Index › GTM › GTM data and infrastructure › Customer intel › Small business · September 2026 Edition
Customer intelligence and data science for small business buyers
Asked as “customer analytics and intelligence platform”, and as “customer journey analytics tool”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
19%
Contested · HubSpot CRM 19%
19Google Analytics 419HubSpot CRM12HubSpot Marketing Hub50others
19% 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.
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 five products 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.
Google Analytics 4 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models nine times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
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
Google Analytics 4 vs MixpanelGoogle Analytics 4 vs HightouchGoogle Analytics 4 vs FullstoryGoogle Analytics 4 vs mParticleSegment vs AmplitudeSegment vs PostHogSegment vs MixpanelSegment vs HightouchSegment vs FullstorySegment vs mParticleAmplitude vs PostHogAmplitude vs MixpanelAmplitude vs HightouchAmplitude vs FullstoryAmplitude vs mParticlePostHog vs MixpanelPostHog vs HightouchPostHog vs FullstoryPostHog vs mParticleMixpanel vs HightouchMixpanel vs FullstoryMixpanel vs mParticleHightouch vs FullstoryHightouch vs mParticleFullstory vs mParticle
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Google Analytics 419%
Google Analytics 419%02HubSpot CRM19%
HubSpot CRM19%03Mixpanel12%
Mixpanel12%04PostHog10%
PostHog10%05Amplitude6%
Amplitude6%06Pendo2%
Pendo2%07Hotjar0%
Hotjar0%08Heap0%
Heap0%09Segment0%
Segment0%10Qualtrics CustomerXM0%
Qualtrics CustomerXM0%11Adobe Customer Journey Analytics0%
Adobe Customer Journey Analytics0%What they warned about
One 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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Adobe Customer Journey Analytics90%
9 of 10 labels negative · 7 of 12 models · 5 hard negative
“Steep learning curve, overwhelming complexity, expensive for smaller organizations” Kimi K2, negative prompt
Amplitude31%
11 of 35 labels negative · 7 of 12 models · 3 hard negative
“What to Avoid at This Stage | Amplitude | Charges on both events and users—expensive quickly” Qwen 3.7 Flash, budget prompt
Qualtrics CustomerXM73%
8 of 11 labels negative · 6 of 12 models · 5 hard negative
“Avoid unless you have enterprise budgets and dedicated teams... Users consistently cite a "steep learning curve"..."}” MiniMax M2.5, negative prompt
Tealium83%
5 of 6 labels negative · 5 of 12 models · 5 hard negative
“General Enterprise CDPs (Tealium, Segment Business, mParticle, Adobe) - Why avoid:” GLM 4.7 FlashX, negative 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
21 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. 278 links across 144 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 · Mixpanel8 answers · 8 citations · 4 models
vendor site · Amplitude7 answers · 10 citations · 4 models
vendor site · Userpilot7 answers · 8 citations · 3 models
vendor site · Zendesk6 answers · 9 citations · 2 models
6 answers · 8 citations · 2 models
vendor site · Guideflow6 answers · 6 citations · 3 models
vendor site · InsiderOne6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Salesforce6 answers · 6 citations · 3 models
vendor site · Cometly5 answers · 8 citations · 3 models
5 answers · 5 citations · 4 models
vendor site · Improvado5 answers · 5 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.
