GTM AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Customer Feedback › Enterprise September 2026 Edition

Customer feedback and surveys for enterprise buyers

Asked as “customer feedback and survey platform”, and as “NPS and customer experience survey tool”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
34% of first choices, contested.

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.

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
01Qualtrics34%14%59endorsed leader
02CustomerGauge26%0%18accepted challenger
03Medallia15%21%56accepted challenger
04SurveyMonkey6%34%41criticized challenger
Show the six products at 0%, ordered by negative rate
10Typeform0%53%15criticized challenger
06Alchemer0%17%23accepted challenger
08Chattermill0%9%11accepted challenger
09Zonka Feedback0%9%11accepted challenger
05InMoment0%0%20accepted challenger
07Perspective AI0%0%10accepted 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.

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
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Qualtrics34%
02CustomerGauge26%
03Medallia15%
04SurveyMonkey6%
05InMoment0%
06Alchemer0%
07Perspective AI0%
08Chattermill0%
09Zonka Feedback0%
10Typeform0%

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
SurveyMonkey
34%
14 of 41 labels negative · 10 of 12 models · 5 hard negative
“The main platforms to **avoid or use only with caution** are: - **SurveyMonkey** — ... not specializing in CX or UX research and as lacking analysis and recruitment” Perplexity Sonar, negative prompt
Medallia
21%
12 of 56 labels negative · 7 of 12 models · 3 hard negative
“**Why Avoid:** Financial instability and potential ownership changes could disrupt enterprise deployments” GLM 4.7 FlashX, negative prompt
Typeform
53%
8 of 15 labels negative · 6 of 12 models · 6 hard negative
“e.g., Google Forms, basic Jotform, standard Typeform ... represent a major risk if deployed as enterprise customer feedback solutions” Gemini 3.5 Flash, negative prompt
Qualtrics
14%
8 of 59 labels negative · 6 of 12 models · 1 hard negative
“Why NOT the Big Enterprise Players (Qualtrics, Medallia)?” MiniMax M2.5, budget 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. 213 links across 107 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 · Zonka Feedback9 answers · 16 citations · 2 models
5 answers · 10 citations · 2 models
vendor site · CustomerGauge5 answers · 8 citations · 2 models
vendor site · SurveyMonkey4 answers · 6 citations · 2 models
vendor site · Enterpret4 answers · 5 citations · 2 models
vendor site · Great Question4 answers · 4 citations · 1 model
vendor site · Medallia4 answers · 4 citations · 1 model
vendor site · Sprinklr4 answers · 4 citations · 2 models
4 answers · 4 citations · 1 model
vendor site · Typeform4 answers · 4 citations · 2 models
vendor site · Guideflow3 answers · 4 citations · 2 models
3 answers · 4 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.

