Mobile apps
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Contested · Meta Advantage+ App Campaigns 15%
15Customer.io15Meta Advantage+ App Campaigns11CleverTap59others
15% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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 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 eleven models four times of 44. 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
Meta Advantage+ App Campaigns vs Google App CampaignsMeta Advantage+ App Campaigns vs BrazeMeta Advantage+ App Campaigns vs AppsFlyerMeta Advantage+ App Campaigns vs MoEngageCustomer.io vs CleverTapCustomer.io vs OneSignalCustomer.io vs Google App CampaignsCustomer.io vs BrazeCustomer.io vs AppsFlyerCustomer.io vs MoEngageCleverTap vs OneSignalCleverTap vs Google App CampaignsCleverTap vs BrazeCleverTap vs AppsFlyerCleverTap vs MoEngageOneSignal vs Google App CampaignsOneSignal vs BrazeOneSignal vs AppsFlyerOneSignal vs MoEngageGoogle App Campaigns vs BrazeGoogle App Campaigns vs AppsFlyerGoogle App Campaigns vs MoEngageBraze vs AppsFlyerBraze vs MoEngageAppsFlyer 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 →
01
02
03
04
05
06
07
08
09
10
11A12
13
14
15
16
17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Meta Advantage+ App Campaigns15%
Meta Advantage+ App Campaigns15%02Customer.io15%
Customer.io15%03CleverTap11%
CleverTap11%04OneSignal9%
OneSignal9%05Google App Campaigns9%
Google App Campaigns9%06Braze9%
Braze9%07AppsFlyer7%
AppsFlyer7%08MoEngage7%
MoEngage7%09Firebase4%
Firebase4%10Branch2%
Branch2%11Adjust0%
Adjust0%12Apple Search Ads0%
13Singular0%
Singular0%14Airship0%
Airship0%15TikTok Ads0%
TikTok Ads0%16Iterable0%
Iterable0%17AppLovin0%
AppLovin0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, 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.
AppLovin53%
9 of 17 labels negative · 6 of 12 models · 6 hard negative
“What to Avoid on a Budget - Programmatic DSPs (AppLovin, IronSource, Unity Ads) - require $10K+/month minimum” Mistral Small, budget prompt
Braze24%
8 of 34 labels negative · 6 of 12 models · 5 hard negative
“Skip platforms like Braze, Adjust (Enterprise tier), or CleverTap unless you have significant revenue.” Qwen 3.7 Flash, budget prompt
Liftoff44%
4 of 9 labels negative · 4 of 12 models · 4 hard negative
“Avoid complex Demand-Side Platforms (DSPs) like AppLovin or Liftoff, which require high spend ($15k+/month)” Qwen 3.7 Flash, budget prompt
Iterable27%
3 of 11 labels negative · 3 of 12 models · 2 hard negative
“Airship, Iterable — also enterprise-oriented, opaque quote pricing” DeepSeek V4 Flash, direct 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. 292 links across 155 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 · Guideflow11 answers · 15 citations · 3 models
10 answers · 13 citations · 3 models
vendor site · Gartner5 answers · 6 citations · 2 models
5 answers · 6 citations · 2 models
vendor site · InsiderOne5 answers · 5 citations · 3 models
vendor site · AppsFlyer4 answers · 4 citations · 3 models
vendor site · Moburst4 answers · 4 citations · 2 models
vendor site · SplitMetrics4 answers · 4 citations · 2 models
vendor site · Braze3 answers · 7 citations · 2 models
vendor site · Branch3 answers · 4 citations · 3 models
3 answers · 4 citations · 1 model
3 answers · 3 citations · 1 model
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
5 answers · 2 models
4 answers · 3 models
4 answers · 3 models
4 answers · 2 models
3 answers · 1 model
3 answers · 3 models
3 answers · 3 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 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 |
|---|---|---|---|---|---|---|---|---|
| Meta parent site Meta Advantage+ App Campaigns 15% | 15% | 42 | ||||||
| Customer.io customer.io | 15% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Google parent site Google App Campaigns 9%, Firebase 4% | 13% | 28 | 90,500 | 3,437 | ||||
| CleverTap clevertap.com | 11% | 214 | 1,000 | 24 | 20,153 | $12,750 | 20 | |
| OneSignal onesignal.com | 9% | 322 | 4,400 | 133 | 29,726 | 38 | ||
| Braze braze.com | 9% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| AppsFlyer appsflyer.com AppsFlyer 7%, AppsFlyer Zero 2% | 9% | 173 | 9,900 | 202 | 107,974 | 29 | 2 | |
| MoEngage moengage.com | 7% | 103 | 1,600 | 54 | 13,669 | 6 | ||
| HubSpot parent site HubSpot Marketing Hub 4% | 4% | 991 | 368,000 | 9,776 | ||||
| Branch branch.io | 2% | 54 | 60,500 | 203,933 | 19,563 | 36 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (appsflyer.com, businessofapps.com, gartner.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 4.5no first choiceCleverTapChangedno first choiceOneSignalagainst: Hootsuiteno first choiceagainst: Meta Advantage+ App Campaigns, Snapchat Ads, TikTok Ads
Four alternatives
Acoustic, Braze, Customer.io, MoEngageTwo alternatives
Localytics, OneSignalFive alternatives
Adjust, AppsFlyer, Buffer, Google App Campaigns, Meta Advantage+ App CampaignsGPT-5.4 miniBrazeBrazeHeldagainst: OneSignalAdjust, AppsFlyerAppsFlyer Zero, Branchno first choicenothing named
Three alternatives
CleverTap, Iterable, OneSignalOne alternative
AirshipTwo alternatives
