Mobile apps for enterprise buyers
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
60%
Clear leader
60Braze07AppsFlyer04CleverTap29others
60% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.Braze held the lead, +10 points on 50%, 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
OneSignal25%Contested▼−6Since October 2026: 31% → 25%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-market
Customer.io13%Contested▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.Standing →Enterprise
Braze60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.This page
OneSignal25%Contested▼−6Since October 2026: 31% → 25%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-marketCustomer.io13%Contested▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.Standing →EnterpriseBraze60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Braze60%15%62endorsed leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.50% → 60%
Braze60%15%62endorsed leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.50% → 60%02
AppsFlyer7%21%53accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%
AppsFlyer7%21%53accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%03
CleverTap4%3%29accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
CleverTap4%3%29accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%04
Kochava4%20%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Kochava4%20%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%05OneSignal4%33%12criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
OneSignal4%33%12criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
Airship2%9%35accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Airship2%9%35accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%07
Insider2%0%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Insider2%0%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Adjust2%21%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Adjust2%21%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
MoEngage2%6%16accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
MoEngage2%6%16accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%10
Iterable2%7%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Iterable2%7%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
11
Salesforce Marketing Cloud0%21%24accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Salesforce Marketing Cloud0%21%24accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%12
Branch0%18%17accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Branch0%18%17accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%13
Singular0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Singular0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Customer.io vs CleverTapCustomer.io vs AppsFlyerCustomer.io vs OneSignalCustomer.io vs MoEngageBraze vs Apple Search AdsBraze vs Meta Advantage+ App CampaignsBraze vs CleverTapBraze vs AppsFlyerBraze vs OneSignalBraze vs MoEngageApple Search Ads vs Meta Advantage+ App CampaignsApple Search Ads vs CleverTapApple Search Ads vs AppsFlyerApple Search Ads vs OneSignalApple Search Ads vs MoEngageMeta Advantage+ App Campaigns vs CleverTapMeta Advantage+ App Campaigns vs AppsFlyerMeta Advantage+ App Campaigns vs OneSignalMeta Advantage+ App Campaigns vs MoEngageCleverTap vs AppsFlyerCleverTap vs OneSignalCleverTap vs MoEngageAppsFlyer vs OneSignalAppsFlyer vs MoEngageOneSignal vs MoEngage
One product takes 60% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
AppsFlyer21%
11 of 53 labels negative · 9 of 14 models · 1 hard negative
“Users report unreliable data, with instances of fake install data and inaccurate reporting” Mistral Small, negative prompt
Braze15%
9 of 62 labels negative · 8 of 14 models · 2 hard negative
“Some AI models recommend avoiding quote-based platforms like Braze, as they use custom enterprise pricing, which can make budgeting difficult.” Llama 4 Maverick, negative prompt
Adjust21%
6 of 29 labels negative · 6 of 14 models
“Both platforms collect detailed user data for attribution purposes, which carries inherent risks associated with user profiling and data sharing” GLM 4.7 FlashX, negative prompt
AppLovin67%
4 of 6 labels negative · 4 of 14 models · 3 hard negative
“Short-seller allegations of undisclosed related-party dealings; market manipulation concerns | Governance and transparency risks” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 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. 931 links across 323 sites, every framing counted. Ranked by the number of answers carrying the site or page. 46 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
37 answers · 74 citations · 13 models
publisher (Gane)25 answers · 28 citations · 8 models
vendor site · AppsFlyer19 answers · 38 citations · 10 models
vendor site · Guideflow18 answers · 24 citations · 8 models
vendor site · GetApp17 answers · 28 citations · 8 models
vendor site · Braze16 answers · 39 citations · 7 models
vendor site · Airship13 answers · 24 citations · 6 models
13 answers · 16 citations · 9 models
13 answers · 14 citations · 9 models
vendor site · InsiderOne12 answers · 14 citations · 9 models
vendor site · LinkedIn10 answers · 12 citations · 8 models
vendor site · SplitMetrics10 answers · 11 citations · 8 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.
