Sales commissions and incentive compensation
Asked as “sales commission management platform”, and as “incentive compensation management tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · Everstage 15%
38CaptivateIQ15Everstage13Sales Cookie35others
38% of first choices, contested.
Since October 2026▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.CaptivateIQ held the lead, +13 points on 25%, past the 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.Standing →Mid-market
CaptivateIQ38%Contested▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.This pageEnterprise
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.Standing →Mid-marketCaptivateIQ38%Contested▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.This pageEnterpriseXactly 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CaptivateIQ38%19%57endorsed leader▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.25% → 38%
CaptivateIQ38%19%57endorsed leader▲+13Since October 2026: 25% → 38%, +13 points. Past the 11-point floor: movement.25% → 38%02
Everstage15%2%43accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%
Everstage15%2%43accepted challenger▼−1Since October 2026: 16% → 15%, −1 point. Inside the 11-point floor: within noise.16% → 15%03
Sales Cookie13%0%15accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%
Sales Cookie13%0%15accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%04
Visdum9%6%16accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%
Visdum9%6%16accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%05QuotaPath5%12%50accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%
QuotaPath5%12%50accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%06
Qobra5%0%16accepted challenger▼−2Since October 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise.7% → 5%
Qobra5%0%16accepted challenger▼−2Since October 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise.7% → 5%07
QCommission5%19%16accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
QCommission5%19%16accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%08
Performio2%17%42accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Performio2%17%42accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Salesforce Spiff2%25%55criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Salesforce Spiff2%25%55criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Commissionly2%6%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%
Commissionly2%6%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%Show the three products at 0%, ordered by negative rate
13Xactly Incent0%51%45criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Xactly Incent0%51%45criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%12
Anaplan0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Anaplan0%50%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Varicent0%41%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Varicent0%41%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01CaptivateIQ38%
CaptivateIQ38%02Everstage15%
Everstage15%03Sales Cookie13%
Sales Cookie13%04Visdum9%
Visdum9%05QuotaPath5%
QuotaPath5%06Qobra5%
Qobra5%07QCommission5%
QCommission5%08Performio2%
Performio2%09Salesforce Spiff2%
Salesforce Spiff2%10Commissionly2%
Commissionly2%11Varicent0%
Varicent0%12Anaplan0%
Anaplan0%13Xactly Incent0%
Xactly Incent0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Xactly Incent51%
23 of 45 labels negative · 11 of 14 models · 5 hard negative
“Avoid Xactly unless you are at the larger end of the mid-market range; it tends to be heavier, more expensive, and slower to implement.” Qwen 3.7 Flash, paraphrase prompt
Salesforce Spiff25%
14 of 55 labels negative · 10 of 14 models · 3 hard negative
“try to force Salesforce/HubSpot native modules to do everything. This often leads to "spaghetti code" solutions” Qwen 3.7 Flash, negative prompt
CaptivateIQ19%
11 of 57 labels negative · 8 of 14 models · 1 hard negative
“Avoid enterprise tools like Spiff, Performio, or CaptivateIQ” DeepSeek V4 Flash, budget prompt
Varicent41%
12 of 29 labels negative · 8 of 14 models · 1 hard negative
“Avoid pure enterprise tools like Varicent or older systems unless your plans are highly global/complex.” Grok 4.20, direct 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
74 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. 812 links across 117 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 · CaptivateIQ31 answers · 64 citations · 12 models
vendor site · QuotaPath31 answers · 57 citations · 10 models
vendor site · Software Advice31 answers · 55 citations · 9 models
vendor site · Everstage29 answers · 41 citations · 12 models
vendor site · GetApp26 answers · 41 citations · 9 models
vendor site · Performio24 answers · 31 citations · 11 models
vendor site · Salesforce23 answers · 31 citations · 11 models
22 answers · 27 citations · 11 models
vendor site · Qobra20 answers · 23 citations · 10 models
vendor site · Capterra18 answers · 39 citations · 10 models
18 answers · 30 citations · 11 models
vendor site · Guideflow17 answers · 25 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.
27 answers · 9 models
18 answers · 10 models
17 answers · 11 models
16 answers · 11 models
15 answers · 9 models
15 answers · 9 models
14 answers · 6 models
11 answers · 7 models
10 answers · 9 models
10 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 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 |
|---|---|---|---|---|---|---|---|---|
| CaptivateIQ captivateiq.com CaptivateIQ 38%, Captivate IQ 0% | 38% | 146 | 4,400 | 41 | 17,854 | 31 | 2 | |
| Everstage everstage.com | 15% | 127 | 1,300 | 15 | 26,345 | $1,064 | 41 | 1 |
| Sales Cookie salescookie.com | 13% | 51 | 260 | 138 | 437 | 4 | ||
| Visdum visdum.com | 9% | 33 | 70 | 3 | 15,225 | 0 | 1 | |
| QuotaPath quotapath.com | 5% | 181 | 1,600 | 5 | 21,168 | $1,546 | 34 | 3 |
| Qobra qobra.co | 5% | 39 | 260 | 1 | 47,808 | 7 | ||
| QCommission qcommission.com | 5% | 54 | 5 | |||||
| Performio performio.co | 2% | 110 | 720 | 5 | 2,271 | 10 | 6 | |
| Salesforce parent site Salesforce Spiff 2% | 2% | 139 | 550,000 | 60,632 | ||||
| Commissionly commissionly.io | 2% | 58 | 210 | 0 | 447 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (captivateiq.com, everstage.com, performio.co, 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 mid-market B2B company?”Paraphrase“Which incentive compensation management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top sales commission management platforms and how do they differ?”Budget-constrained“What is the best sales commission management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a sales commission management platform. What should we look at?”Negative“Which sales commission management platforms should I avoid or be cautious about?”