Branch, SingularGemini 3.5 FlashCustomer.ioagainst: Adobe Journey Optimizer, BrazeCustomer.ioHeldagainst: Braze, CleverTap, Iterable, MoEngageAppsFlyerAppsFlyer, Firebaseno first choicenothing named
Five alternatives
Appcues, AppsFlyer, Branch, MoEngage, PendoThree alternatives
Appcues, Mixpanel, PendoEleven alternatives
Adjust, App Radar, AppTweak, Branch, Braze, CleverTap, MoEngage, OneSignal, Sensor Tower, Singular, SonarSix alternatives
App Radar, Apple Search Ads, Native Console A/B Testing, OneSignal, SendPulse, TenjinPerplexity SonarHubSpot Marketing Hub, MoEngageMoEngageChangedAdjust, AppsFlyerMeta Advantage+ App Campaignsagainst: AppLovin, Liftoffno first choiceagainst: AppSumo, Google Ads, Meta Advantage+ App Campaigns, TikTok Ads
Two alternatives
Braze, Customer.ioTwo alternatives
Adobe Marketo Engage, BrazeEight alternatives
Apple Search Ads, Branch, CleverTap, Firebase, Google Ads, Google App Campaigns, Meta Advantage+ App Campaigns, OneSignalOne alternative
Google App CampaignsGrok 4.20AppsFlyeragainst: Attentive, KlaviyoCleverTapChangedagainst: Braze, MoEngageno first choiceGoogle App Campaigns, Meta Advantage+ App Campaignsagainst: AppLovinno first choiceagainst: AppLovin, AppsFlyer, CPIDroid.com, KeyApp.top
Three alternatives
Adjust, Branch, SingularThree alternatives
Mixpanel, OneSignal, PushwooshThree alternatives
AppFollow, Firebase Cloud Messaging, OneSignalSeven alternatives
Adjust, Airship, AppsFlyer, Branch, Braze, Google/Firebase, OneSignalMistral SmallBraze, CleverTapCustomer.ioChangedAppsFlyer, BrazeMeta Advantage+ App Campaignsagainst: AppLovin, Unity Ads, ironSourceno first choiceagainst: AdMob, AppLovin, InMobi, Meta Audience Network, Mintegral, Vungle
Five alternatives
Adobe Marketo Engage, AppsFlyer, Firebase, Insider, OneSignalThree alternatives
CleverTap, Iterable, OneSignalSeven alternatives
Adjust, AppTweak, Branch, CleverTap, MoEngage, OneSignal, Sensor TowerFive alternatives
Firebase, Google App Campaigns, OneSignal, Product Hunt, TikTok Smart+ App CampaignsDeepSeek V4 FlashOneSignalagainst: Airship, Braze, IterableCustomer.ioChangedagainst: BrazeApple Search Ads, Meta Advantage+ App CampaignsOneSignalno first choiceagainst: AppSally, Go Logo Now, Marketing.biz, Reviewlancer
Two alternatives
Customer.io, MoEngageTwo alternatives
CleverTap, OneSignalTwelve alternatives
Adjust, AppTweak, AppsFlyer, Branch, Braze, CleverTap, Google App Campaigns, MoEngage, OneSignal, Sensor Tower, Singular, TikTok AdsFour alternatives
ASOSuite / Applyra / AppDrift, AppFollow, Apple Search Ads, FirebaseLlama 4 Maverickno first choiceBrazeChangedno first choiceGoogle App Campaigns, Meta Advantage+ App Campaignsno first choicenothing named
Three alternatives
Airship, MoEngage, OneSignalTwo alternatives
Madgicx, Meta Audience NetworkQwen 3.7 FlashCustomer.ioCustomer.ioHeldAppsFlyer, Singularagainst: BranchGoogle App Campaigns, Meta Advantage+ App Campaignsagainst: Adjust, AppLovin, Braze, CleverTap, Liftoffno first choiceagainst: Fiverr, Upwork
Two alternatives
Braze, HubSpot Marketing HubTwo alternatives
Braze, OneSignalSix alternatives
Adjust, AppLovin, Apple Search Ads, Google App Campaigns, Liftoff, Meta Advantage+ App CampaignsFive alternatives
AppFollow, AppsFlyer, Firebase, Mailchimp, OneSignalKimi K2HubSpot Marketing HubCustomer.ioChangedagainst: Airship, Braze, IterableAppsFlyer, BrazeAppFollow, Firebaseagainst: AppLovin, LiftoffCleverTap, MoEngage, WebEngageagainst: AppLovin, EZmob, Google Display Network, Meta Audience Network
Four alternatives
6sense Revenue AI, Airship, Braze, OneSignalThree alternatives
OneSignal, Pendo, VeroSeven alternatives
Adjust, Attentive, Branch, CleverTap, MoEngage, OneSignal, SingularSix alternatives
Adjust, App Radar, AppsFlyer, Google App Campaigns, Meta Advantage+ App Campaigns, OneSignalFour alternatives
Airship, Braze, Iterable, OneSignalGLM 4.7 FlashXAppsFlyerCleverTapChangedAppsFlyerGoogle App Campaigns, Meta Advantage+ App Campaignsagainst: AppLovin, Liftoffno first choicenothing named
Three alternatives
Adjust, Branch, BrazeThree alternatives
AppStorys, Braze, Google Analytics 4Nine alternatives
Adjust, AppLovin, AppTweak, Branch, Braze, CleverTap, OneSignal, Sensor Tower, SingularSix alternatives
ASOMobile, AppFollow, AppScreenStudio, Appfigures, Apple Product Page Optimization, Google Play Store Listing ExperimentsMiniMax M2.5OneSignalPendoChangedno first choiceagainst: BrazeMeta Advantage+ App Campaignsno first choicenothing named
Two alternatives
Acoustic, Google AdsFour alternatives
Amplitude, AppsFlyer, Branch, ChurnZeroFour alternatives
Adjust, 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.
