Rebate management for small business buyers
Asked as “rebate management platform”, and as “trade rebate and incentive tracking software”, on behalf of a small B2B company. 46 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
26%
Contested · Enable 20%
26e-bate20Enable17Voucherify37others
26% 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.
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
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 ten head-to-head pages: the top five products, each against each
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01e-bate26%
e-bate26%02Enable20%
Enable20%03Voucherify17%
Voucherify17%04incentX13%
incentX13%05Channelscaler4%
Channelscaler4%06Flintfox2%
Flintfox2%07Vendavo2%
Vendavo2%08SolveXia0%
SolveXia0%09Pricefx0%
Pricefx0%10Model N0%
Model N0%11Vistex0%
Vistex0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Enable43%
24 of 56 labels negative · 13 of 14 models · 3 hard negative
“Users report significant **data duplication** problems, making master data harmonization difficult; **clunky navigation** and complex allocation processes” GLM 4.7 FlashX, negative prompt
Vistex81%
29 of 36 labels negative · 11 of 14 models · 10 hard negative
“user feedback frequently highlights **difficult implementation**, numerous challenges during rollout, and delays. It is often considered overkill for smaller volumes of deals” Qwen 3.7 Flash, negative prompt
Vendavo76%
22 of 29 labels negative · 11 of 14 models · 6 hard negative
“users note customization costs escalate quickly due to consultancy involvement. Performance suits large datasets, not lightweight SMB use.” Grok 4.1 Fast, negative prompt
Pricefx62%
10 of 16 labels negative · 9 of 14 models · 3 hard negative
“you'll want to avoid heavy enterprise suites (like Vendavo, Pricefx, or Salesforce solutions)” Kimi K2, budget 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. 1045 links across 131 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 · G269 answers · 147 citations · 14 models
48 answers · 48 citations · 12 models
vendor site · Sourceforge47 answers · 94 citations · 12 models
vendor site · Level 637 answers · 45 citations · 11 models
vendor site · Worldmetrics35 answers · 44 citations · 11 models
vendor site · Guideflow35 answers · 35 citations · 11 models
32 answers · 43 citations · 10 models
30 answers · 39 citations · 11 models
vendor site · Enable28 answers · 36 citations · 12 models
vendor site · OnCentive28 answers · 28 citations · 10 models
26 answers · 35 citations · 11 models
26 answers · 32 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.
61 answers · 14 models
48 answers · 12 models
37 answers · 11 models
35 answers · 11 models
32 answers · 9 models
32 answers · 12 models
31 answers · 11 models
28 answers · 10 models
19 answers · 9 models
19 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 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 |
|---|---|---|---|---|---|---|---|---|
| e-bate e-bate.io | 26% | 65 | 20 | 45 | 944 | 2 | ||
| Enable enable.com | 20% | 175 | 49,500 | 180,327 | 13,670 | $106 | 9 | |
| Voucherify voucherify.io | 17% | 55 | 390 | 3 | 15,008 | |||
| incentX incentx.com | 13% | 51 | 30 | 0 | 854 | 3 | ||
| Channelscaler channelscaler.com | 4% | 24 | 260 | 3 | 948 | $279 | 13 | |
| Rebates-On rebates-on.com | 2% | 11 | 20 | 50,534 | 33 | |||
| Flintfox flintfox.ca | 2% | 41 | 140 | 2 | ||||
| BlackCurve Rebate Management blackcurve.com | 2% | 2 | ||||||
| RebateHub | 2% | |||||||
| Promomash promomash.com | 2% | 3 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (sourceforge.net). 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 small B2B company?”Paraphrase“Which trade rebate and incentive tracking software would you recommend to a small business that sells to other businesses?”Comparative“What are the top rebate management platforms for a small team and how do they differ?”Budget-constrained“What is the best rebate management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a rebate management platform. What should we look at?”Negative“Which rebate management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5incentXVendavoChangedincentXagainst: Salesforce Revenue Cloude-bate, incentXagainst: PriceWise, Salesforce Manufacturing Cloudno first choiceagainst: Enable, Model N, Pricefx, TradeNet Deals, Vendavo, Vistex
Three alternatives
Enable, Flintfox, VendavoTwo alternatives
Salesforce Rebate Management, incentXTwo alternatives
Enable, e-bateOne alternative
VoucherifyGPT-5.4 miniEnableEnableHeldEnableagainst: IMA360, VistexVoucherifyagainst: Enableno first choiceagainst: Enable, Flintfox, IMA360, Vendavo, Vistex
Two alternatives
Acumens Sales Rebates & Claims, ChannelscalerThree alternatives
Conga, Pricefx, incentXTwo alternatives
Channel Mechanics, PricefxOne alternative
e-bateGemini 3.5 FlashincentXagainst: Pricefx, VendavoincentXHeldagainst: Model N, Vendavo, Vistexe-bateagainst: Model N, VistexincentXagainst: Enable, Model N, Salesforce Revenue Cloud, Vendavo, VistexEnableagainst: Model N, Vendavo, Vistexagainst: Conga Rebate Management, Enable, Model N, PROS, Pricefx, Salesforce Revenue Cloud, Vendavo, Vistex, Zilliant