Claude Haiku 4.5CaptivateIQno first choiceChangedCaptivateIQCommissionly, Sales Cookieno first choiceagainst: CaptivateIQ, Everstage, Performio, QuotaPath, Salesforce Spiff, Xactly Incent
Four alternatives
Performio, Qobra, Salesforce Spiff, VisdumThree alternatives
Everstage, QuotaPath, Salesforce SpiffTwo alternatives
Core Commissions, QuotaPathGPT-5.4 miniCaptivateIQ, Everstageagainst: Xactly IncentCaptivateIQChangedno first choiceEasyComp, Visdumagainst: Salesforce Spiffno first choicenothing named
Three alternatives
Performio, Qobra, Salesforce SpiffTwo alternatives
Salesforce Spiff, Xactly IncentSix alternatives
Anaplan, CaptivateIQ, Everstage, Performio, Salesforce Spiff, Xactly IncentGemini 3.5 FlashCaptivateIQagainst: Varicent, Xactly IncentCaptivateIQHeldno first choiceSales Cookieagainst: CaptivateIQ, Salesforce Spiff, Xactly Incentno first choiceagainst: Anaplan, SAP Sales Cloud, Salesforce Spiff, Varicent, Xactly Incent
Four alternatives
Everstage, Performio, QuotaPath, Salesforce SpiffFour alternatives
Everstage, Performio, QuotaPath, Salesforce SpiffSix alternatives
CaptivateIQ, Everstage, QuotaPath, Salesforce Spiff, Varicent, Xactly IncentFour alternatives
Commissionly, EasyComp, Google Sheets / Excel with Form Templates, QuotaPathPerplexity SonarCaptivateIQCaptivateIQHeldCaptivateIQQuotaPathagainst: CaptivateIQ, Salesforce Spiffno first choiceagainst: Anaplan, Performio, Pigment, SAP Commissions, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
Everstage, Salesforce Spiff, VisdumFive alternatives
Everstage, Performio, Salesforce Spiff, Varicent, Xactly IncentSix alternatives
Everstage, Performio, QuotaPath, Salesforce Spiff, Varicent, Xactly IncentTwo alternatives
Commissionly, Sales CookieGrok 4.20CaptivateIQagainst: Varicent, Xactly IncentCaptivateIQHeldagainst: Anaplan, SAP Commissions, Xactly IncentPerformioagainst: Salesforce Spiff, Xactly IncentQCommissionagainst: CaptivateIQ, Google Sheets or Excel templates, Performio, QuotaPath, Xactly IncentCaptivateIQagainst: Xactly Incentagainst: Anaplan, CaptivateIQ, Salesforce Spiff, Xactly Incent
Three alternatives
Everstage, Performio, Salesforce SpiffFour alternatives
Everstage, Performio, Salesforce Spiff, VaricentFour alternatives
CaptivateIQ, Everstage, QuotaPath, VaricentOne alternative
Sales CookieTwo alternatives
Everstage, QuotaPathMistral SmallCaptivateIQ, EverstageEverstageChangedno first choiceCore Commissionsno first choicenothing named
Two alternatives
QuotaPath, Salesforce SpiffThree alternatives
CaptivateIQ, Pave, Salesforce SpiffThree alternatives
Easy-Commission, QCommission, Sales CookieDeepSeek V4 FlashQuotaPathagainst: Xactly IncentEverstageChangedagainst: CaptivateIQ, Performio, SAP Commissions, Salesforce Spiff, Xactly IncentQuotaPathagainst: Varicent, Xactly IncentQCommission, Sales Cookieagainst: CaptivateIQ, Performio, QuotaPath, Salesforce Spiffno first choiceagainst: CaptivateIQ, Commissionly, Performio, QCommission, Varicent, Xactly Incent
Three alternatives
CaptivateIQ, Performio, Salesforce SpiffTwo alternatives
QuotaPath, VisdumThree alternatives
CaptivateIQ, Everstage, Salesforce SpiffOne alternative
CommissionlyLlama 4 MaverickVisdumQobraChangedPerformioQobrano first choicenothing named
Two alternatives
CaptivateIQ, QobraTwo alternatives
Visdum, Xactly IncentThree alternatives
CaptivateIQ, Everstage, Salesforce SpiffTwo alternatives
QuotaPath, Sales CookieQwen 3.7 FlashCaptivateIQCaptivateIQHeldagainst: Xactly IncentXactly IncentQobrano first choiceagainst: QCommission, Salesforce Spiff, Varicent, Vlocity, Xactly Incent
Four alternatives
Everstage, Performio, Visdum, Xactly IncentThree alternatives
Performio, Qobra, Salesforce SpiffSeven alternatives
Anaplan, CaptivateIQ, Lucra AI, Pave, VComply, Vane, VaricentTwo alternatives
QCommission, QuotaPathKimi K2CaptivateIQ, EverstageVisdumChangedagainst: CaptivateIQEverstageQuotaPath, Sales CookieCaptivateIQ, Everstage, Performio, Salesforce Spiffagainst: Anaplan, Forma.ai, Pigment, QuotaPath, SAP SFIM, Varicent, Visdum, Xactly Incentagainst: Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
QuotaPath, Salesforce SpiffOne alternative
EverstageSix alternatives
CaptivateIQ, Performio, QuotaPath, Salesforce Spiff, Varicent, Xactly IncentThree alternatives
Commissionly, QCommission, QobraGLM 4.7 FlashXCaptivateIQ, EverstageVisdumChangedagainst: Xactly IncentCaptivateIQSales Cookieno first choiceagainst: QuotaPath, impact.com
Three alternatives
QuotaPath, Salesforce Spiff, Xactly IncentThree alternatives
CaptivateIQ, QCommission, QuotaPathFour alternatives
Everstage, QuotaPath, Salesforce Spiff, Xactly IncentFour alternatives
Commissionly, Core Commissions, Easy-Commission, QCommissionMiniMax M2.5CaptivateIQCaptivateIQ, EverstageChangedCaptivateIQQCommissionno first choiceagainst: Ambition, Excel/Manual Systems, Spiff Plan, Vortini
Three alternatives
Everstage, Salesforce Spiff, Xactly IncentThree alternatives
Anaplan, Visdum, Xactly IncentFour alternatives
Everstage, Performio, QuotaPath, Xactly IncentThree alternatives
Commissionly, QuotaPath, Sales CookieGPT-6 LunaCaptivateIQCaptivateIQHeldno first choiceSales Cookieagainst: QuotaPathno first choiceagainst: CaptivateIQ, Performio, Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
QuotaPath, Salesforce SpiffThree alternatives
