Rebate management
Asked as “rebate management platform”, and as “trade rebate and incentive tracking software”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
48%
Clear leader
48Enable15incentX09e-bate28others
48% of first choices, clear leader.
Since October 2026▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.Enable held the lead, −4 points on 52%, inside the 10-point floor.
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.
Small business
incentX42%Clear leader↗new leaderNew leader since October 2026: incentX (42%) replaces e-bate (26% then, 17% now), 25 points clear, past the 10-point floor.Standing →Mid-market
Enable48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.This pageEnterpriseEnable63%Clear leader▲+6Since October 2026: 57% → 63%, +6 points. Inside the 10-point floor: within noise.Standing →
incentX42%Clear leader↗new leaderNew leader since October 2026: incentX (42%) replaces e-bate (26% then, 17% now), 25 points clear, past the 10-point floor.Standing →Mid-marketEnable48%Clear leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.This pageEnterpriseEnable63%Clear leader▲+6Since October 2026: 57% → 63%, +6 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Enable48%16%62endorsed leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.52% → 48%
Enable48%16%62endorsed leader▼−4Since October 2026: 52% → 48%, −4 points. Inside the 10-point floor: within noise.52% → 48%02incentX15%0%34accepted challenger▲+6Since October 2026: 9% → 15%, +6 points. Inside the 10-point floor: within noise.9% → 15%
incentX15%0%34accepted challenger▲+6Since October 2026: 9% → 15%, +6 points. Inside the 10-point floor: within noise.9% → 15%03
e-bate9%0%23accepted challenger▼−7Since October 2026: 16% → 9%, −7 points. Inside the 10-point floor: within noise.16% → 9%
e-bate9%0%23accepted challenger▼−7Since October 2026: 16% → 9%, −7 points. Inside the 10-point floor: within noise.16% → 9%04
Pricefx6%7%41accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise.0% → 6%
Pricefx6%7%41accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise.0% → 6%05
Voucherify6%0%11accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 10-point floor: within noise.9% → 6%
Voucherify6%0%11accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 10-point floor: within noise.9% → 6%06
360insights2%7%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
360insights2%7%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%07
Phocas Software2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Phocas Software2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
SolveXia2%13%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
SolveXia2%13%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%09
IMA3602%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
IMA3602%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
15
Vistex0%50%54criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Vistex0%50%54criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14
Model N0%47%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Model N0%47%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
Channelscaler0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Channelscaler0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Vendavo0%26%35criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Vendavo0%26%35criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Zilliant0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Zilliant0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Flintfox0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Flintfox0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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
Enable vs VoucherifyEnable vs 360insightsEnable vs Phocas SoftwareEnable vs SolveXiaincentX vs e-bateincentX vs PricefxincentX vs VoucherifyincentX vs 360insightsincentX vs Phocas SoftwareincentX vs SolveXiae-bate vs Pricefxe-bate vs Voucherifye-bate vs 360insightse-bate vs Phocas Softwaree-bate vs SolveXiaPricefx vs VoucherifyPricefx vs 360insightsPricefx vs Phocas SoftwarePricefx vs SolveXiaVoucherify vs 360insightsVoucherify vs Phocas SoftwareVoucherify vs SolveXia360insights vs Phocas Software360insights vs SolveXiaPhocas Software vs SolveXia
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Enable48%
Enable48%02incentX15%
incentX15%03e-bate9%
e-bate9%04Pricefx6%
Pricefx6%05Voucherify6%
Voucherify6%06360insights2%
360insights2%07Phocas Software2%
Phocas Software2%08SolveXia2%
SolveXia2%09IMA3602%
IMA3602%10Vendavo0%
Vendavo0%11Flintfox0%
Flintfox0%12Zilliant0%
Zilliant0%13Channelscaler0%
Channelscaler0%14Model N0%
Model N0%15Vistex0%
Vistex0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Vistex50%
27 of 54 labels negative · 13 of 14 models · 3 hard negative
“Why Avoid Enterprise Platforms ... Vendavo, Model N, and Vistex typically start at $50,000–$100,000+ annually” Claude Haiku 4.5, budget prompt
Enable16%
10 of 62 labels negative · 10 of 14 models · 1 hard negative
“Avoid starting with Enable, Vendavo, Vistex, or Model N” Perplexity Sonar, budget prompt
Vendavo26%
9 of 35 labels negative · 6 of 14 models · 3 hard negative
“Why Avoid Enterprise Platforms ... Vendavo, Model N, and Vistex typically start at $50,000–$100,000+ annually” Claude Haiku 4.5, budget prompt
RebateKey
100%
5 of 5 labels negative · 5 of 14 models · 4 hard negative
“Horrible business practices. RebateKey issued me a rebate check ... which has since stale-dated. Their customer support email is completely unresponsive” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
79 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. 929 links across 126 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G260 answers · 143 citations · 14 models
vendor site · Enable58 answers · 101 citations · 14 models
vendor site · Sourceforge44 answers · 71 citations · 10 models
vendor site · incentX36 answers · 51 citations · 12 models
vendor site · Level 625 answers · 25 citations · 9 models
vendor site · Guideflow22 answers · 23 citations · 9 models
22 answers · 22 citations · 12 models
vendor site · Vistaar21 answers · 22 citations · 11 models
20 answers · 20 citations · 9 models
vendor site · Vendavo18 answers · 22 citations · 11 models
16 answers · 20 citations · 7 models
14 answers · 20 citations · 8 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.
