Sales commissions and incentive compensation for small business buyers
Asked as “sales commission management platform”, and as “incentive compensation management tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · Commissionly 15%
38QuotaPath15Commissionly13QCommission34others
38% of first choices, contested.
Since October 2026▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.QuotaPath held the lead, −9 points on 47%, inside the 11-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
QuotaPath38%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.This pageMid-market
CaptivateIQ38%Contested▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.Standing →Enterprise
Xactly Incent28%Contested=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-point floor: within noise.Standing →
QuotaPath38%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.This pageMid-marketCaptivateIQ38%Contested▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.Standing →EnterpriseXactly Incent28%Contested=heldSince October 2026: 28% → 28%, ±0 points. Inside the 11-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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01QuotaPath38%15%60endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.47% → 38%
QuotaPath38%15%60endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 11-point floor: within noise.47% → 38%02
Commissionly15%5%43accepted challenger▼−2Since October 2026: 17% → 15%, −2 points. Inside the 11-point floor: within noise.17% → 15%
Commissionly15%5%43accepted challenger▼−2Since October 2026: 17% → 15%, −2 points. Inside the 11-point floor: within noise.17% → 15%03
Sales Cookie13%0%33accepted challenger▼−8Since October 2026: 21% → 13%, −8 points. Inside the 11-point floor: within noise.21% → 13%
Sales Cookie13%0%33accepted challenger▼−8Since October 2026: 21% → 13%, −8 points. Inside the 11-point floor: within noise.21% → 13%04
QCommission13%15%33accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 11-point floor: movement.0% → 13%
QCommission13%15%33accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 11-point floor: movement.0% → 13%05CaptivateIQ6%54%41criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
CaptivateIQ6%54%41criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%06
Core Commissions4%15%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Core Commissions4%15%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Salesforce Spiff2%31%39criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Salesforce Spiff2%31%39criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Qobra2%17%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Qobra2%17%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
11
Varicent0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Varicent0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12Xactly Incent0%83%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Xactly Incent0%83%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Performio0%48%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Performio0%48%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Everstage0%34%32criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Everstage0%34%32criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%The floor is 11 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
CaptivateIQ vs QuotaPathCaptivateIQ vs QobraCaptivateIQ vs QCommissionCaptivateIQ vs PerformioEverstage vs Sales CookieEverstage vs VisdumEverstage vs QuotaPathEverstage vs QobraEverstage vs QCommissionEverstage vs PerformioSales Cookie vs VisdumSales Cookie vs QuotaPathSales Cookie vs QobraSales Cookie vs QCommissionSales Cookie vs PerformioVisdum vs QuotaPathVisdum vs QobraVisdum vs QCommissionVisdum vs PerformioQuotaPath vs QobraQuotaPath vs QCommissionQuotaPath vs PerformioQobra vs QCommissionQobra vs PerformioQCommission vs Performio
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01QuotaPath38%
QuotaPath38%02Commissionly15%
Commissionly15%03Sales Cookie13%
Sales Cookie13%04QCommission13%
QCommission13%05CaptivateIQ6%
CaptivateIQ6%06Core Commissions4%
Core Commissions4%07Salesforce Spiff2%
Salesforce Spiff2%08Qobra2%
Qobra2%09Everstage0%
Everstage0%10Performio0%
Performio0%11Varicent0%
Varicent0%12Xactly Incent0%
Xactly Incent0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Xactly Incent83%
19 of 23 labels negative · 10 of 14 models · 13 hard negative
“Platforms to Avoid or Be Cautious About 1. Enterprise-Focused Tools Like Xactly, Performio, or Salesforce Incentive Compensation Management (ICM)” Grok 4.20, negative prompt
CaptivateIQ54%
22 of 41 labels negative · 10 of 14 models · 5 hard negative
“Captivate is a relatively expensive commission management platform, particularly for small businesses” Muse Glimmer 30B, negative prompt
Salesforce Spiff31%
12 of 39 labels negative · 8 of 14 models · 2 hard negative
“Skip Enterprise ICMs: Avoid platforms like Xactly, CaptivateIQ, Varicent, or Spiff” Gemini 3.5 Flash, budget prompt
QuotaPath15%
9 of 60 labels negative · 7 of 14 models · 2 hard negative
“One platform that has received direct criticism in user reviews for pricing concerns is QuotaPath.” MiniMax M2.5, 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
76 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. 840 links across 106 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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 · Software Advice41 answers · 72 citations · 11 models
31 answers · 32 citations · 9 models
vendor site · QuotaPath29 answers · 57 citations · 12 models
vendor site · Capterra28 answers · 64 citations · 9 models
vendor site · Everstage25 answers · 34 citations · 11 models
vendor site · CaptivateIQ24 answers · 32 citations · 12 models
23 answers · 35 citations · 11 models
vendor site · GetApp22 answers · 38 citations · 9 models
vendor site · Spotsaas21 answers · 26 citations · 11 models
vendor site · Qobra20 answers · 31 citations · 8 models
vendor site · Salesforce20 answers · 26 citations · 11 models
vendor site · Guideflow18 answers · 20 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.
