Mobile apps
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · CleverTap 14%
17Customer.io14CleverTap09Braze60others
17% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Customer.io (16%) replaces Meta Advantage+ App Campaigns (15% then, 4% now), 12 points clear, past the 11-point floor.Customer.io leads at 16%, replacing Meta Advantage+ App Campaigns, which led at 15% and stands at 4% now: 12 points clear, past the 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
OneSignal31%Contested▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Customer.io17%Contested↗new leaderNew leader since September 2026: Customer.io (16%) replaces Meta Advantage+ App Campaigns (15% then, 4% now), 12 points clear, past the 11-point floor.This pageEnterprise
Braze50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →
OneSignal31%Contested▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketCustomer.io17%Contested↗new leaderNew leader since September 2026: Customer.io (16%) replaces Meta Advantage+ App Campaigns (15% then, 4% now), 12 points clear, past the 11-point floor.This pageEnterpriseBraze50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.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 September 2026
01Customer.io17%0%17accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 16%
Customer.io17%0%17accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 16%02
CleverTap14%7%29accepted challenger▲+3Since September 2026: 11% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 14%
CleverTap14%7%29accepted challenger▲+3Since September 2026: 11% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 14%03Braze9%37%43criticized challenger▲+2Since September 2026: 9% → 10%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 10%
Braze9%37%43criticized challenger▲+2Since September 2026: 9% → 10%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 10%04OneSignal7%0%31accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%
OneSignal7%0%31accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%05
Google App Campaigns Lab in the set7%5%19accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%
Google App Campaigns Lab in the set7%5%19accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%06Apple Search Ads5%0%12accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
07
Iterable5%7%14accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Iterable5%7%14accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%08
Meta Advantage+ App Campaigns5%25%20criticized challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%
Meta Advantage+ App Campaigns5%25%20criticized challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%09
MoEngage3%5%20accepted challenger▼−2Since September 2026: 7% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%
MoEngage3%5%20accepted challenger▼−2Since September 2026: 7% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%10
AppsFlyer2%12%43accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
AppsFlyer2%12%43accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%11
Adjust2%3%32accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Adjust2%3%32accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the seven products at 0%, ordered by negative rate
18
AppLovin0%40%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
AppLovin0%40%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%17
Airship0%31%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Airship0%31%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%16
TikTok Ads0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
TikTok Ads0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%15
Sensor Tower0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sensor Tower0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%14
Kochava0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Kochava0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Branch0%0%30accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Branch0%0%30accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%13
Singular0%0%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Singular0%0%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 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 four times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Customer.io vs Google App CampaignsCustomer.io vs Apple Search AdsCustomer.io vs IterableCustomer.io vs Meta Advantage+ App CampaignsCleverTap vs BrazeCleverTap vs OneSignalCleverTap vs Google App CampaignsCleverTap vs Apple Search AdsCleverTap vs IterableCleverTap vs Meta Advantage+ App CampaignsBraze vs OneSignalBraze vs Google App CampaignsBraze vs Apple Search AdsBraze vs IterableBraze vs Meta Advantage+ App CampaignsOneSignal vs Google App CampaignsOneSignal vs Apple Search AdsOneSignal vs IterableOneSignal vs Meta Advantage+ App CampaignsGoogle App Campaigns vs Apple Search AdsGoogle App Campaigns vs IterableGoogle App Campaigns vs Meta Advantage+ App CampaignsApple Search Ads vs IterableApple Search Ads vs Meta Advantage+ App CampaignsIterable vs Meta Advantage+ App Campaigns
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 →
0102030405A06
070809101112131415161718Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Customer.io17%
Customer.io17%02CleverTap14%
CleverTap14%03Braze9%
Braze9%04OneSignal7%
OneSignal7%05Google App Campaigns7%
Google App Campaigns7%06Apple Search Ads5%
07Iterable5%
Iterable5%08Meta Advantage+ App Campaigns5%
Meta Advantage+ App Campaigns5%09MoEngage3%
MoEngage3%10AppsFlyer2%
AppsFlyer2%11Adjust2%
Adjust2%12Branch0%
Branch0%13Singular0%
Singular0%14Kochava0%
Kochava0%15Sensor Tower0%
Sensor Tower0%16TikTok Ads0%
TikTok Ads0%17Airship0%
Airship0%18AppLovin0%
AppLovin0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
Braze37%
16 of 43 labels negative · 9 of 14 models · 2 hard negative
“What to Avoid for Mid-Market B2B - **Braze** ... really built for enterprise teams” DeepSeek V4 Flash, direct prompt
AppLovin40%
4 of 10 labels negative · 4 of 14 models · 2 hard negative
“Frequently criticized for "attribution scams and privacy violations"” GLM 4.7 FlashX, negative prompt
AppsFlyer12%
5 of 43 labels negative · 4 of 14 models
“Cons: Opaque/per-conversion pricing ($0.07+ post-12K conversions), enterprise-locked features, heavier SDK... many mid-market B2B teams start here but switch for cost.” Grok 4.1 Fast, direct prompt
Meta Advantage+ App Campaigns25%
5 of 20 labels negative · 4 of 14 models
“warn against depending only on Google/Meta, or only one channel like Instagram ads, because platform changes can hurt performance” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 1083 links across 333 sites, every framing counted. Ranked by the number of answers carrying the site or page. 41 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.