55 answers · 14 models
35 answers · 12 models
24 answers · 12 models
23 answers · 9 models
23 answers · 8 models
22 answers · 12 models
20 answers · 9 models
20 answers · 7 models
15 answers · 9 models
14 answers · 7 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 rebate management platform”, “rebate management platform”, “rebate management platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Enable enable.com | 48% | 190 | 49,500 | 180,327 | 13,670 | $106 | 9 | |
| incentX incentx.com | 15% | 102 | 30 | 0 | 854 | 3 | ||
| e-bate e-bate.io | 9% | 61 | 20 | 45 | 944 | 2 | ||
| Pricefx pricefx.com | 6% | 119 | 1,000 | 18 | 11,062 | 0 | ||
| Voucherify voucherify.io | 6% | 33 | 390 | 3 | 15,008 | |||
| Fielo | 4% | |||||||
| 360insights 360insights.com | 2% | 26 | 390 | 14 | 30,815 | 0 | 3 | |
| Phocas Software phocassoftware.com | 2% | 42 | 1,600 | 5 | 14,159 | 43 | ||
| SolveXia solvexia.com | 2% | 53 | 140 | 0 | 7,198 | 1 | ||
| IMA360 ima360.com | 2% | 23 | 110 | 0 | 58 | $61 | 6 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (incentx.com, sourceforge.net, vendavo.com, vistaar.com). The first result for “best rebate management platform” is vendavo.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
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 rebate management platform for a mid-market B2B company?”Paraphrase“Which trade rebate and incentive tracking software would you recommend to a mid-sized B2B company?”Comparative“What are the top rebate management platforms and how do they differ?”Budget-constrained“What is the best rebate management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a rebate management platform. What should we look at?”Negative“Which rebate management platforms should I avoid or be cautious about?”
Claude Haiku 4.5SolveXia360insights, EnableChangedEnablee-bateagainst: Model N, Salesforce Revenue Cloud, Vendavo, Vistexno first choiceagainst: E2open, Model N, Salesforce Revenue Cloud, Vendavo, Vistex, Zilliant
Three alternatives
Enable, Phocas Software, PricefxTwo alternatives
Vistaar SmartRebates, incentXSeven alternatives
360insights, Flintfox, IMA360, Revenue Cloud, Vistex, Voucherify, e-bateOne alternative
PricefxGPT-5.4 miniEnableEnableHeldagainst: VistexEnable, Vistexe-bateno first choiceagainst: Enable, Flintfox, IMA360, Phocas Software, Vistaar SmartRebates
Three alternatives
IMA360, Vendavo, VistexThree alternatives
360insights, Pricefx, incentXFour alternatives
Model N, Phocas Software, Pricefx, VendavoTwo alternatives
Channel Fusion, VoucherifyGemini 3.5 FlashEnableEnableHeldagainst: Model N, VistexEnableincentXagainst: Model N, Vendavo, VistexEnableagainst: Enable, Excel, Pricefx, Vendavo, Vistex, Zilliant
Six alternatives
360insights, Flintfox, Level 6, Vendavo, e-bate, incentXFour alternatives
Flintfox, Phocas Rebate Management, Salesforce Rebate Management, incentXFive alternatives
Flintfox, Model N, Pricefx, Vendavo, VistexSeven alternatives
Excel, Microsoft Dynamics 365, NetSuite’s Rebate Management SuiteApp / Bundles, Phocas Analytics + Rebates, SAP, Salesforce Rebate Management, SolveXiaSix alternatives
Flintfox, Phocas Software, Pricefx, Vendavo, Vistex, incentXPerplexity SonarEnableEnableHeldagainst: VistexEnableagainst: SAP S/4HANA settlement managementincentXagainst: Enable, Model N, Vendavo, Vistexno first choiceagainst: 360insights, Model N, Salesforce Channel Revenue Management, Vendavo, Vistex, Zinfi
Six alternatives
BlackCurve, Fielo Rebates, Pricefx, SAP Condition Contract Settlement, Vistex, e-bateOne alternative
incentXSeven alternatives
360insights, IMA360, Model N, Pricefx, Vendavo, Vistex, e-bateThree alternatives
Channel Fusion, Voucherify, e-bateGrok 4.20Enableagainst: Pricefx, SAP, Vendavo, VistexEnableHeldagainst: VistexEnable, VistexincentXagainst: ChannelscalerEnableagainst: Data Rebate Consumer Center, Enable, Vistex
Four alternatives
BlackCurve Rebate Management, Fielo Rebates, SolveXia, incentXThree alternatives
360insights, Pricefx, VendavoThree alternatives
Phocas Software, Pricefx, VendavoTwo alternatives
Speedy Labs, VoucherifyThree alternatives
SolveXia, Vistex, incentXMistral SmallEnable, incentXEnable, incentXHeldEnableVoucherifyno first choiceagainst: Channelscaler, Enable, Vistex