24 answers · 8 models
19 answers · 12 models
12 answers · 7 models
12 answers · 8 models
11 answers · 6 models
10 answers · 5 models
9 answers · 4 models
9 answers · 6 models
9 answers · 8 models
9 answers · 7 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 mobile app marketing platform”, “mobile app marketing 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 |
|---|---|---|---|---|---|---|---|---|
| Braze braze.com | 60% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| AppsFlyer appsflyer.com | 7% | 173 | 9,900 | 202 | 107,974 | 29 | 2 | |
| CleverTap clevertap.com | 4% | 214 | 1,000 | 24 | 20,153 | $12,750 | 20 | |
| Kochava kochava.com | 4% | 43 | 1,900 | 55 | 55,058 | 9 | ||
| OneSignal onesignal.com | 4% | 322 | 4,400 | 133 | 29,726 | 38 | ||
| Airship airship.com | 2% | 169 | 22,200 | 3,093 | 23,006 | 7 | 3 | |
| Insider insiderone.com | 2% | 125 | 27,100 | 356,013 | 81,938 | 1 | ||
| Adjust adjust.com | 2% | 123 | 49,500 | 212,073 | 496,097 | 88 | 4 | |
| MoEngage moengage.com | 2% | 103 | 1,600 | 54 | 13,669 | 6 | ||
| Iterable iterable.com | 2% | 136 | 9,900 | 6,286 | 11,545 | $64,478 | 37 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (airship.com, appsflyer.com, businessofapps.com, linkedin.com). The first result for “best mobile app marketing platform” is reddit.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 mobile app marketing platform for an enterprise B2B company?”Paraphrase“Which mobile app engagement and growth tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade mobile app marketing platforms and how do they differ?”Budget-constrained“What is the best mobile app marketing 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 mobile app marketing platform. What should we look at?”Negative“Which mobile app marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Braze, Insiderno first choiceChangedBraze, Insiderno first choiceagainst: Airship, Brazeno first choiceagainst: Meta Advantage+ App Campaigns
Four alternatives
Adobe Marketo Engage, Airship, Iterable, Salesforce Marketing CloudThree alternatives
Bloomreach, Salesforce Marketing Cloud, VibesGPT-5.4 miniBrazeBrazeHeldBrazeAirshipagainst: Iterableno first choiceagainst: Braze
Three alternatives
Agentforce Marketing, AppsFlyer, Salesforce Marketing CloudTwo alternatives
Airship, Customer.ioTwo alternatives
Adobe Journey Optimizer, AirshipOne alternative
BrazeGemini 3.5 FlashBrazeagainst: Adobe Experience Cloud, Salesforce Marketing CloudBraze, Pendo MobileChangedAppsFlyer, Brazeagainst: Adobe Real-Time CDP, Salesforce Marketing CloudCleverTap, MoEngageagainst: AppsFlyer, Brazeno first choiceagainst: Apple Search Ads, Google, Meta Advantage+ App Campaigns
Three alternatives
Airship, Amplitude, BranchTwo alternatives
Airship, WhatfixSeven alternatives
Adjust, Airship, Amplitude, CleverTap, Mixpanel, MoEngage, SingularTwo alternatives
Kochava, SingularPerplexity SonarBrazeBrazeHeldBrazeagainst: OneSignalCleverTapagainst: Brazeno first choiceagainst: Adjust, Agentforce Marketing, AppLovin, AppsFlyer, Branch, Braze, CleverTap, Liftoff, MoEngage, OneSignal, Salesforce Marketing Cloud
Four alternatives
Airship, AppsFlyer, MoEngage, Salesforce Marketing CloudFive alternatives
Adjust, Airship, Amplitude, AppsFlyer, UserpilotSeven alternatives
Adjust, Airship, AppsFlyer, Branch, CleverTap, Insider, MoEngageTwo alternatives
Airship, AppsFlyerGrok 4.20BrazeBrazeHeldagainst: FirebaseBraze, CleverTapagainst: LocalyticsAdjustagainst: AppsFlyer, Branch, Kochava, Tenjinno first choiceagainst: Adjust, AppsFlyer, Branch, InMarket Media, Singular
Five alternatives
Adobe Experience Cloud, CleverTap, Insider, Iterable, Salesforce Marketing CloudFive alternatives
Adjust, Amplitude, AppsFlyer, Iterable, MixpanelFive alternatives
Adjust, Airship, AppsFlyer, Branch, MoEngageThree alternatives
Amazon DSP, Moloco, SingularMistral SmallBrazeBrazeHeldBrazeBrazeno first choiceagainst: Adjust, AppLovin, AppsFlyer, Deployteq, Kochava, OneSignal, Relay Network
Two alternatives
AppsFlyer, InsiderFour alternatives
Adobe Journey Optimizer, CleverTap, MoEngage, WebEngageSix alternatives
ActiveCampaign, Adobe Campaign, AppsFlyer, CleverTap, Insider, Salesforce Marketing CloudDeepSeek V4 FlashBrazeBrazeHeldBrazeOneSignalagainst: Airshipno first choiceagainst: AppLovin, Braze, Discover-Tech, Google AdMob, Sensor Tower, Unity Ads, ironSource
Four alternatives
Airship, AppsFlyer, CleverTap, IterableTwo alternatives
CleverTap, MoEngageSix alternatives
Airship, AppsFlyer, CleverTap, Insider, Iterable, MoEngageOne alternative
BrazeLlama 4 MaverickBrazeBrazeHeldno first choiceBrazeno first choiceagainst: AppTweak, AppsFlyer, Braze, Salesforce Marketing Cloud, Sensor Tower
Eight alternatives
Adobe Marketo Engage, Airship, AppsFlyer, Attentive, CleverTap, Evam, Insider, Salesforce Marketing CloudTwo alternatives
Airship, AppsFlyerEight alternatives
Adjust, Affise MMP, Airbridge, AppsFlyer, Branch, Kochava, Singular, TenjinQwen 3.7 FlashAppsFlyer, BrazeBrazeChangedBrazeagainst: Amplitude, MixpanelKochavano first choiceagainst: Adjust, AppsFlyer, Meta Advantage+ App Campaigns, TikTok Smart Pacing
Two alternatives
Adjust, AirshipFour alternatives
Customer.io, OneSignal, Urban Airship, Viva EngageFive alternatives
Adobe Audience Manager, Adobe Real-Time CDP, AppsFlyer, CleverTap, Salesforce Marketing CloudThree alternatives
Affise MMP, AppsFlyer, SingularKimi K2BrazePendoChangedAirship, BrazeBrazeno first choicenothing named
Four alternatives
Adobe Marketo Engage, AppsFlyer, Insider, Salesforce Marketing CloudTwo alternatives
Amplitude, BrazeFive alternatives
Adobe Journey Optimizer, CleverTap, Iterable, MoEngage, Salesforce Marketing CloudThree alternatives
Airship, CleverTap, OneSignalGLM 4.7 FlashXBrazeBrazeHeldAirship, BrazeAppsFlyeragainst: Airship, Braze, MobileActionno first choiceagainst: Adjust, AppsFlyer, Flurry Analytics, MobileAction
Five alternatives
Adobe Journey Optimizer, AppsFlyer, FoxData, MobileAction, YouAppiOne alternative
AirshipSeven alternatives
Adjust, Adobe Journey Optimizer, AppsFlyer, Branch, CleverTap, Insider, Salesforce Marketing CloudMiniMax M2.5Braze, IterableBrazeChangedBrazeHighLevelagainst: AppsFlyer, OneSignal, Pushwooshno first choiceagainst: Adjust, AppLovin
