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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
54%
Clear leader
54QuotaPath15Commissionly06EasyComp26others
54% of first choices, clear leader.
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 twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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
Everstage vs Sales CookieEverstage vs QuotaPathEverstage vs PerformioEverstage vs VisdumCaptivateIQ vs QobraCaptivateIQ vs CommissionlyCaptivateIQ vs Sales CookieCaptivateIQ vs QuotaPathCaptivateIQ vs PerformioCaptivateIQ vs VisdumQobra vs CommissionlyQobra vs Sales CookieQobra vs QuotaPathQobra vs PerformioQobra vs VisdumCommissionly vs Sales CookieCommissionly vs QuotaPathCommissionly vs PerformioCommissionly vs VisdumSales Cookie vs QuotaPathSales Cookie vs PerformioSales Cookie vs VisdumQuotaPath vs PerformioQuotaPath vs VisdumPerformio vs Visdum
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
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01QuotaPath54%
QuotaPath54%02Commissionly15%
Commissionly15%03EasyComp6%
EasyComp6%04Qobra4%
Qobra4%05Visdum4%
Visdum4%06Sales Cookie4%
Sales Cookie4%07Salesforce Spiff4%
Salesforce Spiff4%08CaptivateIQ4%
CaptivateIQ4%09Everstage2%
Everstage2%10Xactly Incent0%
Xactly Incent0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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 Incent100%
29 of 29 labels negative · 10 of 12 models · 20 hard negative
“Frequently criticized for complex implementation needing third-party consultants, clunky/outdated UI, poor reporting/customization, and high costs” Grok 4.20, negative prompt
CaptivateIQ68%
25 of 37 labels negative · 9 of 12 models · 11 hard negative
“Don't buy enterprise tools like Xactly or CaptivateIQ unless you have complex, multi-country compensation needs” Qwen 3.7 Flash, comparative prompt
Salesforce Spiff50%
17 of 34 labels negative · 7 of 12 models · 7 hard negative
“ecosystem-locked tools with connector fees (Salesforce Spiff)... a hidden-cost trap if you're not” DeepSeek V4 Flash, negative prompt
Everstage61%
11 of 18 labels negative · 6 of 12 models · 8 hard negative
“What to Avoid: Enterprise platforms like Xactly, Everstage, or CaptivateIQ (overkill for small teams)” Mistral Small, direct prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 299 links across 72 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Visdum14 answers · 22 citations · 3 models
vendor site · Everstage13 answers · 19 citations · 3 models
vendor site · Qobra12 answers · 29 citations · 3 models
vendor site · QuotaPath12 answers · 22 citations · 4 models
vendor site · CaptivateIQ11 answers · 14 citations · 4 models
8 answers · 12 citations · 4 models
8 answers · 9 citations · 3 models
vendor site · Capterra7 answers · 9 citations · 4 models
vendor site · Forma.ai7 answers · 9 citations · 2 models
vendor site · Guideflow7 answers · 8 citations · 3 models
7 answers · 7 citations · 3 models
7 answers · 7 citations · 3 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.
9 answers · 3 models
8 answers · 3 models
8 answers · 2 models
7 answers · 3 models
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 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 | 54% | 181 | 1,600 | 5 | 21,168 | $1,546 | 34 | 3 |
| Commissionly commissionly.io | 15% | 58 | 210 | 0 | 447 | |||
| EasyComp easycomp.ai | 6% | 15 | 170 | 4 | 102 | 0 | ||
| Qobra qobra.co | 4% | 39 | 260 | 1 | 47,808 | 7 | ||
| Visdum visdum.com | 4% | 33 | 70 | 3 | 15,225 | 0 | 1 | |
| Sales Cookie salescookie.com | 4% | 51 | 260 | 138 | 437 | 4 | ||
| Salesforce parent site Salesforce Spiff 4% | 4% | 139 | 550,000 | 60,632 | ||||
| CaptivateIQ captivateiq.com | 4% | 146 | 4,400 | 41 | 17,854 | 31 | 2 | |
| Carvd | 2% | |||||||
| Compport | 2% | 110 | 1 |
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, 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 4.5EasyCompagainst: PerformioEverstageChangedQuotaPathagainst: CaptivateIQQuotaPathno first choiceagainst: Nice SPM, SAP Commissions, Salesforce Spiff
Two alternatives
Forma.ai, QuotaPathOne alternative
VisdumTwo alternatives
Salesforce Spiff, VisdumTwo alternatives
Commissionly, Sales CookieGPT-5.4 miniQuotaPathagainst: Xactly IncentSalesforce SpiffChangedQuotaPathagainst: Xactly IncentQuotaPathagainst: Salesforce Spiffno first choiceagainst: QuotaPath, Varicent
Two alternatives
CaptivateIQ, Sales CookieOne alternative
Xactly Incent CoreThree alternatives
CaptivateIQ, Salesforce Spiff, VisdumOne alternative
VisdumGemini 3.5 FlashQuotaPathagainst: Salesforce Spiff, Varicent, Xactly IncentQuotaPathHeldagainst: Salesforce SpiffSales Cookieagainst: CaptivateIQ, Salesforce Spiff, Xactly IncentSales Cookieagainst: CaptivateIQ, Salesforce Spiff, Xactly IncentQuotaPathagainst: CaptivateIQ, Salesforce Spiff, Varicent, Xactly Incentagainst: CaptivateIQ, Highly Custom Google Sheets / Excel Templates, Salesforce Spiff, Varicent, Xactly Incent
