Mobile apps
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
13%
Contested · Braze 12%
13Customer.io12Braze10Apple Search Ads65others
13% of first choices, contested.
Since October 2026▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.Customer.io held the lead, −4 points on 17%, 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.This pageEnterprise
Braze60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseBraze60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Customer.io13%0%17accepted challenger▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.17% → 13%
Customer.io13%0%17accepted challenger▼−4Since October 2026: 17% → 13%, −4 points. Inside the 11-point floor: within noise.17% → 13%02Braze12%24%46accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%
Braze12%24%46accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%03Apple Search Ads10%0%22accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%
04
Meta Advantage+ App Campaigns10%12%24accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%
Meta Advantage+ App Campaigns10%12%24accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%05
CleverTap8%8%37accepted challenger▼−6Since October 2026: 14% → 8%, −6 points. Inside the 11-point floor: within noise.14% → 8%
CleverTap8%8%37accepted challenger▼−6Since October 2026: 14% → 8%, −6 points. Inside the 11-point floor: within noise.14% → 8%06
AppsFlyer8%14%43accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
AppsFlyer8%14%43accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%07OneSignal6%6%35accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
OneSignal6%6%35accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%08
MoEngage4%12%16accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
MoEngage4%12%16accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%09
Adjust2%9%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Adjust2%9%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
Google Ads Lab in the set2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Google Ads Lab in the set2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
Google App Campaigns Lab in the set2%17%12accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
Google App Campaigns Lab in the set2%17%12accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%Show the eight products at 0%, ordered by negative rate
19
Airship0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Airship0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Unity Ads0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Unity Ads0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
AppLovin0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AppLovin0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%18ironSource0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
17
AppTweak0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AppTweak0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%16
TikTok Ads0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TikTok Ads0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Branch0%0%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Branch0%0%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Singular0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Singular0%0%15accepted 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.
Google Ads 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 thirteen models one time of 52. Google App Campaigns 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 thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
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
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 →
0102A03
0405060708091011121314151617i18
19Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Customer.io13%
Customer.io13%02Braze12%
Braze12%03Apple Search Ads10%
04Meta Advantage+ App Campaigns10%
Meta Advantage+ App Campaigns10%05CleverTap8%
CleverTap8%06AppsFlyer8%
AppsFlyer8%07OneSignal6%
OneSignal6%08MoEngage4%
MoEngage4%09Adjust2%
Adjust2%10Google Ads2%
Google Ads2%11Google App Campaigns2%
Google App Campaigns2%12Branch0%
Branch0%13Singular0%
Singular0%14AppLovin0%
AppLovin0%15Unity Ads0%
Unity Ads0%16TikTok Ads0%
TikTok Ads0%17AppTweak0%
AppTweak0%18ironSource0%
19Airship0%
Airship0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Braze24%
11 of 46 labels negative · 8 of 14 models · 3 hard negative
“Avoid Braze unless you have a clear need for its advanced capabilities *and* a budget to match—it's often overkill and overpriced” Kimi K2, direct prompt
AppsFlyer14%
6 of 43 labels negative · 5 of 14 models · 2 hard negative
“avoid purchasing enterprise-level Mobile Measurement Partners (MMPs) like AppsFlyer or Adjust immediately” Qwen 3.7 Flash, budget prompt
CleverTap8%
3 of 37 labels negative · 3 of 14 models
“best for businesses with dedicated data integration expertise, as it can be complex for smaller operations” MiniMax M2.5, comparative prompt
Meta Advantage+ App Campaigns12%
3 of 24 labels negative · 3 of 14 models
“Established ad platforms—including Google, Meta, TikTok, and others—when reporting is opaque or results look too good.” GPT-6 Luna, 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
73 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. 813 links across 293 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.
22 answers · 33 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · Guideflow17 answers · 22 citations · 8 models
17 answers · 17 citations · 10 models
vendor site · AppsFlyer15 answers · 23 citations · 11 models
13 answers · 15 citations · 8 models
publisher (Gane)13 answers · 15 citations · 8 models
12 answers · 16 citations · 8 models
vendor site · GetApp11 answers · 16 citations · 7 models
vendor site · SmartyAds11 answers · 11 citations · 8 models
vendor site · SourceForge10 answers · 11 citations · 7 models
vendor site · SplitMetrics10 answers · 11 citations · 7 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.