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 customer feedback and survey platform for an enterprise B2B company?”Paraphrase“Which NPS and customer experience survey tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade customer feedback and survey platforms and how do they differ?”Budget-constrained“What is the best customer feedback and survey 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 customer feedback and survey platform. What should we look at?”Negative“Which customer feedback and survey platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CustomerGauge
One alternativePerspective AI
Medallia, QualtricsChanged
Two alternativesCustomerGauge, InMoment
Medallia, Qualtrics
Two alternativesAlchemer, InMoment
Pollfish
One alternativeSurveyMonkey
no first choiceagainst: SurveyMonkey
GPT-5.4 miniQualtrics
Three alternativesAlchemer, Medallia Experience Cloud, SurveyMonkey
MedalliaChanged
One alternativeQualtrics
Qualtrics
Two alternativesMedallia, SurveyMonkey
SurveyMonkey
One alternativeMedallia
against: Qualtrics
no first choiceagainst: Trustpilot
Gemini 3.5 FlashCustomerGauge
Four alternativesEnterpret, Perspective AI, Qualtrics CustomerXM, UserVoice
against: Delighted, SurveyMonkey, Typeform
CustomerGaugeHeld
Four alternativesGainsight, Medallia, Qualtrics CustomerXM, SurveyVista
against: SurveyMonkey, Typeform
Medallia, Qualtrics
Four alternativesAlchemer, Sprinklr, SurveyMonkey, Verint
QuestionPro
Three alternativesJotform, Sogolytics, Survicate
against: Medallia, Qualtrics
Qualtrics
Four alternativesAlchemer, Medallia, Sogolytics, SurveyMonkey
against: Alchemer, Google Forms, HubSpot Service Hub feedback, Jotform, Mailchimp Surveys, Medallia, Qualtrics, Salesforce Surveys, SurveyMonkey, Typeform
Perplexity SonarQualtrics
Five alternativesChattermill, CustomerGauge, Enterpret, Medallia, Perspective AI
CustomerGauge, QualtricsChanged
One alternativeMedallia
Qualtrics
Seven alternativesAskNicely, Chattermill, Great Question, InMoment, Medallia, UserVoice, Zonka Feedback
ProductLift
One alternativeQualtrics
no first choiceagainst: Delighted, Medallia, Qualtrics, SurveyMonkey, Typeform
Grok 4.1 FastQualtrics
Two alternativesCustomerGauge, Medallia
QualtricsHeld
Two alternativesCustomerGauge, Medallia
Medallia, Qualtrics
Six alternativesAlchemer, Forsta, InMoment, Sogolytics, SurveyMonkey, Zonka Feedback
Medallia
One alternativeQualtrics
against: Alchemer, QuestionPro, SurveyMonkey
Qualtrics
Four alternativesAlchemer, Enterpret, Medallia, Sogolytics
against: BlockSurvey, Google Forms, Jotform, Microsoft Forms, SurveyMonkey, SurveySparrow, Typeform
Mistral SmallCustomerGauge
Five alternativesGetFeedback, Medallia, Pendo, Productboard, Qualtrics
CustomerGaugeHeld
Three alternativesMedallia, Qualtrics, Zonka Feedback
Medallia Experience Cloud, Qualtrics
Five alternativesAlchemer, CustomerGauge, InMoment, NICE Satmetrix, Verint Experience Management
Wellness Pulse
Three alternativesNolt, ProProfs Survey Maker, Qualtrics
against: Medallia, SurveyMonkey CX
no first choiceagainst: SurveyMonkey, Typeform
DeepSeek V4 FlashQualtrics
Three alternativesCustomerGauge, Medallia, SurveyMonkey
CustomerGaugeChanged
One alternativeQualtrics
against: Medallia
Qualtrics
Four alternativesForsta, QuestionPro, SurveyMonkey, Zonka Feedback
against: Medallia
AskNicely, Pollfish
Two alternativesAlchemer, Qualtrics
against: Medallia, QuestionPro
no first choiceagainst: Canny, Delighted, GetFeedback Direct, Google Forms, Medallia, Pendo, SurveyMonkey, Typeform
Llama 4 MaverickQualtrics
Three alternativesMedallia, Pendo, UserVoice
CustomerGaugeChangedno first choiceSurveyMonkey
Four alternativesGoogle Forms, Pollfish, Qualtrics, Typeform
Qualtrics
Three alternativesAlchemer, SurveyLab, Userback
nothing named
Qwen 3.7 FlashMedallia, Qualtrics
Four alternativesPendo, Perspective AI, Sprig, UserVoice
QualtricsChanged
Two alternativesInMoment, Medallia
no first choice
Seven alternativesAlchemer, Chattermill, Enterpret, Medallia, Qualtrics, Sprig, SurveyMonkey
against: Zonka Feedback
ProductBridge, ProductLift
Six alternativesMedallia, Nolt, Qualtrics, SurveyMonkey Team Advantage, Typeform, Upvoty
against: Canny
no first choiceagainst: SurveyMonkey
Kimi K2CustomerGauge
Three alternativesGainsight, Medallia, Qualtrics
CustomerGaugeHeld
Three alternativesInMoment, Medallia, Qualtrics
Qualtrics
Six alternativesAskNicely, InMoment, Medallia, Sprig, SurveyMonkey, Zonka Feedback
against: Delighted, GetFeedback Direct
Medallia
Four alternativesAlchemer, Checkbox Survey, People Element, Qualtrics
Medallia, Qualtrics
Two alternativesAlchemer, SurveyMonkey
against: Alchemer, Medallia, Qualtrics, SurveyMonkey
GLM 4.7 FlashXCustomerGauge
Three alternativesChattermill, Medallia, Qualtrics
QualtricsChanged
One alternativeMedallia
against: SurveyMonkey
Medallia, Qualtrics
Four alternativesAlchemer, Forsta, Sprig, SurveyMonkey
SurveyMonkey
One alternativeZoho Survey
against: Medallia, Qualtrics
no first choiceagainst: Canny, Chattermill, Delighted, Jotform, Medallia, Qualtrics, SurveyMonkey, Typeform
MiniMax M2.5Medallia, Qualtrics
Three alternativesChattermill, Pendo, Perspective AI
CustomerGaugeChanged
Two alternativesMedallia, Qualtrics
Qualtrics
Five alternativesAlchemer, Medallia, QuestionPro, Rival Technologies, SurveyMonkey