Three alternatives
Commissionly, Qobra, VisdumThree alternatives
EasyComp, Pipedrive, QobraFour alternatives
Driven, ElevateHQ, Palette, QuotaPathThree alternatives
Commissionly, Quota Queue, QuotaPathThree alternatives
Centify, EasyComp, Sales CookiePerplexity SonarQuotaPathQuotaPathHeldQuotaPathCommissionlyno first choiceagainst: CaptivateIQ, Everstage, Oracle HCM, SAP Commissions, Salesforce Spiff, SuiteCRM, Xactly Incent
Three alternatives
Commissionly, Sales Cookie, VisdumThree alternatives
CaptivateIQ, Commissionly, Salesforce SpiffFour alternatives
Commissionly, Qobra, Sales Cookie, VisdumTwo alternatives
QuotaPath, Sales CookieGrok 4.20QuotaPathagainst: CaptivateIQ, Everstage, Salesforce SpiffQuotaPathHeldagainst: CaptivateIQ, Xactly IncentCommissionly, QuotaPathagainst: CaptivateIQ, Xactly IncentCommissionly, QuotaPath, Sales Cookieagainst: CaptivateIQ, Monday.com, Xactly IncentQuotaPathagainst: CaptivateIQ, Xactly Incentagainst: Anaplan, CaptivateIQ, Core Commissions, Iconixx, Javelin, Model N, NetCommissions, Performio, SAP Commissions, Visualbonus, Xactly Incent
Three alternatives
Commissionly, EasyComp, QobraTwo alternatives
Commissionly, Sales CookieThree alternatives
EasyComp, Qobra, VisdumFour alternatives
Everstage, Qobra, Salesforce Spiff, VisdumMistral SmallQuotaPathagainst: CaptivateIQ, Everstage, Xactly IncentQuotaPathHeldagainst: Xactly IncentQuotaPathagainst: CaptivateIQ, Everstage, Salesforce Spiff, Xactly IncentCommissionlyQuotaPathagainst: CaptivateIQ, Core Commissions, Easy-Commission, Model N, NetCommissions, Salesforce Spiff, Varicent, Xactly Incent
Four alternatives
Commissionly, EasyComp, Qobra, VisdumOne alternative
Salesforce SpiffFour alternatives
Commissionly, EasyComp, Qobra, VisdumTwo alternatives
QuotaPath, Sales CookieThree alternatives
Commissionly, EasyComp, QobraDeepSeek V4 FlashEasyComp, QuotaPathagainst: CaptivateIQ, Everstage, Performio, Xactly IncentQuotaPathChangedagainst: CaptivateIQ, Everstage, Salesforce Spiff, Xactly IncentQuotaPathagainst: CaptivateIQ, Commissionly, Everstage, Salesforce Spiff, Xactly IncentCommissionlyagainst: CaptivateIQ, Performio, QuotaPath, Salesforce Spiff, Xactly IncentQuotaPathagainst: CaptivateIQ, Everstage, Performio, Salesforce Spiff, Xactly Incentagainst: Anaplan, CaptivateIQ, Everstage, Javelin, Model N, SAP Commissions, Salesforce Spiff, Xactly Incent
Two alternatives
Commissionly, QobraTwo alternatives
Commissionly, EasyCompThree alternatives
EasyComp, Qobra, VisdumOne alternative
Sales CookieTwo alternatives
EasyComp, QobraLlama 4 MaverickQuotaPathQobra, QuotaPathChangedQuotaPathCommissionlyEasyComp, QuotaPathagainst: CaptivateIQnothing named
Three alternatives
Commissionly, EasyComp, QobraFour alternatives
Commissionly, EasyComp, Qobra, VisdumTwo alternatives
Centify, QobraQwen 3.7 FlashToplyneQuotaPathChangedQuotaPathagainst: CaptivateIQ, Xactly IncentCommissionlyagainst: QuotaPathCaptivateIQ, Compport, Salesforce Spiffagainst: Provisio, Veeva, Xactly Incentagainst: Easy-Commission, Javelin Gridstone, Model N, NetCommissions, QCommission, SAP Commissions, incentX
Three alternatives
CaptivateIQ, Commisyon.io, Gainsight PayTwo alternatives
EasyComp, QobraThree alternatives
Commissionly, Salesforce Spiff, VisdumOne alternative
Sales CookieKimi K2QuotaPathQuotaPathHeldQuotaPathCarvd, QuotaPathQuotaPathagainst: CaptivateIQ, Xactly Incentagainst: Anaplan, CaptivateIQ, Performio, SAP Commissions, Xactly Incent
Two alternatives
CaptivateIQ, Salesforce SpiffThree alternatives
CaptivateIQ, Centify, Salesforce SpiffThree alternatives
Commissionly, Qobra, VisdumThree alternatives
Commissionly, Everstage, Sales CookieFour alternatives
Commissionly, Qobra, Sales Cookie, VisdumGLM 4.7 FlashXQuotaPathVisdumChangedQuotaPathagainst: EverstageCommissionlyQobraagainst: Oracle Incentive Compensation, Varicent, Xactly Incent
Two alternatives
CaptivateIQ, Salesforce SpiffThree alternatives
Commissionly, Qobra, Salesforce SpiffThree alternatives
CaptivateIQ, Commissionly, EasyCompThree alternatives
Pipedrive, QuotaPath, Zoho CRMFour alternatives
CaptivateIQ, Centify, QuotaPath, Salesforce SpiffMiniMax M2.5QuotaPathCaptivateIQ, VisdumChangedQuotaPathagainst: Everstage, Varicent, Xactly IncentCommissionlyQuotaPathnothing named
Two alternatives
Commissionly, QobraTwo alternatives
Core Commissions, EverstageFour alternatives
Commissionly, EasyComp, Qobra, VisdumTwo alternatives
Qobra, VisdumThree alternatives
Commissionly, EasyComp, QobraBold 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.