17 answers · 9 models
17 answers · 10 models
10 answers · 7 models
9 answers · 7 models
9 answers · 7 models
8 answers · 8 models
8 answers · 6 models
8 answers · 6 models
7 answers · 6 models
6 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Customer.io customer.io | 13% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Braze braze.com | 12% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| Apple Search Ads | 10% | 2,900 | 95 | |||||
| Meta parent site Meta Advantage+ App Campaigns 10% | 10% | 42 | ||||||
| Google parent site Firebase 4%, Google Ads 2%, Google App Campaigns 2%, Google AdMob 2% | 10% | 201 | 550,000 | 15,818 | ||||
| CleverTap clevertap.com | 8% | 214 | 1,000 | 24 | 20,153 | $12,750 | 20 | |
| AppsFlyer appsflyer.com | 8% | 173 | 9,900 | 202 | 107,974 | 29 | 2 | |
| OneSignal onesignal.com | 6% | 322 | 4,400 | 133 | 29,726 | 38 | ||
| MoEngage moengage.com | 4% | 103 | 1,600 | 54 | 13,669 | 6 | ||
| Mixpanel mixpanel.com | 4% | 467 | 12,100 | 458 | 20,284 | $458 | 11 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (appsflyer.com, businessofapps.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 a mid-market B2B company?”Paraphrase“Which mobile app engagement and growth tool would you recommend to a mid-sized B2B company?”Comparative“What are the top mobile app marketing platforms and how do they differ?”Budget-constrained“What is the best mobile app marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a mobile app marketing platform. What should we look at?”Negative“Which mobile app marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5Insideragainst: HubSpot Marketing HubHubSpot Marketing HubChangedInsiderGoogle App Campaigns, Meta Advantage+ App Campaignsno first choiceagainst: Google
Two alternatives
Braze, CleverTapThree alternatives
CleverTap, Customer.io, IntercomSeven alternatives
AppLovin, Braze, CleverTap, Iterable, Kumulos, Liftoff, OneSignalThree alternatives
EZmob, OneSignal, TextlaGPT-5.4 miniBrazeBrazeHeldAppsFlyerAppsFlyerno first choicenothing named
Three alternatives
Airship, CleverTap, Customer.ioSix alternatives
Appcues, CleverTap, Intercom, Leanplum, MoEngage, PendoSix alternatives
Adjust, Airbridge, Branch, Kochava, MoEngage, SingularOne alternative
AirbridgeGemini 3.5 FlashCustomer.ioagainst: BrazePendoChangedagainst: Braze, CleverTapAdjust, AppsFlyerFirebaseno first choiceagainst: Mistplay, Swagbucks, Tapjoy
Three alternatives
AppsFlyer, Branch, Pendo MobileFour alternatives
Appcues Mobile, Customer.io, Mixpanel, OneSignalThirteen alternatives
Amplitude, AppTweak, Apple Search Ads, Branch, Braze, CleverTap, Google App Campaigns, Meta Advantage+ App Campaigns, Mixpanel, MoEngage, OneSignal, Sensor Tower, SingularSix alternatives
App Radar, Apple Search Ads, AppsFlyer "Zero", Kochava Free App Analytics, MobileAction, OneSignalPerplexity SonarCustomer.ioagainst: ActiveCampaign, Braze, OneSignalUserpilotChangedno first choiceApple Search Adsagainst: Braze, CleverTapno first choiceagainst: AdMob, Google Ads App, Smaato, Tapjoy
One alternative
HubSpot Marketing HubTwo alternatives
Braze, CleverTapFifteen alternatives
Adjust, AppLovin, Apple Ads, AppsFlyer, Branch, Braze, CleverTap, Google App Campaigns, Insider, Liftoff, Meta Advantage+ App Campaigns, Moloco, Singular, TikTok Ads, Unity AdsThree alternatives
Google App Campaigns, Meta Advantage+ App Campaigns, OneSignalGrok 4.20CleverTapBrazeChangedApple Search Ads, Google Adsagainst: Adobe Experience Cloud, Salesforce Marketing CloudGoogle AdMobagainst: Braze, Insiderno first choiceagainst: ASOeShop, AppLovin, AppsFlyer, CPI Droid, Google TrueView
Eight alternatives
AppsFlyer, Braze, Customer.io, Google Display & Video 360, Liftoff, MoEngage, Moloco, SingularFour alternatives
Airship, CleverTap, MoEngage, OneSignalSix alternatives
Adjust, AppsFlyer, Braze, CleverTap, Meta Advantage+ App Campaigns, TikTok AdsFour alternatives
AppLovin, Meta Audience Network, PreApps, SEM NexusMistral SmallCustomer.ioBraze, MoEngageChangedno first choiceApple Search Ads, Meta Advantage+ App Campaignsno first choiceagainst: AppFollow, AppTweak, Appfigures, AppsFlyer, Braze, Firebase, MobileAction, data.ai
Two alternatives
Braze, CleverTapTwo alternatives
CleverTap, OneSignalDeepSeek V4 FlashCleverTapOneSignalChangedagainst: Braze, MoEngageAppsFlyerGoogle AdsAppsFlyeragainst: AppLovin, Apptimizer.net, Offerwall, Rakuten app promotion, Unity Ads