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 02:28 | yes | 13 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:10 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:08 | yes | 15 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:28 | yes | 20 | 39 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) | 2026-09-15 01:00 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:33 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:53 | yes | 0 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:01 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:33 | yes | 0 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:07 | yes | 0 | 48 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:13 | yes | 0 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:53 | yes | 0 | 42 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:17 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:01 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:48 | yes | 18 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:30 | yes | 19 | 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) | 2026-09-14 23:02 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:28 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:12 | yes | 0 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:26 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:23 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:38 | yes | 0 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:31 | yes | 0 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:29 | no | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:29 | yes | 7 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:36 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:59 | yes | 20 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:45 | yes | 20 | 7 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 01:02 | yes | 0 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:11 | yes | 0 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:38 | yes | 0 | 85 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:42 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:50 | yes | 0 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:43 | yes | 0 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:07 | yes | 0 | 108 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:46 | yes | 0 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:17 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:05 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:13 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:05 | yes | 20 | 6 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) | 2026-09-14 23:55 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:50 | yes | 0 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:05 | yes | 0 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:42 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:19 | yes | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:07 | yes | 0 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:11 | yes | 0 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:23 | yes | 0 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:55 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:19 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:16 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:25 | 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 00:46 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:57 | yes | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:41 | yes | 0 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:42 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:48 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:41 | yes | 0 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:29 | yes | 0 | 70 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:44 | yes | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:46 | yes | 34 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:50 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:05 | yes | 8 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:24 | yes | 20 | 5 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 03:10 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:54 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:58 | yes | 0 | 54 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:28 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:43 | no | 0 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:07 | yes | 0 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:55 | yes | 0 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:17 | yes | 0 | 21 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
Facebook read as Meta Advantage+ App Campaigns
Firebase Analytics read as Firebase
Google Ads UAC/ACe read as Google App Campaigns
Google UAC read as Google App Campaigns
HubSpot (Marketing Hub Enterprise) read as HubSpot Marketing Hub
Meta read as Meta Advantage+ App Campaigns
Meta (Facebook/Instagram feed) 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 Advantage+ read as Meta Advantage+ App Campaigns
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
Unresolved, counted raw
ASOSuite / Applyra / AppDrift
ASOTools.io
Aarki
Adjust Fraud Prevention
AppSally
AppStorys
AppsFlyer Protect360
BetaList
Branch Fraud Defender
CPIDroid.com
EZmob
FraudBlocker
Go Logo Now
Google
Google/Firebase
KeyApp.top
Marketing.biz (Jonathan Bodnar's company)
Native Console A/B Testing
Phiture
Reviewlancer
Sensor Tower Free Tier
Telemetry
TikTok Smart+
TikTok Smart+ App Campaigns
Upland Localytics
mFilterIt Valid8
Discontinued, still offered
No shut-down product was recommended here.