Three alternatives
MoEngage, Oracle Marketing Cloud, Salesforce Marketing CloudFour alternatives
Amplitude, LeanKit, Mixpanel, Salesforce Marketing CloudNine alternatives
Adjust, Adobe Campaign, Adobe Journey Optimizer, AppsFlyer, Attentive, CleverTap, Iterable, MoEngage, Salesforce Marketing CloudTwo alternatives
MobileAction, TrueDialogGPT-6 LunaAppsFlyerStaffbaseChangedAdjust, AppsFlyerOneSignalno first choiceagainst: Gravy Analytics / Venntel, InMarket, Mobilewalla, X-Mode Social / Outlogic
Two alternatives
Adjust, BranchThree alternatives
Airship, Braze, WorkvivoFour alternatives
Airship, Branch, Braze, SingularTwo alternatives
Braze, Customer.ioMuse Glimmer 30BBrazeBrazeHeldno first choiceKochavaagainst: AppsFlyer, Singularno first choiceagainst: AppsFlyer, Braze, Salesforce Marketing Cloud
Two alternatives
Adjust, AppsFlyerTwo alternatives
Airship, MoEngageOne alternative
Affise MMPBold 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.
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 | 2026-11-01 11:06 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:21 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:23 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:26 | yes | 8 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 5 | 23 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:53 | yes | 23 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:35 | yes | 5 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:59 | yes | 9 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:23 | yes | 14 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:32 | yes | 20 | 60 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:01 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:33 | yes | 12 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:06 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:55 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:10 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:45 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:30 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:13 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:11 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 24 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 25 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 5 | 63 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:09 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:44 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:21 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:30 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:18 | no | 0 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:20 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:33 | yes | 8 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:34 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 23 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:33 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 21 | 61 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 24 | 73 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:37 | yes | 19 | 72 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:00 | yes | 9 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 24 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:40 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:53 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:00 | yes | 9 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:34 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:10 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:33 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 20 | 87 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:52 | yes | 25 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 24 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:29 | yes | 23 | 68 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:29 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:29 | yes | 22 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:30 | yes | 19 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:36 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:19 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:29 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:52 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:44 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:30 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:32 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | no | 0 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 24 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:03 | yes | 10 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 4 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:17 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:19 | yes | 29 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:38 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:17 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 14 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:52 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:05 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:17 | yes | 24 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:56 | yes | 25 | 56 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:19 | yes | 25 | 137 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:31 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:16 | yes | 23 | 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.
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Category-scoped readings
Adobe read as Adobe Experience Cloud
Facebook read as Meta Advantage+ App Campaigns
Google UAC read as Google App Campaigns
Meta read as Meta Advantage+ App Campaigns
Meta Ads read as Meta Advantage+ App Campaigns
Meta Advantage+ read as Meta Advantage+ App Campaigns
Unresolved, counted raw
Digia Engage
Discover-Tech
Google
PowerApps
Relay Network
TikTok Smart Pacing
Viva Engage
WalkMe Mobile
YouAppi
Discontinued, still offered
No shut-down product was recommended here.