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
47%
Clear leader
47QuotaPath21Sales Cookie17Commissionly15others
47% of first choices, clear leader.
Since September 2026▼−7Since September 2026: 54% → 47%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.QuotaPath held the lead, −7 points on 54%, 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
QuotaPath47%Clear leader▼−7Since September 2026: 54% → 47%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
CaptivateIQ25%Contested↗new leaderNew leader since September 2026: CaptivateIQ (26%) replaces Everstage (25% then, 17% now), 9 points clear, inside the 11-point floor.Standing →Enterprise
Xactly Incent28%Contested▲+1Since September 2026: 28% → 29%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
QuotaPath47%Clear leader▼−7Since September 2026: 54% → 47%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketCaptivateIQ25%Contested↗new leaderNew leader since September 2026: CaptivateIQ (26%) replaces Everstage (25% then, 17% now), 9 points clear, inside the 11-point floor.Standing →EnterpriseXactly Incent28%Contested▲+1Since September 2026: 28% → 29%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01QuotaPath47%10%67endorsed leader▼−7Since September 2026: 54% → 47%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.54% → 47%
QuotaPath47%10%67endorsed leader▼−7Since September 2026: 54% → 47%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.54% → 47%02
Sales Cookie21%0%35accepted challenger▲+19Since September 2026: 4% → 22%, +19 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 22%
Sales Cookie21%0%35accepted challenger▲+19Since September 2026: 4% → 22%, +19 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 22%03
Commissionly17%0%42accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 16%
Commissionly17%0%42accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 16%04
Everstage6%19%37accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Everstage6%19%37accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%05
Visdum4%0%15accepted challenger▲+1Since September 2026: 4% → 4%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Visdum4%0%15accepted challenger▲+1Since September 2026: 4% → 4%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%Show the six products at 0%, ordered by negative rate
10
Varicent0%92%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Varicent0%92%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11Xactly Incent0%87%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Xactly Incent0%87%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09CaptivateIQ0%48%40criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
CaptivateIQ0%48%40criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%08
Salesforce Spiff0%41%44criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Salesforce Spiff0%41%44criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%06
Qobra0%4%23accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Qobra0%4%23accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%07
EasyComp0%0%15accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%
EasyComp0%0%15accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 QobraCaptivateIQ vs VisdumCaptivateIQ vs Xactly IncentCaptivateIQ vs PerformioEverstage vs QuotaPathEverstage vs CommissionlyEverstage vs QobraEverstage vs VisdumEverstage vs Xactly IncentEverstage vs PerformioQuotaPath vs CommissionlyQuotaPath vs QobraQuotaPath vs VisdumQuotaPath vs Xactly IncentQuotaPath vs PerformioCommissionly vs QobraCommissionly vs VisdumCommissionly vs Xactly IncentCommissionly vs PerformioQobra vs VisdumQobra vs Xactly IncentQobra vs PerformioVisdum vs Xactly IncentVisdum vs PerformioXactly Incent 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01QuotaPath47%
QuotaPath47%02Sales Cookie21%
Sales Cookie21%03Commissionly17%
Commissionly17%04Everstage6%
Everstage6%05Visdum4%
Visdum4%06Qobra0%
Qobra0%07EasyComp0%
EasyComp0%08Salesforce Spiff0%
Salesforce Spiff0%09CaptivateIQ0%
CaptivateIQ0%10Varicent0%
Varicent0%11Xactly 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, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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 Incent87%
20 of 23 labels negative · 11 of 14 models · 12 hard negative
“Platforms to Avoid or Approach with Extreme Caution: 1. **Xactly** ... SMB reviews note it's "overkill," with long onboarding (months), high licensing fees” Grok 4.1 Fast, negative prompt
Salesforce Spiff41%