Four alternatives
Enable, Level 6, Phocas Rebates, Salesforce Rebate ManagementFour alternatives
Enable, Voucherify, b2brebates, e-bateFour alternatives
Enable, Salesforce Rebate Management, SolveXia, incentXThree alternatives
Rebates-On, Voucherify, e-bateThree alternatives
Phocas Software, SolveXia, incentXPerplexity SonarVoucherifyagainst: Enable, Flintfox, Model N, Vendavo, VistexEnableChangedVoucherifyVoucherifyno first choiceagainst: E2open Channel Revenue Management, Enable, Flintfox, Pricefx, SAP Condition Contract Settlement, Vendavo, Vistex
Three alternatives
Conga, Phocas Software, VistaarFour alternatives
Phocas Software, RebatePros, TradeNet Deals, VistexFour alternatives
Enable, Flintfox, RebateMAX, Wiser PromotionsTwo alternatives
Cin7 Rebates, Wiser PromotionsGrok 4.1 FastEnableagainst: SAP, VistexincentXChangedagainst: Channelscaler, EnableEnable, e-bateagainst: SAP, Vistexe-bateagainst: Enable, Vendavo, Vistexno first choiceagainst: Pricefxagainst: Model N, SAP Rebate Management, Vendavo, Vistex
Two alternatives
Voucherify, e-bateTwo alternatives
Qcommission, VividlyTwo alternatives
Channelscaler, incentXThree alternatives
Channel Fusion, Voucherify, incentXMistral SmallVoucherifyFlintfoxChangedVoucherifyagainst: 360insights, Enablee-bateno first choiceagainst: RebateKey, Rebates.com, RebatesHQ.com, RebatesMe LLC
Two alternatives
Enable, incentXTwo alternatives
Vistex, ZipDo/Software Advice’s Top Rebate SoftwareOne alternative
RebateXTwo alternatives
Enable, SolveXiaDeepSeek V4 FlashVoucherifyagainst: Enable, Model N, Vendavo, Vistexe-bateChangedVoucherify, e-bateVoucherifyagainst: Enable, IMA360, Model N, Pricefx, Vendavo, Vistexe-bateagainst: Model N, Vendavo, Vistexagainst: Enable, NetSuite’s Rebate Management SuiteApp / Bundles, Vendavo, Vistex, Wiser Promotions, Zilliant
One alternative
Rebates-OnTwo alternatives
Enable, VoucherifyThree alternatives
Enable, IMA360, PricefxOne alternative
e-bateTwo alternatives
Enable, incentXLlama 4 Maverickno first choiceno first choiceHeldno first choiceVoucherifyno first choicenothing named
Qwen 3.7 FlashChannelscaleragainst: Enable, VistexPromotionHubChangede-bateagainst: Enable, VistexRebateHubagainst: Oracle Channel Revenue Management, SAPno first choiceagainst: SAP, Salesforce Revenue Cloudagainst: Channelscaler, Enable, Microsoft Dynamics, Oracle NetSuite, Pricefx, SAP Business One, Vendavo, Vistex
Three alternatives
Voucherify, e-bate, incentXFour alternatives
Acumatica, Microsoft Dynamics 365, Rebate Engine, Rebates by RebbThree alternatives
SolveXia, Voucherify, incentXFour alternatives
Airtable, Excel, Google Sheets, SpiffKimi K2EnableEnable, Rebates-OnChangedincentXagainst: Enable, Vistexe-bateagainst: Pricefx, Salesforce solutions, Vendavono first choiceagainst: Model N, Vistexagainst: Channelscaler, Model N, SAP Condition Contract Settlement, Vendavo, Vistex
Four alternatives
BlackCurve Rebate Management, Rebates-On, Voucherify, incentXThree alternatives
Voucherify, e-bate, incentXFour alternatives
Channel Fusion, Rebates-On, SolveXia, VoucherifyTwo alternatives
Voucherify, incentXFour alternatives
Enable, Voucherify, e-bate, incentXGLM 4.7 FlashXe-bateChannelscalerChangedVoucherifyagainst: Vendavo, Vistexe-bateno first choiceagainst: Enable, Vistex
Two alternatives
SolveXia, VoucherifyFive alternatives
Model N, Performio, Voucherify, Zinfi, incentXTwo alternatives
Flintfox, RebateMAXTwo alternatives
Avidxchange Rebate Management, VoucherifyMiniMax M2.5Enable, e-bateEnableChangedagainst: VistexVoucherifyVoucherify, e-bateno first choiceagainst: Enable, IMA360, RebatesMe LLC
Three alternatives
Channelscaler, Flintfox, incentXOne alternative
Wiser PromotionsTwo alternatives
Enable, e-bateOne alternative
Channel FusionGPT-6 Lunae-bateagainst: B2B Rebate ManagerB2B Rebate ManagerChangedagainst: Channelscaler, Salesforce's rebate offeringBand, e-bateagainst: EnableSpreadjustagainst: Rebates-Onno first choiceagainst: Enable, Model N, Pricefx, Vendavo
Two alternatives
Enable, Rebates-OnOne alternative
e-bateTwo alternatives
360insights, ChannelscalerMuse Glimmer 30BBlackCurve Rebate Managementagainst: Enable, Model N, Vendavo, VistexPromomashChangede-bateagainst: Enable, Model N, Pricefx, Vendavo, Vistexe-bateno first choiceagainst: Enable, Parago, Rebately, RebatesHQ.com, RebatesMe LLC, SAP Condition Contract Settlement, SolveXia
Three alternatives
Optymyze, RebateX, VoucherifyTwo alternatives
TradeNet Deals, VoucherifyTwo alternatives
Channel Fusion, VoucherifyTwo alternatives
Channel Fusion, VoucherifyThree alternatives