Five alternatives
Adjust, Branch, Braze, Insider, MoEngageOne alternative
IntercomTwelve alternatives
Adjust, Apple Search Ads, Branch, Braze, CleverTap, Google Ads, Kochava, Meta Advantage+ App Campaigns, OneSignal, Sensor Tower, Singular, TikTok AdsFour alternatives
App Radar, Apple Search Ads, Google Analytics 4, OneSignalSeven alternatives
Adjust, Airship, Braze, CleverTap, Leanplum, Salesforce Marketing Cloud, SingularLlama 4 MaverickCustomer.ioMixpanelChangedno first choiceApple Search Ads, Meta Advantage+ App Campaignsno first choiceagainst: Google Analytics 4
Three alternatives
ActiveCampaign, HubSpot Marketing Hub, Meta Advantage+ App CampaignsThree alternatives
Customer.io, MoEngage, UXCamTwo alternatives
AppMetrica, SEM NexusQwen 3.7 FlashOneSignalMixpanelChangedagainst: Airship, BrazeAppsFlyerOneSignalagainst: Adjust, AppsFlyerno first choiceagainst: Adjust, AppsFlyer, Kochava, OpenX
Two alternatives
AppsFlyer, BrazeFour alternatives
Adjust, AppsFlyer, Aritic Pinpoint, OneSignalThirteen alternatives
Adjust, AppLovin, AppTweak, Branch, Braze, CleverTap, Google Ads, Meta Advantage+ App Campaigns, Mobile Action, OneSignal, Sensor Tower, Unity Ads, ironSourceFour alternatives
ActiveCampaign, Apple Search Ads, Customer.io, Meta Advantage+ App CampaignsKimi K2Customer.ioagainst: Braze, OneSignalPushwooshChangedagainst: Airship, Braze, MoEngageno first choiceFirebaseAppsFlyeragainst: ClickAdilla, Google App Campaigns, LevelPlay, Meta Advantage+ App Campaigns, Unity Ads, ironSource
One alternative
CleverTapOne alternative
OneSignalSeven alternatives
ASOMobile, AppFollow, Apple Search Ads, Apple Search Ads Console, AppsFlyer, Google Analytics 4, Google App CampaignsFour alternatives
Adjust, Branch, Braze, CleverTapGLM 4.7 FlashXAppsFlyer, BrazeCleverTapChangedAppTweakno first choiceno first choiceagainst: ASOLeap's Chrome extension, AppsFlyer
Three alternatives
CleverTap, Customer.io, MobileActionThree alternatives
Amplitude, AppsFlyer, OneSignalSeven alternatives
App Radar, Apple Search Ads, AppsFlyer, Braze, CleverTap, Google Ads, OneSignalNine alternatives
AdMob, Adjust, AppFollow, Buffer, Google Analytics 4, Mailchimp, Omnisend, Start.io, TenjinMiniMax M2.5BrazeIterableChangedagainst: Brazeno first choiceagainst: Adjust, CleverTapApple Search Ads, Meta Advantage+ App Campaignsno first choicenothing named
Two alternatives
Insider, MoEngageOne alternative
OneSignalThree alternatives
AppsFlyer, Google AdMob, Meta Audience NetworkGPT-6 LunaCustomer.ioPendoChangedno first choiceApple Adsagainst: Google App Campaignsno first choiceagainst: Google, Meta Advantage+ App Campaigns, TikTok Ads
Two alternatives
Braze, OneSignalOne alternative
OneSignalMuse Glimmer 30BAdjust, CleverTap, MoEngageagainst: AppsFlyerCustomer.ioChangedagainst: Meta Advantage+ App CampaignsAppLovin, AppLovin Ads, AppsFlyerApple Search Ads, Meta Advantage+ App Campaignsno first choiceagainst: Airpush, Appodeal, BidVertiser, Leadbolt, OpenAI Advertising GPT, RevMob, Startapp, Submit Your App Idea / Mobile App Fund
Six alternatives
Branch, Braze, Insider, OneSignal, Vero, WebEngageFour alternatives
Braze, Iterable, OneSignal, UserpilotSeven alternatives
Adjust, Branch, Braze, CleverTap, OneSignal, Unity Ads, Unity LevelPlayFive alternatives
Adjust, Airbridge Core, AppsFlyer, Google App Campaigns, OneSignalBold 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 11:40 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | yes | 4 | 4 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 12:34 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:33 | yes | 14 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:48 | yes | 22 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:53 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:30 | yes | 20 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 20 | 181 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:20 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:17 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 22 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | no | 0 | 3 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 10:05 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:18 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:34 