Two alternatives
Pricefx, Vistaar SmartRebatesTwo alternatives
Vendavo Rebates, Vistaar SmartRebatesFour alternatives
Pricefx, Vendavo, Vistex, incentXTwo alternatives
Channel Fusion, e-bateDeepSeek V4 FlashEnableagainst: Pricefx, Vendavo, VistexEnableHeldagainst: VistexEnableVoucherifyagainst: Salesforce Revenue Cloud, VistexEnable, IMA360against: Model N, Vistexagainst: DataCandy, Enable, Rebate Gateway, Rebate Mate, RebateKey, Vistex
Three alternatives
Flintfox, e-bate, incentXTwo alternatives
Band, PricefxSeven alternatives
360insights, BlackCurve, IMA360, Pricefx, Vendavo, Vistex, VoucherifyTwo alternatives
Enable, Rebates-OnLlama 4 MaverickFieloincentXChangedno first choicePricefxno first choiceagainst: Channelscaler, Enable, Vistex
Four alternatives
BlackCurve Rebate Management, Enable, SolveXia, incentXThree alternatives
Pricefx, Vendavo, Vistaar SmartRebatesThree alternatives
Fielo, Tredence, ZilliantQwen 3.7 FlashBlackCurve Rebate Management, Fieloagainst: SAP Condition Contract Settlement, SolveXiaEnable, PricefxChangedagainst: Epicor Prophet 21, Microsoft Dynamics 365, Microsoft Dynamics 365 Business CentralEnableagainst: Cisco Partner Portal / Vendor-Specific Tools, Salesforce Revenue CloudincentXagainst: Enable, Vistexno first choiceagainst: NetSuite Rebate Management, RebateCard, RebateKey, RebatesMe
Three alternatives
Enable, Zilliant, incentXTwo alternatives
Oracle NetSuite, VistexSix alternatives
Channelscaler, Pricefx, SolveXia, Vendavo, Vistex, incentXTwo alternatives
Rebates-On, e-bateKimi K2Enableagainst: VistexEnableHeldagainst: VistexEnableSalesforce Rebate Management, incentXagainst: Vendavono first choiceagainst: Band, Data Rebate Consumer Center, Enable, Flintfox, RebateKey, RebatesMe, Vistex
One alternative
incentXTwo alternatives
Flintfox, e-bateEight alternatives
Channelscaler, Flintfox, Pricefx, SolveXia, Vendavo, Vistex, e-bate, incentXOne alternative
BandGLM 4.7 FlashXEnableEnableHeldEnablee-bateno first choiceagainst: Epicor Prophet 21, Infor CloudSuite Distribution, Microsoft Dynamics 365 Supply Chain Management, Model N, NetSuite with Oracle's rebate SuiteApp, Spreadsheets, Vistex
Four alternatives
BlackCurve, Fielo, Zilliant, incentXThree alternatives
BlackCurve Rebate Management, Pricefx, incentXSix alternatives
Model N, Pricefx, Salesforce Revenue Cloud, Vendavo, Vistex, incentXFour alternatives
CMR, NextBee, Rebates-On, SolveXiaMiniMax M2.5EnableEnable, PricefxChangedEnableagainst: SolveXiaPhocas Softwareno first choiceagainst: Rebate Mate, RebateKey, RebatesMe LLC
Four alternatives
E2open, Pricefx, SAP Condition Contract Settlement, ZilliantTwo alternatives
Oracle Channel Revenue Management, incentXSix alternatives
Level 6, Model N, Pricefx, Salesforce Revenue Cloud, Vendavo, VistexFive alternatives
Epicor Prophet 21, Infor CloudSuite Distribution, Microsoft Dynamics 365, NetSuite’s Rebate Management SuiteApp / Bundles, Salesforce Revenue CloudFive alternatives
Enable, Phocas Software, Pricefx, Vendavo, VistexGPT-6 LunaEnableagainst: VistexEnableHeldno first choicee-bateno first choiceagainst: Channelscaler, Enable, Vistaar SmartRebates, Vistex
Three alternatives
IMA360, Pricefx, VendavoTwo alternatives
Salesforce Channel Revenue Management, e-bateEight alternatives
360insights, Enable, IMA360, Model N, Pricefx, Salesforce Channel Revenue Management, Vendavo, VistexMuse Glimmer 30BWiser PromotionsEnableChangedEnable, VistexVoucherify, e-bateno first choiceagainst: OnRebates, RebateCard.com, RebateKey, Rebates.com, Vistex, maxrebates.com
Six alternatives
Enable, Pricefx, Vendavo, Vistaar SmartRebates, Zilliant, incentXFour alternatives
RebateNinja, Vistaar SmartRebates, Vistex, e-bateFive alternatives
Flintfox, Pricefx, Salesforce Revenue Cloud, Vendavo, incentXOne alternative
incentXBold 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.