33 answers · 9 models
24 answers · 8 models
18 answers · 8 models
17 answers · 9 models
16 answers · 8 models
14 answers · 8 models
14 answers · 10 models
13 answers · 8 models
13 answers · 9 models
12 answers · 5 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 sales commission management platform”, “sales commission management platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| QuotaPath quotapath.com | 38% | 181 | 1,600 | 5 | 21,168 | $1,546 | 34 | 3 |
| Commissionly commissionly.io | 15% | 58 | 210 | 0 | 447 | |||
| Sales Cookie salescookie.com | 13% | 51 | 260 | 138 | 437 | 4 | ||
| QCommission qcommission.com | 13% | 54 | 5 | |||||
| CaptivateIQ captivateiq.com | 6% | 146 | 4,400 | 41 | 17,854 | 31 | 2 | |
| Core Commissions corecommissions.com | 4% | 17 | ||||||
| Visdum visdum.com | 4% | 33 | 70 | 3 | 15,225 | 0 | 1 | |
| Salesforce parent site Salesforce Spiff 2% | 2% | 139 | 550,000 | 60,632 | ||||
| Qobra qobra.co | 2% | 39 | 260 | 1 | 47,808 | 7 | ||
| Commio | 2% |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (captivateiq.com, everstage.com, quotapath.com). The first result for “best sales commission management platform” is everstage.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 sales commission management platform for a small B2B company?”Paraphrase“Which incentive compensation management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top sales commission management platforms for a small team and how do they differ?”Budget-constrained“What is the best sales commission management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a sales commission management platform. What should we look at?”Negative“Which sales commission management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Qobra, QuotaPathagainst: CaptivateIQCommissionlyChangedQuotaPathCommissionly, Sales Cookieagainst: QuotaPathno first choiceagainst: Anaplan, CaptivateIQ, Performio, Qobra, SAP Commissions, Xactly Incent
Two alternatives
Commissionly, EasyCompThree alternatives
ElevateHQ, Everstage, Salesforce SpiffFour alternatives
Commissionly, ElevateHQ, Palette, Sales CookieOne alternative
ElevateHQGPT-5.4 miniQuotaPathQuotaPathHeldQobraagainst: Everstage, Performio, Xactly IncentVisdumno first choiceagainst: CaptivateIQ, NetCommissions, Performio, Salesforce Spiff
Three alternatives
CaptivateIQ, Sales Cookie, Salesforce SpiffThree alternatives
CaptivateIQ, Varicent, Xactly IncentFour alternatives
CaptivateIQ, QuotaPath, Salesforce Spiff, VisdumOne alternative
Salesforce SpiffGemini 3.5 FlashQuotaPathagainst: Varicent, Xactly IncentQuotaPathHeldQuotaPath, Sales Cookieagainst: Varicent, Xactly IncentQuotaPathagainst: CaptivateIQ, Salesforce Spiff, Varicent, Xactly IncentQuotaPathagainst: CaptivateIQ, SAP Commissions, Varicent, Xactly Incentagainst: Anaplan, CaptivateIQ, Everstage, QCommission, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
CaptivateIQ, Everstage, Salesforce SpiffThree alternatives
Sales Cookie, Salesforce Spiff, VisdumThree alternatives
Commissionly, Everstage, QobraFour alternatives
EasyComp, ElevateHQ, Excel / Google Sheets + CRM Automation, Sales CookieThree alternatives
Everstage, Performio, Salesforce SpiffPerplexity SonarQuotaPathagainst: CaptivateIQQuotaPathHeldagainst: CaptivateIQ, PerformioCommissionly, QuotaPathagainst: CaptivateIQ, EverstageCommissionlyagainst: CaptivateIQ, Salesforce Spiff, Xactly Incentno first choiceagainst: CaptivateIQ, Commissionly, Everstage, Performio, Qobra, SAP Commissions, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
Commissionly, Qobra, Sales CookieTwo alternatives
Commissionly, Salesforce SpiffTwo alternatives
Salesforce Spiff, VisdumTwo alternatives
QCommission, Sales CookieGrok 4.20QuotaPathagainst: CaptivateIQ, Everstage, Performio, Xactly IncentQuotaPathHeldagainst: Anaplan, CaptivateIQ, Everstage, Forma.ai, Performio, Salesforce Spiff, Varicent, Xactly IncentCore Commissionsagainst: CaptivateIQ, Everstage, SAP CallidusCloudQCommissionagainst: QuotaPathno first choiceagainst: Core Commissions, Performio, QCommission, QuotaPath, Salesforce Incentive Compensation Management, Xactly Incent
Three alternatives
Commissionly, Core Commissions, QCommissionTwo alternatives
Palette, VisdumThree alternatives
Commissionly, QCommission, QuotaPathThree alternatives