Seventy-two 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 | 2026-09-15 00:28 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:56 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:20 | yes | 23 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:20 | yes | 19 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:25 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:54 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:27 | yes | 0 | 69 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:22 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:44 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:02 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:12 | yes | 0 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:25 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:35 | yes | 8 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:55 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:02 | yes | 18 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:46 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:22 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:43 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:06 | yes | 0 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:26 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:49 | yes | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:21 | yes | 0 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:54 | yes | 0 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:19 | yes | 0 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:57 | yes | 7 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:22 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:35 | yes | 24 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:22 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:11 | yes | 0 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:25 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:42 | yes | 0 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:38 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:30 | yes | 0 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:26 | yes | 0 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:42 | yes | 0 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:16 | yes | 0 | 10 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:50 | yes | 12 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:47 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:56 | yes | 24 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 22:52 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:49 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:59 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:24 | yes | 0 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:57 | yes | 0 | 7 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:47 | yes | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:04 | yes | 0 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:48 | yes | 0 | 119 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:51 | yes | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:58 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:30 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:43 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:05 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:18 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:40 | yes | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:07 | yes | 0 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:45 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:29 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:34 | yes | 0 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:14 | yes | 0 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:32 | yes | 0 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:46 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:44 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:18 | yes | 14 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:31 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:43 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:29 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:54 | yes | 0 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:25 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:59 | yes | 0 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:02 | yes | 0 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:35 | yes | 0 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:41 | yes | 0 | 30 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
Salesforce (Spiff) ICM read as Salesforce Spiff
Xactly read as Xactly Incent
Xactly (Incent) read as Xactly Incent
Xactly (specifically Xactly Incent) read as Xactly Incent
Unresolved, counted raw
Commisyon.io
Compport
FileDrop Template
Gainsight Pay
Highly Custom Google Sheets / Excel Templates
Javelin Gridstone
Nice SPM
Provisio
Remuner
SimpleRev
Toplyne
Vena Solutions Excel Template
Xactly Incent Core
Discontinued, still offered
No shut-down product was recommended here.