18 of 44 labels negative · 9 of 14 models · 2 hard negative
“If you're a small business with a simple commission structure and under 50 reps, Spiff is likely overkill and overpriced.” DeepSeek V4 Flash, negative prompt
Varicent92%
12 of 13 labels negative · 8 of 14 models · 7 hard negative
“Small business users report it's too rigid, expensive (custom quotes starting high), and admin-heavy without yielding ROI for simple plans.” Grok 4.1 Fast, negative prompt
CaptivateIQ48%
19 of 40 labels negative · 8 of 14 models · 6 hard negative
“What to Avoid - **CaptivateIQ** and **Xactly**: Powerful but typically quote-based with setup fees and steeper learning curves.” Kimi K2, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
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. 1061 links across 125 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 · Qobra63 answers · 189 citations · 12 models
vendor site · Everstage54 answers · 96 citations · 14 models
vendor site · Guideflow42 answers · 54 citations · 11 models
36 answers · 66 citations · 13 models
35 answers · 36 citations · 12 models
33 answers · 42 citations · 10 models
vendor site · CaptivateIQ32 answers · 44 citations · 14 models
vendor site · QuotaPath31 answers · 45 citations · 11 models
vendor site · Forma.ai23 answers · 26 citations · 11 models
vendor site · Capterra17 answers · 21 citations · 8 models
vendor site · Visdum17 answers · 20 citations · 9 models
17 answers · 17 citations · 7 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.
42 answers · 12 models
34 answers · 12 models
33 answers · 11 models
29 answers · 11 models
22 answers · 7 models
20 answers · 11 models
19 answers · 8 models
17 answers · 9 models
17 answers · 7 models
17 answers · 8 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 | 47% | 178 | 1,600 | 5 | 21,168 | $1,546 | 34 | 3 |
| Sales Cookie salescookie.com | 21% | 50 | 260 | 138 | 437 | 4 | ||
| Commissionly commissionly.io | 17% | 54 | 210 | 0 | 447 | |||
| Everstage everstage.com | 6% | 134 | 1,300 | 15 | 26,345 | $1,064 | 41 | 1 |
| Visdum visdum.com | 4% | 41 | 70 | 3 | 15,225 | 0 | 1 | |
| ElevateHQ | 2% | |||||||
| Easy-Commission easy-commission.com | 2% | 8 | ||||||
| Core Commissions corecommissions.com | 2% | 17 | ||||||
| Qobra qobra.co | 0% | 72 | 260 | 1 | 47,808 | 7 | ||
| EasyComp easycomp.ai | 0% | 22 | 170 | 4 | 102 | 0 |
Google's top ten for the two searches hold 15 sites; 5 of them are among the sites the models cited here (captivateiq.com, croclub.com, everstage.com, quotapath.com, visdum.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 4.5CommissionlyElevateHQ, EverstageChangedCommissionly, QuotaPathCommissionlyno first choiceagainst: Anaplan, Varicent, Xactly Incent
Three alternatives
CaptivateIQ, Qobra, QuotaPathOne alternative
Salesforce SpiffTwo alternatives
EasyComp, Sales CookieThree alternatives
Pipedrive, QuotaPath, Sales CookieGPT-5.4 miniQuotaPath, Sales CookieQuotaPathChangedagainst: CaptivateIQ, Xactly IncentQuotaPathVisdumagainst: CaptivateIQ, Performio, Salesforce Spiffno first choiceagainst: CaptivateIQ, Performio, SAP Commissions, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
CaptivateIQ, Everstage, Salesforce SpiffOne alternative
Salesforce SpiffOne alternative
CaptivateIQOne alternative
QuotaPathGemini 3.5 FlashQuotaPathagainst: CaptivateIQ, Salesforce SpiffQuotaPathHeldagainst: CaptivateIQ, Salesforce SpiffQuotaPathagainst: Anaplan, Varicent, Xactly IncentSales Cookieagainst: CaptivateIQ, Everstage, QuotaPath, Salesforce SpiffQuotaPathagainst: SAP Commissions, Varicent, Xactly Incentagainst: CaptivateIQ, NetSuite, SAP Commissions, Sage, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
Palette, Sales Cookie, VisdumTwo alternatives
EasyComp, VisdumFour alternatives
Carvd, Commissionly, Qobra, Salesforce SpiffThree alternatives
Commissionly, Easy-Commission, Quota QueueFour alternatives
Everstage, Qobra, Sales Cookie, VisdumPerplexity SonarQuotaPathQuotaPathHeldagainst: PerformioCommissionlyagainst: EverstageSales Cookieno first choiceagainst: Anaplan, CaptivateIQ, Optymyze, Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
Commissionly, Sales CookieTwo alternatives
Everstage, Sales CookieThree alternatives
Qobra, QuotaPath, Sales CookieTwo alternatives
Commissionly, QuotaPathGrok 4.1 FastEverstageQuotaPathChangedno first choiceagainst: CaptivateIQ, Salesforce Spiff, Xactly IncentSales Cookieagainst: QuotaPathno first choiceagainst: SAP Commissions, Varicent, Xactly Incent
Two alternatives