Commissionly, Core Commissions, Google Sheets or Excel templatesMistral SmallCommissionlyCaptivateIQChangedCommissionly, Concert, QuotaPathagainst: VaricentEasy-Commissionno first choiceagainst: CaptivateIQ
Two alternatives
QCommission, QuotaPathThree alternatives
Everstage, Performio, Salesforce SpiffThree alternatives
CaptivateIQ, Performio, QCommissionThree alternatives
Commissionly, QuotaPath, Sales CookieDeepSeek V4 FlashSales CookieQuotaPathChangedagainst: Everstage, Salesforce SpiffQuotaPathQCommissionno first choiceagainst: Anaplan, Commissionly, QuotaPath, Salesforce Spiff, Xactly Incentagainst: CaptivateIQ, Core Commissions, Easy-Commission, QuotaPath, Xactly Incent
Three alternatives
Core Commissions, QCommission, QuotaPathOne alternative
Sales CookieFour alternatives
Commissionly, QCommission, Qobra, Sales CookieThree alternatives
Commissionly, QuotaPath, Sales CookieLlama 4 MaverickCommissionlyCaptivateIQChangedCommissionlyQCommissionno first choicenothing named
Three alternatives
Everstage, QCommission, QuotaPathTwo alternatives
Everstage, Salesforce SpiffFour alternatives
Concert, NextAgency, QCommission, Salesforce SpiffTwo alternatives
Commissionly, QuotaPathQwen 3.7 FlashSalesforce Spiffagainst: Salesforce CPQCaptivateIQChangedQuotaPathCommioagainst: Google Sheets/Excel, Gusto, Paycom, Salesforce Spiff, Xactly Incentno first choiceagainst: Vlocity, Xactly Incentagainst: Easy-Commission, QCommission, QuotaPath
Two alternatives
Lucero, Zoho CommissionsTwo alternatives
Everside, Salesforce SpiffThree alternatives
Everstage, QCommission, Salesforce SpiffOne alternative
SellaKimi K2QuotaPath, Sales Cookieagainst: CaptivateIQ, EverstageQuotaPathChangedagainst: EverstageCommissionly, QuotaPath, Sales Cookieagainst: CaptivateIQ, EverstageCore Commissions, QCommissionagainst: QuotaPathCore Commissionsagainst: CaptivateIQ, Salesforce Spiffagainst: Performio, Salesforce Spiff, Varicent, Xactly Incent
One alternative
CommissionlyTwo alternatives
CaptivateIQ, Sales CookieThree alternatives
Leaderboarded Commission Tracker, QuotaPath's Free Template, Sales CookieFour alternatives
Commissionly, Performio, QCommission, QuotaPathGLM 4.7 FlashXCommissionlyCommissionlyHeldCore Commissions, Sales CookieQCommissionno first choiceagainst: Access databases, Easy-Commission, PartnerStack, QCommission
Four alternatives
Core Commissions, QCommission, QuotaPath, Sales CookieTwo alternatives
Everstage, QuotaPathSeven alternatives
CaptivateIQ, Everstage, NextAgency, Performio, QCommission, QuotaPath, Salesforce SpiffTwo alternatives
Commissionly, Sales CookieMiniMax M2.5Commissionly, QuotaPath, Sales CookieQuotaPathChangedQuotaPathQCommission, QuotaPathno first choiceagainst: QuotaPath
One alternative
EverstageThree alternatives
CompUp, Everstage, QCommissionFour alternatives
Core Commissions, QCommission, Qobra, Sales CookieTwo alternatives
Core Commissions, Sales CookieGPT-6 LunaSales CookieSales CookieHeldSales Cookieagainst: CaptivateIQSales Cookieagainst: Growthno first choiceagainst: Performio, Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
QuotaPath, Salesforce SpiffOne alternative
QuotaPathThree alternatives
QCommission, QuotaPath, Salesforce SpiffOne alternative
QuotaPathMuse Glimmer 30BQuotaPathQuotaPathHeldagainst: CaptivateIQQuotaPathQCommissionQuotaPath, Visdumagainst: CaptivateIQ, QCommission, QuotaPath, Xactly Incent
One alternative
CommissionlyThree alternatives
Commissionly, Easy-Commission, EverstageFour alternatives
Commissionly, EasyComp, Everstage, Salesforce SpiffFour alternatives
Commissionly, Easy-Commission, QuotaPath, Sales CookieFive alternatives
CaptivateIQ, Commissionly, Everstage, Performio, Salesforce SpiffBold 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 17:14 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:36 | yes | 2 | 5 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 15:47 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:33 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:41 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 20 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:19 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:55 | yes | 15 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 19 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:22 | yes | 9 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:40 | yes | 10 