7 answers · 3 models
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
3 answers · 1 model
3 answers · 1 model
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 customer analytics and intelligence platform”, “customer analytics and intelligence 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot CRM 19%, HubSpot Marketing Hub 12%, HubSpot Service Hub 2% | 33% | 991 | 368,000 | 9,776 | |||
| Google analytics.google.com Google Analytics 4 19% | 19% | 473 | 9,900 | 348 | |||
| Mixpanel mixpanel.com | 12% | 467 | 12,100 | 458 | 20,284 | $458 | 11 |
| PostHog posthog.com | 10% | 420 | 33,100 | 271 | 25,936 | 120 | |
| Amplitude amplitude.com | 6% | 418 | 74,000 | 5,691 | 373,273 | $207 | 27 |
| Apollo.io apollo.io | 4% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Factors.ai factors.ai | 4% | 54 | 590 | 1 | 8,319 | 31 | |
| Woopra woopra.com | 2% | 15 | |||||
| Cometly cometly.com | 2% | 41 | 60,500 | 10 | 26,585 | 0 | |
| Custify custify.com | 2% | 113 | 260 | 1 | 8,585 | 0 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (thecxlead.com, zendesk.com). The first result for “best customer analytics and intelligence platform” is kayako.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 customer analytics and intelligence platform for a small B2B company?”Paraphrase“Which customer journey analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top customer analytics platforms for a small team and how do they differ?”Budget-constrained“What is the best customer analytics and intelligence platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer analytics and intelligence platform. What should we look at?”Negative“Which customer analytics platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Service HubHubSpot Marketing HubChangedAmplitude, MixpanelZoho Analyticsagainst: Pendono first choiceagainst: Fullstory, Looker, Qualtrics CustomerXM, Tableau
Three alternatives
BuildBetter, Customerscore.io, DovetailThree alternatives
Amplitude, Cometly, HeapTwo alternatives
Akita, CustifyThree alternatives
Hotjar, Looker Studio, Microsoft Power BIGPT-5.4 miniAmplitudePendoChangedAmplitudeHubSpot CRMagainst: Dreamdatano first choiceagainst: Google Analytics 4, Meta/Facebook pixels
Three alternatives
Heap, Mixpanel, PostHogOne alternative
MixpanelThree alternatives
Heap, Mixpanel, PostHogTwo alternatives
Microsoft Power BI, MixpanelGemini 3.5 FlashAmplitude, Apollo.io, Factors.aiagainst: 6sense, Gainsight CS, ZoomInfoFactors.aiChangedagainst: Adobe Customer Journey Analytics, Salesforce Interaction StudioMixpanelPostHogPostHogagainst: Heapagainst: Adobe Analytics, Amplitude, Google Analytics 4, Heap, Mixpanel, Salesforce Marketing Cloud, Segment, Tealium
Three alternatives
Common Room, DemandSense, HubSpot Breeze IntelligenceThree alternatives
Dreamdata, HubSpot CRM, UsermavenFive alternatives
Amplitude, Hotjar, Microsoft Clarity, Pendo, PostHogFour alternatives
Amplitude, Google Analytics 4, Microsoft Clarity, MixpanelFour alternatives
HockeyStack, June, Mixpanel, SherlockPerplexity SonarHubSpot CRM, MixpanelHubSpot Marketing HubChangedagainst: Adobe Customer Journey AnalyticsMixpanelGoogle Analytics 4no first choiceagainst: Adobe Customer Journey Analytics, Adobe Real-Time CDP, Getida, Improvado, Kissmetrics, Segment, Tealium, Treasure Data, mParticle
Two alternatives
Brevo, LeadspaceTwo alternatives
Cometly, Google Analytics 4Six alternatives
Amplitude, Featurebase, Google Analytics 4, Hotjar, Pendo, ZendeskThree alternatives
ConvertMate, Hotjar, MixpanelGrok 4.20HubSpot CRMagainst: Salesforce Data Cloud, SegmentGoogle Analytics 4, HubSpot CRMChangedagainst: Adobe Customer Journey Analytics, Qualtrics CustomerXMMixpanel, PostHogagainst: SegmentGoogle Analytics 4against: Amplitude, Hightouch, Qualtrics CustomerXMno first choiceagainst: Adobe Real-Time CDP, Amperity, Amplitude, Customer Journey Analytics, Heap, InMoment, Medallia Experience Cloud, Microsoft Dynamics 365 Customer Insights, Mixpanel, Oracle Unity, Qualtrics CustomerXM, SAP Customer Data Platform, Salesforce Data Cloud, Segment, Sprinklr, Tealium, Treasure Data, mParticle
Three alternatives
Google Analytics 4, Mixpanel, PipedriveOne alternative
MixpanelFour alternatives
Amplitude, Google Analytics 4, Heap, HotjarFour alternatives
Hotjar, Microsoft Clarity, Mixpanel, RudderStackSeven alternatives