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 | 2026-11-01 10:20 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | yes | 6 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:46 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 15 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 19 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:46 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:31 | yes | 14 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:50 | yes | 24 | 182 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:21 | yes | 10 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:49 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:19 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:16 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:36 | yes | 9 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:56 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 19 | 31 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:46 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:53 | yes | 7 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:51 | yes | 25 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:38 | yes | 17 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:19 | yes | 25 | 62 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:44 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:47 | yes | 14 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:17 | yes | 1 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:14 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:23 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 12 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 23 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:53 | yes | 22 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:38 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 19 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:09 | yes | 13 | 103 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | yes | 22 | 59 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:20 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:16 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:14 | yes | 4 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 22 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:09 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:05 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:49 | yes | 8 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 9 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 22 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 6 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 21 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:03 | no | 0 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:09 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:55 | yes | 12 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 12 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 21 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 9 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 14 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 5 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:37 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:15 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:15 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:59 | yes | 12 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 18 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:06 | yes | 5 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:16 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:47 | yes | 22 | 182 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 10 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 15 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
NetSuite read as NetSuite’s Rebate Management SuiteApp / Bundles
NetSuite (with Oracle's rebate SuiteApp) read as NetSuite’s Rebate Management SuiteApp / Bundles
Salesforce read as Salesforce Revenue Cloud
Salesforce (Channel Revenue Management) read as Salesforce Revenue Cloud
Salesforce (with rebate features) read as Salesforce Revenue Cloud
Vistaar read as Vistaar SmartRebates
Unresolved, counted raw
CMR (Computer Market Research)
Cisco Partner Portal / Vendor-Specific Tools
DataCandy
NetSuite Rebate Management (Foundation Bundle)
OnRebates
Phocas Analytics + Rebates
Phocas Rebate Management
Rakuten
Rebate Gateway
RebateCard
RebateCard.com
RebateNinja
Revenue Cloud
SAP S/4HANA settlement management
TopCashback
Tredence
Vendavo Rebates
Vistaar Technologies
iRebate
maxrebates.com
Discontinued, still offered
No shut-down product was recommended here.