Index › Revenue operations › Commissions › Enterprise › September 2026 Edition

Sales commissions and incentive compensation for enterprise buyers

Asked as “sales commission management platform”, and as “incentive compensation management tool”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

CaptivateIQ

Contested

17% of first choices, contested.

ShowinginAll 73 categories →

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

QuotaPath54%Clear leaderStanding →Mid-market

Everstage25%ContestedStanding →Enterprise

CaptivateIQ17%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

CaptivateIQ12%48accepted challenger

Varicent25%44criticized challenger

Xactly Incent10%21accepted challenger

Xactly25%36criticized challenger

Performio9%32accepted challenger

Qobra25%20criticized challenger

Salesforce Spiff22%41accepted challenger

Everstage8%26accepted challenger

QuotaPath47%17criticized challenger

Show the one product at 0%, ordered by negative rate

SAP Commissions67%12criticized challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Everstage vs CaptivateIQ Everstage vs Qobra CaptivateIQ vs Qobra

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative30%

Key

CaptivateIQ17%

Varicent15%

Xactly Incent15%

Xactly13%

Performio11%

Qobra9%

Salesforce Spiff4%

Everstage2%

QuotaPath2%

SAP Commissions0%

02What they warned about

Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.

Varicent

25%

11 of 44 labels negative · 8 of 12 models · 3 hard negative

“consistently criticized for slow performance, SI-dependent implementations, hidden costs, and a dated user experience” DeepSeek V4 Flash, negative prompt

Xactly

25%

9 of 36 labels negative · 8 of 12 models · 2 hard negative

“Platforms to Avoid for Predictable Costs ... Xactly: Enterprise contracts can reach $720K+/year” Mistral Small, budget prompt

SAP Commissions

67%

8 of 12 labels negative · 7 of 12 models · 4 hard negative

“Avoid if predictable cost is critical... legacy enterprise tools like SAP Commissions are often associated with higher implementation and TCO complexity” GPT-5.4 mini, budget prompt

QuotaPath

47%

8 of 17 labels negative · 7 of 12 models · 2 hard negative

“Avoid for Enterprise Entirely... Enterprise scalability rated **48/100**” Kimi K2, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

23 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 217 links across 63 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.

qobra.co

vendor site · Qobra12 answers · 30 citations · 3 models

guideflow.com

vendor site · Guideflow10 answers · 11 citations · 2 models

captivateiq.com

vendor site · CaptivateIQ9 answers · 18 citations · 3 models

everstage.com

vendor site · Everstage9 answers · 16 citations · 2 models

quotapath.com

vendor site · QuotaPath7 answers · 7 citations · 3 models

visdum.com

vendor site · Visdum6 answers · 12 citations · 2 models

getcentify.com

6 answers · 8 citations · 2 models

worldmetrics.org

5 answers · 8 citations · 1 model

forma.ai

vendor site · Forma.ai5 answers · 6 citations · 2 models

technologyadvice.com

5 answers · 6 citations · 2 models

varicent.com

vendor site · Varicent5 answers · 6 citations · 3 models

xactlycorp.com

5 answers · 6 citations · 2 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.

everstage.com/10-best-sales-commission-software

8 answers · 2 models

qobra.co/blog/top-sales-commission-tools

8 answers · 2 models

qobra.co/blog/best-sales-commission-software-for-enterprise-teams

7 answers · 3 models

guideflow.com/blog/sales-commission-software

6 answers · 2 models

captivateiq.com/

5 answers · 2 models

captivateiq.com/blog/best-sales-compensation-software

5 answers · 1 model

forma.ai/resources/article/incentive-compensation-management-software

5 answers · 2 models

getcentify.com/best-sales-commission-software

5 answers · 2 models

quotapath.com/blog/best-sales-compensation-software

5 answers · 2 models

learn.g2.com/best-sales-compensation-software

4 answers · 2 models

04How 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.

ModelDirect“What is the best sales commission management platform for an enterprise B2B company?”Paraphrase“Which incentive compensation management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales commission management platforms and how do they differ?”Budget-constrained“What is the best sales commission management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a sales commission management platform. What should we look at?”Negative“Which sales commission management platforms should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5no first choiceVaricentChanged

Two alternatives

CaptivateIQ, Xactly Incent

Xactly Incent

Four alternatives

CaptivateIQ, Everstage, Performio, Salesforce Spiff

Performio

Two alternatives

Everstage, Xactly Incent

no first choiceagainst: Performio, Salesforce Spiff, Varicent

GPT-5.4 miniCaptivateIQ

Two alternatives

Varicent, Xactly

VaricentChanged

Two alternatives

Salesforce Spiff, Xactly

no first choiceXactly

One alternative

CaptivateIQ

against: SAP Commissionsno first choiceagainst: CaptivateIQ, QuotaPath, Salesforce Spiff, Xactly