Amplitude, Google Analytics 4, Hotjar, HubSpot CRM, Mixpanel, Quo, ZendeskMistral SmallMixpanel, PostHogagainst: PendoHubSpot Marketing HubChangedagainst: Adobe Customer Journey AnalyticsMixpanel, PostHogagainst: AmplitudeGoogle Analytics 4no first choiceagainst: RudderStackagainst: Experian, Klaviyo, Podium, Qualtrics CustomerXM, Sprinklr Service, VidIQ
Seven alternatives
Google Analytics 4, Hotjar, HubSpot Breeze Data Agent, Quo, Statsig, Zendesk, Zoho PageSenseThree alternatives
Amplitude, GoHighLevel, MixpanelFive alternatives
Google Analytics 4, Hotjar, Pendo, Userpilot, ZendeskSeven alternatives
Crazy Egg, Hotjar, Matomo, Mixpanel, Plausible Analytics, PostHog, Zoho PageSenseDeepSeek V4 FlashCustify, HubSpot CRMagainst: Brevo, Gainsight CS, KlaviyoHubSpot CRMChangedMixpanel, PostHogagainst: HeapGoogle Analytics 4, Mixpanelagainst: Adobe Analytics, Amplitude, ChurnZero, Gainsight CS, Salesforce Data Cloud, Tealium, mParticleAmplitudeagainst: Heapagainst: Adobe Analytics, Adobe Real-Time CDP, Amplitude, Chattermill, Heap, Hyros, Medallia Experience Cloud, Mixpanel, Pendo, Qualtrics CustomerXM, Salesforce Data Cloud, Thematic
Three alternatives
ChurnZero, Planhat, VitallyThree alternatives
Google Analytics 4, Mixpanel, WoopraThree alternatives
Amplitude, Fullstory, HotjarFour alternatives
Heap, Microsoft Clarity, RudderStack, SegmentThree alternatives
Mixpanel, PostHog, SegmentLlama 4 Maverickno first choiceCometlyChangedno first choiceMixpanelno first choicenothing named
Two alternatives
Adobe Customer Journey Analytics, HubSpot Marketing HubThree alternatives
Hotjar, SurveyMonkey, UnwrapQwen 3.7 FlashHubSpot CRMagainst: ZoomInfoHubSpot CRMHeldagainst: Adobe Customer Journey Analytics, Qualtrics CustomerXMMixpanel, PostHogagainst: AmplitudePostHogagainst: Adobe Analytics, Amplitude, Firebase, Fullstory, Heap, Pendono first choiceagainst: Amplitude, Databricks, Mixpanel, Oracle Analytics, SAP, Snowplow, Supermetrics
Five alternatives
Apollo.io, ChurnZero, Mixpanel, Plainly, PostHogTwo alternatives
GoHighLevel, PostHogOne alternative
HeapFour alternatives
Google Analytics 4, Hotjar, Mixpanel, Plausible AnalyticsKimi K2HubSpot Marketing Hub, MixpanelHubSpot Marketing HubChangedagainst: Adobe Customer Journey Analytics, Salesforce DatoramaMixpanel, PostHogagainst: Amplitude, HeapGoogle Analytics 4no first choiceagainst: Adobe Customer Journey Analytics, Adobe Real-Time CDP, Medallia Experience Cloud, Microsoft Dynamics 365 Customer Insights, Oracle Unity, SAP Customer Data Platform, SAS Customer Intelligence 360, Salesforce Data Cloud, Treasure Data
Seven alternatives
Apollo.io, Custify, EngageBay, Google Analytics 4, Hotjar, PostHog, SurvicateFour alternatives
Dreamdata, Google Analytics 4, Hotjar, MixpanelTwo alternatives
Google Analytics 4, HotjarSeven alternatives
Amplitude, Hotjar, HubSpot CRM, Looker Studio, Matomo, Mixpanel, Zoho CRMGLM 4.7 FlashXApollo.ioagainst: GongGoogle Analytics 4, WoopraChangedMixpanelagainst: AmplitudeGoogle Analytics 4no first choiceagainst: Adobe Customer Journey Analytics, Insider, Microsoft Power BI, Segment, Tableau, Tealium, mParticle
Two alternatives
ChartMogul, WoopraOne alternative
UsermavenFour alternatives
Fullstory, Heap, Hotjar, PostHogThree alternatives
Hotjar, HubSpot CRM, MailchimpMiniMax M2.5Mixpanel, PostHogHubSpot Marketing HubChangedagainst: DreamdataMixpanelGoogle Analytics 4, HubSpot CRMno first choiceagainst: Attentive, Avo, Chattermill, Medallia Experience Cloud, Qualtrics CustomerXM, Sprinklr Service
Three alternatives
Gainsight CS, HubSpot CRM, PlanhatThree alternatives
Amplitude, Hotjar, MixpanelFive alternatives
Amplitude, Fullstory, Heap, Pendo, PostHogTwo alternatives
Hotjar, QuoTwo alternatives
Enterpret, IdiBold 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 04:42 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:43 | yes | 6 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:22 | yes | 17 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 05:02 | yes | 20 | 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) | 2026-09-14 23:43 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:28 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:02 | yes | 0 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:52 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:03 | yes | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:48 | yes | 0 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:53 | yes | 0 | 169 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:59 | yes | 0 