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:13 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:27 | yes | 3 | 5 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 12:33 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:06 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:21 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:11 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 25 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:25 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:22 | yes | 9 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:07 | yes | 24 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 13 | 61 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:10 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:19 | yes | 25 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | yes | 10 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:58 | yes | 5 | 8 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 16:52 | yes | 8 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:32 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:41 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:42 | yes | 25 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:14 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:59 | yes | 20 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 12 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:14 | yes | 9 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:51 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 15 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:12 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:32 | yes | 2 | 4 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 10:40 | yes | 12 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:10 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:41 | yes | 20 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:27 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 22 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:44 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:32 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 14 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 20 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:04 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:39 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:30 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | 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 09:26 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:57 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:22 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:38 | yes | 10 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:44 | yes | 9 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:18 | yes | 13 | 88 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 108 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:38 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:03 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:50 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:54 | yes | 4 | 5 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 14:38 | yes | 7 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:33 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 18 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:48 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:10 | yes | 24 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 8 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:26 | yes | 21 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 20 | 71 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:04 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:20 | yes | 24 | 32 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
Commissionly.io read as Commissionly
Salesforce read as Salesforce Spiff
Xactly read as Xactly Incent
Xactly (Xactly Incent) read as Xactly Incent
Unresolved, counted raw
Access databases
Captivate IQ
Cloud MLM Software
Commifire
Commio
CompUp
Complyio
Dime
Everside (formerly Everstage)
Excel / Google Sheets + CRM Automation
Growth
HubSpot Sales
Incentivate
Leaderboarded Commission Tracker
Lucero
Ote.app
Paychex
QuotaPath's Free Template
Salesforce's own ICM tools
Sella
Zoho Commissions
Discontinued, still offered
No shut-down product was recommended here.