CaptivateIQ, Salesforce SpiffThree alternatives
Everstage, Sales Cookie, Salesforce SpiffFour alternatives
Commissionly, Everstage, Qobra, QuotaPathThree alternatives
EasyComp, Qobra, Xoxoday CompassMistral SmallQuotaPathCommissionly, EverstageChangedQuotaPathCommissionly, QuotaPathno first choiceagainst: Core Commissions, Easy-Commission, Iconixx, Javelin, Model N, SAP Commissions
Two alternatives
Commissionly, VisdumThree alternatives
Commissionly, Sales Cookie, VisdumOne alternative
QobraDeepSeek V4 FlashQuotaPathQuotaPathHeldagainst: CaptivateIQ, Salesforce SpiffQuotaPathagainst: EverstageSales Cookieagainst: CaptivateIQ, Salesforce Spiff, Varicent, Xactly IncentQuotaPathagainst: CaptivateIQ, Performio, Varicent, Xactly Incentagainst: Core Commissions, Iconixx, Performio, QuotaPath, Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
CaptivateIQ, CommissionlyOne alternative
CommissionlyFour alternatives
CaptivateIQ, Commissionly, Salesforce Spiff, VisdumTwo alternatives
Commissionly, QuotaPathThree alternatives
Commissionly, Everstage, Salesforce SpiffLlama 4 Maverickno first choiceCommissionlyChangedCommissionlyCommissionlyno first choiceagainst: Everstage, Qobra
Two alternatives
Everstage, Forma.aiFour alternatives
Everstage, QuotaPath, Sales Cookie, VisdumFour alternatives
EasyComp, Qobra, QuotaPath, Sales CookieQwen 3.7 FlashQuotaPath, Sales CookieQuotaPathChangedagainst: Oracle, VeevaQobraagainst: Salesforce SpiffSales Cookieagainst: CaptivateIQ, Xactly Incentno first choiceagainst: Anaplan, Veevaagainst: CaptivateIQ, QuotaPath, Salesforce Spiff, Verifone / Paycom, Xactly Incent
One alternative
VisdumThree alternatives
Affinia, Commissionly, Salesforce SpiffTwo alternatives
EasyComp, QuotaPathTwo alternatives
Commissionly, QuotaPathKimi K2QuotaPathQuotaPathHeldagainst: CaptivateIQ, Xactly IncentSales Cookieagainst: CaptivateIQ, Salesforce SpiffCommissionly, Sales Cookieagainst: CaptivateIQ, QuotaPath, Xactly IncentQuotaPathagainst: Anaplan, CaptivateIQ, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
Everstage, Sales Cookie, Salesforce SpiffThree alternatives
Everstage, Sales Cookie, Salesforce SpiffTwo alternatives
ElevateHQ, QuotaPathThree alternatives
Everstage, Qobra, Salesforce SpiffGLM 4.7 FlashXCore CommissionsQuotaPathChangedagainst: Salesforce SpiffCommissionlyagainst: Salesforce SpiffSales Cookieno first choiceagainst: Core Commissions, Easy-Commission, Iconixx, Javelin, Model N
Four alternatives
CaptivateIQ, Everstage, QuotaPath, Salesforce SpiffTwo alternatives
Commissionly, EverstageThree alternatives
CaptivateIQ, Everstage, QuotaPathTwo alternatives
Commissionly, QuotaPathMiniMax M2.5QuotaPath, VisdumQuotaPathChangedQuotaPathSales Cookieagainst: QuotaPath, Xoxoday Compassno first choiceagainst: Core Commissions, Everstage, Oracle Incentive Compensation, SAP Commissions, Xactly Incent
Two alternatives
CaptivateIQ, QCommissionThree alternatives
Everstage, Qobra, Salesforce SpiffFour alternatives
Commissionly, EasyComp, Everstage, Salesforce SpiffTwo alternatives
EasyComp, SpreadsheetsGPT-6 LunaQuotaPathagainst: EverstageQuotaPathHeldEasyComp, QuotaPathSales Cookieagainst: QuotaPathno first choiceagainst: CaptivateIQ, Salesforce Spiff, Varicent, Xactly Incent
Two alternatives
CaptivateIQ, Salesforce SpiffOne alternative
PayClarityThree alternatives
CaptivateIQ, Everstage, Salesforce SpiffMuse Glimmer 30BCommissionly, QuotaPathQuotaPathChangedCommissionly, Qobra, Sales CookieCommissionly, Easy-Commissionagainst: Airtable, Spreadsheets Excel/Google Sheetsno first choiceagainst: Performioagainst: Anaplan, Everstage, Xactly Incent
Two alternatives
Everstage, QobraThree alternatives
Commissionly, Core Commissions, EverstageThree alternatives
Everstage, QuotaPath, Salesforce SpiffTwo alternatives
QuotaPath, Sales CookieBold 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 | 2026-10-01 13:15 | yes | 9 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:32 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 16 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:29 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:19 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:15 | yes | 22 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:18 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:25 | yes | 10 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:49 | yes | 20 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:16 | yes | 13 | 107 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:56 | yes | 5 | 10 