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:05 | yes | 8 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:55 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:37 | yes | 20 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:36 | 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 00:21 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:32 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:16 | yes | 0 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:58 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:51 | yes | 0 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:02 | yes | 0 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:57 | yes | 0 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:41 | yes | 0 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:55 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:31 | yes | 2 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:53 | yes | 19 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:13 | 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 03:38 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:26 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:43 | yes | 0 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:44 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:37 | yes | 0 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:28 | yes | 0 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:18 | yes | 0 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:02 | yes | 0 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:57 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:57 | yes | 3 | 9 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:47 | yes | 10 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:39 | yes | 19 | 19 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 04:43 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:18 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:28 | yes | 0 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:28 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:12 | yes | 0 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:58 | yes | 0 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:57 | yes | 0 | 75 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:53 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:23 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:36 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 02:15 | yes | 20 | 9 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) | 2026-09-15 02:50 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:59 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:35 | yes | 0 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:06 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:30 | yes | 0 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:07 | yes | 0 | 56 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:55 | yes | 0 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:01 | yes | 0 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:37 | yes | 12 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:31 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:46 | yes | 15 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:09 | yes | 20 | 22 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 03:12 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:46 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:09 | yes | 0 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:45 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:23 | yes | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:59 | yes | 0 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:29 | yes | 0 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:19 | yes | 0 | 37 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
Adobe read as Adobe Customer Journey Analytics
Adobe CJA read as Adobe Customer Journey Analytics
Gainsight read as Gainsight CS
HubSpot read as HubSpot CRM
HubSpot (Marketing Hub Professional) read as HubSpot CRM
Medallia read as Medallia Experience Cloud
Plausible read as Plausible Analytics
Qualtrics read as Qualtrics CustomerXM
Qualtrics XM read as Qualtrics CustomerXM
Unresolved, counted raw
Apache Unify
Avo
DashThis
Getida
HubSpot Breeze Data Agent
Idi
Mailchimp Analytics
Meta/Facebook pixels
Metorik
Peasy
Plainly
SAP
Salesforce Datorama
Sherlock
Wyapy
Discontinued, still offered
No shut-down product was recommended here.