Gemini 3.5 FlashVaricent, Xactly Incent

Three alternatives

CaptivateIQ, Everstage, Salesforce Spiff

against: Anaplan, PigmentPerformioChanged

Three alternatives

CaptivateIQ, Salesforce Spiff, Varicent

no first choice

Seven alternatives

Anaplan, CaptivateIQ, Forma.ai, Performio, Salesforce Spiff, Varicent, Xactly

Quota Queue

Two alternatives

ACE Commission Engine, Forma.ai

against: CaptivateIQ, Qobra, Salesforce Spiff, Varicent, Xactlyno first choice

Six alternatives

CaptivateIQ, Performio, Salesforce Spiff, Varicent, Xactly Incent, beqom

against: Commissionly, Legacy Oracle ICM, Qobra, QuotaPath, SAP Commissions, Salesforce Spiff

Perplexity SonarCaptivateIQ

Three alternatives

Qobra, Salesforce Spiff, Xactly Incent

VaricentChanged

Four alternatives

CaptivateIQ, Performio, SAP Commissions, Xactly Incent

no first choiceXactly Incentagainst: QuotaPathno first choiceagainst: CaptivateIQ, SAP Commissions, Salesforce Spiff, Varicent, Xactly

Grok 4.1 FastCaptivateIQ

Two alternatives

Varicent, Xactly Incent

against: QobraVaricentChanged

Two alternatives

CaptivateIQ, Xactly

Varicent

Four alternatives

CaptivateIQ, NICE CXone, Performio, Xactly Incent

Performio, Xactlyagainst: Qobra, QuotaPath, Varicentno first choiceagainst: Anaplan, Core Commissions, Easy-Commission, Model N, NetCommissions, Qobra, SAP Commissions, Varicent, Visualbonus, Xactly, incentX

Mistral SmallVaricent, Xactly Incent

Three alternatives

Everstage, Performio, Salesforce Spiff

Xactly IncentChanged

Three alternatives

Anaplan, CaptivateIQ, Varicent

no first choice

Eight alternatives

CaptivateIQ, Centify, Everstage, Forma.ai, Performio, Salesforce Spiff, Varicent, Xactly Incent

Qobra

Two alternatives

Everstage, Visdum

against: CaptivateIQ, Salesforce Spiff, Xactlyno first choiceagainst: Core Commissions, Easy-Commission, Javelin, Model N, NetCommissions

DeepSeek V4 FlashCaptivateIQ

Three alternatives

Everstage, Varicent, Xactly

against: Performio, SAP Commissions, Salesforce SpiffXactlyChanged

Two alternatives

CaptivateIQ, Varicent

Varicent, Xactly

Six alternatives

Anaplan, CaptivateIQ, Everstage, Performio, SAP Commissions, Salesforce Spiff

Salesforce Spiff

Two alternatives

Performio, Xactly

against: CaptivateIQ, Everstage, QuotaPath, VaricentCaptivateIQ, Performio, Xactly Incent

One alternative

Varicent

against: Anaplan, Core Commissions, Javelin, Model N, NetCommissions, Oracle Incentive Compensation, SAP Commissions, Varicent, Xactly Incent

Llama 4 MaverickQobra, QuotaPath

Three alternatives

CaptivateIQ, Everstage, Salesforce Spiff

QobraChangedno first choiceXactly Incent

Two alternatives

Qobra, Salesforce Spiff

no first choicenothing named

Qwen 3.7 FlashEverstage

Two alternatives

Salesforce Spiff, Xactly

XactlyChanged

One alternative

Varicent

against: SAP CommissionsXactly

Four alternatives

Aftab, CaptivateIQ, Fathomworks, QuotaWay

BetterComp

Two alternatives

ADP, Paycom

against: Varicent, Xactlyno first choice

Three alternatives

CaptivateIQ, Varicent, Xactly

against: Native or Home-Grown Salesforce Solutions, Varicent, Xactly

Kimi K2CaptivateIQ

Four alternatives

Performio, Salesforce Spiff, Varicent, Xactly Incent

VaricentChanged

Two alternatives

Performio, Xactly

Varicent, Xactly

Five alternatives

CaptivateIQ, Everstage, Performio, Qobra, Salesforce Spiff

Performio

Two alternatives

Varicent, Xactly

against: CaptivateIQ, Everstage, QuotaPathno first choiceagainst: Anaplan, Core Commissions, Easy-Commission, Model N for High Tech, NetCommissions, Performio, Pigment, QuotaPath, SAP Commissions, Salesforce Spiff, Varicent, Xactly Incent, incentX