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:16 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 24 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 5 | 55 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:04 | yes | 15 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:32 | yes | 14 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:44 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:46 | yes | 2 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:13 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:29 | yes | 3 | 8 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 10:23 | yes | 4 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:15 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:41 | yes | 5 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:39 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 15 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:56 | yes | 10 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:56 | yes | 15 | 46 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:27 | yes | 7 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:13 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:45 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:54 | yes | 3 | 5 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 09:01 | yes | 14 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:06 | yes | 24 | 49 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:25 | yes | 5 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:21 | yes | 20 | 63 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:02 | yes | 17 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:54 | yes | 9 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:38 | yes | 15 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:12 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:24 | 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 11:20 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:13 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:22 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:10 | yes | 19 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:55 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:49 | yes | 25 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 18 | 130 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:28 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | yes | 33 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 5 | 8 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 10:16 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:55 | yes | 10 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:55 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:59 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:35 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:56 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 25 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:33 | yes | 20 | 84 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:02 | no | 0 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:05 | yes | 19 | 31 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
HubSpot read as HubSpot Marketing Hub
Meta read as Meta Advantage+ App Campaigns
Meta (Facebook/Instagram) read as Meta Advantage+ App Campaigns
Meta Ads read as Meta Advantage+ App Campaigns
Meta Ads (Facebook & Instagram) read as Meta Advantage+ App Campaigns
Meta Ads (Facebook/Instagram) read as Meta Advantage+ App Campaigns
Meta Ads Manager (Facebook/Instagram) read as Meta Advantage+ App Campaigns
Meta Advantage+ read as Meta Advantage+ App Campaigns
Meta App Campaigns read as Meta Advantage+ App Campaigns
Meta App Campaigns (Facebook/Instagram) read as Meta Advantage+ App Campaigns
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
Unresolved, counted raw
ASA
ASOLeap's Chrome extension
Airpush
App Store Ads
Appcues Mobile
AppsFlyer "Zero"
Apptimizer.net
Belatist
CPI Droid
Digital Turbine
EZmob
Edge226
Edge226 DSP
Friendreferrals
Fyber
Goodfirm
Google
Google Ads App
IronSource LevelPlay
Kochava Free App Analytics
Kurve
Leadbolt
LevelPlay
Offerwall
OpenAI Advertising GPT
Phiture
Rakuten app promotion
Remarkably Different
RevMob
Salesforce
Scalarr
Startapp
Submit Your App Idea / Mobile App Fund
Telemetrik
Zoomd
Discontinued, still offered
No shut-down product was recommended here.