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:54 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:06 | yes | 21 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:47 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:04 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:01 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:38 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:45 | yes | 21 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:19 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:43 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:32 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:33 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:06 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 24 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:16 | yes | 15 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:59 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:15 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:47 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:11 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 17 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:31 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:11 | yes | 18 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:53 | yes | 10 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:14 | yes | 23 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:40 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:05 | yes | 20 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:52 | yes | 23 | 62 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:45 | yes | 9 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:34 | yes | 6 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:48 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:54 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:04 | yes | 18 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:00 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:09 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:11 | yes | 24 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:55 | yes | 10 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:33 | yes | 14 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:24 | yes | 21 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:16 | yes | 20 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:35 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:43 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:35 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:59 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:25 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:48 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:26 | yes | 15 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:24 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:23 | yes | 16 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:26 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:42 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:38 | yes | 13 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:46 | yes | 19 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:45 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:57 | yes | 1 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:44 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:14 | yes | 16 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:55 | yes | 26 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:32 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:13 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:23 | yes | 14 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:54 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:06 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:56 | yes | 8 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:14 | yes | 23 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:44 | yes | 19 | 155 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:28 | yes | 20 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:20 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:07 | yes | 20 | 31 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
Xactly read as Xactly Incent
Xactly (Incent) read as Xactly Incent
Xactly (Incentive) read as Xactly Incent
Unresolved, counted raw
Affinia
Compass
Google Sheets/Excel Templates
Oracle
PayClarity
Sage
Spreadsheets Excel/Google Sheets
Verifone / Paycom
Discontinued, still offered
No shut-down product was recommended here.