Channel Fusion, Voucherify, e-bateBold 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 23:20 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:14 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:13 | yes | 19 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:24 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:02 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:41 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 20 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:20 | yes | 21 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:42 | yes | 22 | 52 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:12 | yes | 21 | 76 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:30 | yes | 12 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:14 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:12 | yes | 22 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:01 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:05 | yes | 14 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:29 | yes | 17 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 22 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:07 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:20 | no | 0 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:23 | yes | 14 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 13 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | yes | 5 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:19 | yes | 4 | 27 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:00 | yes | 21 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:45 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:18 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 20 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:02 | yes | 13 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:08 | yes | 21 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:12 | yes | 17 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:47 | yes | 22 | 78 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:36 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:52 | yes | 17 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:42 | yes | 18 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 23 | 185 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:26 | yes | 21 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:18 | yes | 21 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:42 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:27 | yes | 18 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:06 | yes | 16 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 17 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:49 | yes | 23 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:21 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:41 | yes | 10 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:32 | yes | 21 | 53 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 15 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:07 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:44 | yes | 16 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:23 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:36 | yes | 13 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 14 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:29 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:05 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:35 | yes | 13 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:46 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:07 | yes | 17 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 13 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 10 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:14 | yes | 1 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:42 | yes | 11 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:39 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 17 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:13 | yes | 15 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:18 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:58 | yes | 15 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:06 | yes | 22 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:47 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | yes | 13 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 19 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:13 | yes | 13 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:01 | yes | 5 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:02 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:59 | yes | 24 | 27 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
Oracle read as Oracle Channel Revenue Management
Salesforce read as Salesforce Revenue Cloud
Unresolved, counted raw
Acterys Rebate Management
Acumens Sales Rebates & Claims
CartonCloud
Channel Mechanics
ChannelAdvisor Rebate Management
Cin7 Rebates
Conga Rebate Management
Corpay One Rebate Management
NetSuite’s Rebate Management SuiteApp / Bundles
Parago
PriceWise
PromoCode
PromotionHub
Qcommission
Rebate Engine
Rebate Inferno
Rebate-IQ
RebateLedger
Rebates by Rebb
Rebillion
Salesforce Manufacturing Cloud
Salesforce solutions
Salesforce's rebate offering
Spiff
Zilliant Incentives and Rebates
ZipDo/Software Advice’s Top Rebate Software
b2brebates (by FocalCXM)
Discontinued, still offered
No shut-down product was recommended here.