Performio, QuotaPath, Salesforce SpiffSeven alternatives
CaptivateIQ, Everstage, Performio, QuotaPath, Salesforce Spiff, Varicent, Xactly IncentOne alternative
Easy-CommissionMuse Glimmer 30BCaptivateIQVisdumChangedagainst: Varicent, Xactly IncentPerformioSales Cookieno first choiceagainst: CaptivateIQ, QCommission, Salesforce Spiff, Varicent, Xactly Incentive
Four alternatives
EasyComp, Everstage, Qobra, VisdumThree alternatives
CaptivateIQ, Performio, QobraTwo alternatives
EasyComp, QuotaPathThree alternatives
Commissionly, Easy-Commission, QCommissionBold 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 15:05 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:47 | yes | 6 | 8 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 12:49 | yes | 12 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:29 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:52 | yes | 18 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:43 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:00 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 14 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:54 | yes | 10 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:59 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:42 | yes | 12 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 4 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 14:59 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:26 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:48 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:58 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:05 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:29 | yes | 14 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:12 | yes | 15 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | yes | 5 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:16 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:59 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:33 | yes | 6 | 10 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 15:42 | yes | 11 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:15 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:35 | yes | 9 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 24 | 76 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:02 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:22 | yes | 15 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:46 | yes | 20 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:55 | yes | 25 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:16 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:19 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:42 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:50 | yes | 3 | 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 16:34 | yes | 20 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 24 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:11 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:20 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:37 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:46 | yes | 10 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 13 | 53 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:51 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:42 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:28 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:02 | 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 14:34 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:29 | yes | 15 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:00 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:02 | yes | 18 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:54 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 14 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:36 | yes | 14 | 170 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:25 | yes | 9 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:11 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:23 | yes | 11 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 13 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:36 | no | 0 | 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 14:37 | yes | 10 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:31 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:07 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:42 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:22 | yes | 23 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:16 | yes | 23 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:48 | yes | 23 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:14 | yes | 23 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:57 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 15 | 25 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
Oracle read as Oracle Incentive Compensation
SAP read as SAP Commissions
Salesforce (Spiff) read as Salesforce Spiff
Xactly read as Xactly Incent
Xactly (Incent) read as Xactly Incent
Unresolved, counted raw
Captivate IQ
Excel/Manual Systems
Forma
Formstack / Performio
Google Sheets / Excel with Form Templates
Iconixx Sales
Lucra AI
NetSuite OpenAir
Paycor
Salesforce Commissions
Salesforce Compensation Cloud
Spiff Plan
Symble
VComply
Vane
Vortini
Vulcan
Discontinued, still offered
No shut-down product was recommended here.