSale, Dispute.com, Signifyd, Spreedly, Stripe's native dispute dashboardTwo alternatives
Dispute Radar, Stripe DisputesFour alternatives
Fraud.net, FraudNet, Riskified, SignifydThree alternatives
Shopify Dispute Manager, Stripe Radar, VerifiKimi K2ChargeMateagainst: Chargebacks911BILLChangedChargeflowagainst: Chargeback Gurus, Kount, SignifydChargeflow, Disputifierno first choiceagainst: ClearSale, Forter, NoFraud, Riskified, Signifyd
One alternative
ChargeflowTwo alternatives
Gaviti, VersapayThree alternatives
Chargehound, Midigator, SiftOne alternative
Chargeback.ioGLM 4.7 FlashXChargeblast, Chargeflowagainst: ChargebackStop, Chargebacks911ChargeflowChangedJusttChargeMateno first choiceagainst: Chargebacks911, Chargeflow, The Company "Chargeback"
Two alternatives
Chargeback Specialist, DisputifierFive alternatives
Chargebacks911, HighRadius Automated Dispute Management, Kolleno, Kount, Quadient Accounts ReceivableThree alternatives
Chargebee, Chargeblast, Stripe Dispute ManagementThree alternatives
ChargeSentry, Chargeblast, ChargeflowMiniMax M2.5ChargebackStop, Chargeblastagainst: MidigatorChargeflow, JusttChangedChargeflow, DisputifierChargeblast, Disputifierno first choiceagainst: Riskified, Signifyd
One alternative
Chargebacks911Three alternatives
Chargeback Gurus, Kount, SignifydThree alternatives
ChargeSentry, Chargeback.com, ChargeflowGPT-6 LunaStripe Disputesagainst: AisleCoreStripe DisputesHeldStripe Disputesagainst: JusttChargeflowno first choiceagainst: Chargebacks911, Mastercard Ethoca, Verifi, Visa
One alternative
ChargeflowTwo alternatives
Chargeflow, PayPal Resolution CenterTwo alternatives
Chargeflow, DisputifierOne alternative
Stripe DisputesMuse Glimmer 30BChargeMate, Chargeflowagainst: Chargebacks911, Justt, MidigatorChargeblast, Gaviti, KollenoChangedChargeflowagainst: Chargebacks911, SignifydMidigatorno first choiceagainst: Chargebacks911, Chargeflow, Justt, Kount, Riskified, SEON, Sift, Signifyd
One alternative
ChargeblastOne alternative
ChargeflowThree alternatives
Chargeblast, Disputifier, JusttFive alternatives
ChargeSentry, Chargeback Gurus, Chargeblast, Chargeflow, DisputifierBold 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
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:59 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:57 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:07 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:05 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:44 | yes | 14 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:18 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | yes | 7 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 14 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:25 | yes | 24 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:53 | yes | 17 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:20 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 23 | 36 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:19 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:17 | yes | 17 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:12 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:21 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:06 | yes | 24 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:31 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:39 | yes | 12 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | yes | 21 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 9 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:48 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:09 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:34 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:31 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 17 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:52 | yes | 16 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:41 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:12 | yes | 19 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 23 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | yes | 10 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:15 | yes | 19 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:12 | yes | 25 | 72 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:47 | yes | 18 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:56 | yes | 4 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:05 | yes | 20 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:37 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:26 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:53 | yes | 19 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:57 | yes | 15 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:33 | yes | 23 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:24 | yes | 13 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:20 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | yes | 9 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:25 | yes | 18 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 19 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 11 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:16 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:18 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:03 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:44 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:03 | yes | 16 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:28 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 16 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:25 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:09 | yes | 18 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:53 | yes | 11 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:19 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:33 | yes | 4 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:21 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:23 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | no | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 14 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:41 | yes | 20 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:04 | yes | 23 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:12 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 13 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:02 | yes | 23 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:23 | yes | 23 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:52 | yes | 19 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:44 | yes | 2 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:02 | yes | 19 | 26 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
Stripe read as Stripe Disputes
Stripe Smart Disputes read as Stripe Disputes
Unresolved, counted raw
AisleCore
Aurai
Avoided.io
Billback.io
CSG Actio
Chargeback Specialist
Chargebackhit
Dispute Radar
Dispute.com
Dispute.ly
Kloutit
NoChex
PayPal’s Dispute Center
Shopify Dispute Manager
Shopify's chargeback management software
Square disputes
Square's ML
Stripe Dispute Management
Stripe's native dispute dashboard
Stripe’s dispute prevention tools
The Company "Chargeback"
Visa Compelling Evidence 3.0 / CE 3.0
Discontinued, still offered
No shut-down product was recommended here.