ProProfs Survey Makeragainst: Alchemer, Medallia, Qualtrics, SurveyMonkeyno first choiceagainst: Drift, NGSurvey Enterprise 3.6.4, Salesloft, TinyPulse
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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 04:14yes1010 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:34yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 02:29yes1929 s
Direct recommendationPerplexity Sonarsonar2026-09-15 01:21yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 00:42yes011 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-15 00:39yes010 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 02:04yes010 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 01:12yes02 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 04:29yes038 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-14 22:54yes036 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:46yes039 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 02:53yes09 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 05:01yes713 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:55yes25 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-15 01:47yes1228 s
ParaphrasePerplexity Sonarsonar2026-09-15 01:35yes208 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 05:03yes07 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-14 22:59yes06 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 00:20yes041 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:48yes02 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:56yes029 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:50yes039 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:59yes035 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 00:40yes018 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 01:44yes1610 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 00:06yes39 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-15 02:48yes2326 s
ComparativePerplexity Sonarsonar2026-09-15 00:19yes2012 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:45yes06 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-14 23:53yes011 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 22:58yes048 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:07yes02 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:46yes035 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:08yes039 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 05:00yes028 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:24yes022 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 02:32yes1710 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-14 23:33yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:31yes2327 s
Budget constrainedPerplexity Sonarsonar2026-09-15 04:12yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 03:02yes010 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 02:43yes09 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:54yes050 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:08yes02 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:05yes043 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 02:40yes078 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 00:08yes024 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 02:45yes076 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:54no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 02:50yes38 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:19yes1323 s
Scale constrainedPerplexity Sonarsonar2026-09-15 01:21yes206 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 01:57yes011 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 01:48no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 00:07yes056 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 04:46yes03 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:21no040 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 00:43yes045 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:22yes051 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:40yes017 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 04:28yes2512 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 00:13yes37 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:52yes2337 s
Negative framingPerplexity Sonarsonar2026-09-15 04:38yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 04:37yes08 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-14 23:04yes012 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 02:24yes059 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:44yes01 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 02:35yes065 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:57yes050 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:09yes0163 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:42yes040 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Checkbox Survey
Confirmit
Hello Customer
HubSpot Service Hub feedback
Koji
Mailchimp Surveys
NGSurvey Enterprise 3.6.4
NICE Satmetrix
People Element
Press Ganey Forsta
ProductBridge
QuestionPro Team Edition
Rival Technologies
Salesforce Surveys
SurveyLab
SurveyMonkey CX
SurveyMonkey Team Advantage
SurveyVista
TinyPulse
UserTesting
Verint Experience Management
Wellness Pulse
Discontinued, still offered
No shut-down product was recommended here.
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