GLM 4.7 FlashXCaptivateIQ, Xactly Incent

Three alternatives

Everstage, Salesforce Spiff, Varicent

Workday Compensation ManagementChanged

Six alternatives

CaptivateIQ, Oracle Fusion Cloud Compensation, Qobra, SAP SuccessFactors Compensation Management, Varicent, Xactly

Xactly

Six alternatives

CaptivateIQ, Everstage, Performio, QuotaPath, Salesforce Spiff, Varicent

Salesforce Spiff

Three alternatives

CommissionKit, EasyComp, QuotaPath

against: Xactlyno first choiceagainst: Core Commissions, Easy-Commission, Iconixx, Model N, NetCommissions, Sales Cookie, Varicent Incentive Compensation Management, Visualbonus, Xactly Incentive Compensation Management, incentX

MiniMax M2.5Xactly

Three alternatives

CaptivateIQ, Performio, Salesforce Spiff

Workday Incentive CompensationChanged

Three alternatives

Oracle Cloud HCM Compensation, SAP SuccessFactors Compensation, Varicent

CaptivateIQ, Xactly

Three alternatives

Everstage, QuotaPath, Salesforce Spiff

CaptivateIQ, Xactly

One alternative

Performio

against: QuotaPathQobra, Visdumagainst: Anaplan, Model N, SAP, Varicent, Xactly

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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

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 01:51	no	0	7 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:17	yes	2	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 03:45	yes	27	25 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-15 05:00	yes	20	5 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:11	yes	0	8 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:29	yes	0	10 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:21	yes	0	21 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 03:47	yes	0	3 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:50	yes	0	49 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:54	yes	0	33 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:07	yes	0	35 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:33	yes	0	25 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 04:15	yes	13	11 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:37	yes	4	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:57	yes	11	20 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-14 23:33	yes	20	7 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:40	yes	0	7 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:14	yes	0	10 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 03:45	yes	0	23 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:48	yes	0	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:03	yes	0	31 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:14	yes	0	83 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 00:40	yes	0	12 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:33	yes	0	37 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:33	yes	17	13 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:05	yes	6	12 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 03:04	yes	15	27 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 03:18	yes	20	8 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:13	yes	0	10 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:20	yes	0	11 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 02:22	yes	0	21 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:20	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:46	no	0	33 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:35	yes	0	53 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 01:43	yes	0	205 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:52	yes	0	11 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 04:06	yes	17	9 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:37	yes	3	5 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:14	yes	14	30 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 02:44	yes	18	8 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:23	yes	0	12 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:54	yes	0	12 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 01:22	yes	0	55 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:19	yes	0	1 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 22:55	no	0	35 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:51	yes	0	30 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:01	yes	0	78 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:33	yes	0	36 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:28	yes	17	12 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:12	yes	1	10 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:17	yes	11	26 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-15 03:47	yes	20	11 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:17	yes	0	8 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 02:59	no	0	6 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 01:46	yes	0	69 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 00:30	yes	0	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:24	no	0	47 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:41	yes	0	28 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:49	yes	0	244 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:12	yes	0	19 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:14	yes	15	8 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:14	yes	4	5 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 04:45	yes	16	27 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 03:02	yes	20	7 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:28	yes	0	9 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:29	yes	0	6 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 03:34	yes	0	88 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:25	yes	0	2 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 02:31	yes	0	61 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:06	yes	0	82 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 22:56	yes	0	23 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:58	yes	0	27 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Salesforce read as Salesforce Spiff

Unresolved, counted raw

ACE Commission Engine

ADP (Workforce Compensation Manager)

Aftab

BetterComp

CommissionKit

Fathomworks

Legacy Oracle ICM

Model N for High Tech

Native or Home-Grown Salesforce Solutions

Oracle Cloud HCM Compensation

Oracle Fusion Cloud Compensation

Pave

QuotaWay

SAP (SuccessFactors/Commissions)

SAP SuccessFactors Compensation

SAP SuccessFactors Compensation Management

Salesforce Compensation Cloud

Spark/Spiff

Varicent Incentive Compensation Management

Workday Compensation Management

Workday Incentive Compensation

Xactly Incentive Compensation Management

Xactly/Anaplan Commission Management

Discontinued, still offered

No shut-down product was recommended here.

Sales commissions and incentive compensation for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in revenue operations