vendor site · Guideflow34 answers · 49 citations · 12 models
32 answers · 64 citations · 11 models
25 answers · 33 citations · 10 models
24 answers · 24 citations · 9 models
21 answers · 21 citations · 10 models
20 answers · 21 citations · 9 models
18 answers · 18 citations · 10 models
vendor site · AppsFlyer17 answers · 18 citations · 11 models
14 answers · 20 citations · 9 models
vendor site · OneSignal13 answers · 17 citations · 7 models
13 answers · 15 citations · 7 models
vendor site · SmartyAds13 answers · 14 citations · 10 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 · 9 models
22 answers · 12 models
18 answers · 10 models
18 answers · 11 models
17 answers · 10 models
14 answers · 7 models
14 answers · 9 models
13 answers · 10 models
12 answers · 6 models
10 answers · 8 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 |
|---|---|---|---|---|---|---|---|
| Customer.io customer.io | 17% | 187 | 2,900 | 174 | 15,750 | $6,920 | 112 |
| CleverTap clevertap.com | 14% | 186 | 1,000 | 24 | 20,153 | $12,750 | 20 |
| Braze braze.com | 9% | 505 | 27,100 | 6,395 | 55,552 | $13,112 | 59 |
| OneSignal onesignal.com | 7% | 330 | 4,400 | 133 | 29,726 | 38 | |
| Google parent site Google App Campaigns 7% | 7% | 33 | 170 | 19 | |||
| Apple Search Ads | 5% | 2,900 | 95 | ||||
| Iterable iterable.com | 5% | 164 | 9,900 | 6,286 | 11,545 | $64,478 | 37 |
| Meta parent site Meta Advantage+ App Campaigns 5% | 5% | 38 | |||||
| Userpilot userpilot.com | 5% | 251 | 1,600 | 10 | 62,084 | 6 | |
| MoEngage moengage.com | 3% | 109 | 1,600 | 54 | 13,669 | 6 |
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 4.5Braze, CleverTapIterableChangedagainst: Brazeno first choiceOneSignalno first choicenothing named
Two alternatives
Customer.io, IntercomTwo alternatives
CleverTap, Customer.ioTwo alternatives
SendPulse, TextedlyGPT-5.4 miniCustomer.ioBrazeChangedno first choiceAppsFlyer Zerono first choicenothing named
Three alternatives
Airship, Braze, OneSignalThree alternatives
Airship, MoEngage, OneSignalOne alternative
FirebaseOne alternative
Branch BasicsGemini 3.5 FlashCustomer.ioagainst: AppsFlyer, BrazeCustomer.io, PendoChangedagainst: BrazeAppTweak, AppsFlyer, BrazeFirebase Cloud Messaging, OneSignalagainst: Adjust, Airship, AppsFlyer, Braze, Sensor Towerno first choiceagainst: Google App Campaigns, Meta Advantage+ App Campaigns
Two alternatives
Branch, OneSignalTwo alternatives
Appcues, UXCamSeven alternatives
Adjust, Branch, CleverTap, MoEngage, MobileAction, OneSignal, Sensor TowerSeven alternatives
App Radar, Apple Search Ads, CleverTap, Kochava, MobileAction, SolarEngine, TenjinPerplexity SonarAffise MMPUserpilotChangedagainst: Adobe Marketo Engageno first choiceGoogle App Campaignsagainst: AppLovin, Liftoffno first choiceagainst: Google Ads, Meta Advantage+ App Campaigns
Three alternatives
ActiveCampaign, AppsFlyer, MoEngageOne alternative
MoEngageOne alternative
Meta Advantage+ App CampaignsGrok 4.1 FastAdjustagainst: AppsFlyerCleverTapChangedagainst: Airship, BrazeAppsFlyerApple Search Adsagainst: Meta Advantage+ App Campaigns, TikTok Adsno first choiceagainst: AppLovin, Braze, Fiverr, Gravy Analytics / Venntel, InMarket, Mintegral, Mobilewalla, Outlogic, Tapjoy, if
One alternative
BranchTwo alternatives
Iterable, OneSignalThree alternatives
Adjust, Branch, SingularThree alternatives
AppsFlyer, Google App Campaigns, OneSignalFour alternatives
Adjust, AppsFlyer, Braze, CleverTapMistral SmallCleverTap, Customer.ioBrazeChangedno first choiceGoogle App Campaigns, Meta Advantage+ App Campaignsno first choiceagainst: Braze, Fiverr, Gravy Analytics / Venntel, InMarket, Insider, Iterable, Mintegral, Mobilewalla, Outlogic
Five alternatives
Amplitude, AppsFlyer, Iterable, OneSignal, PendoThree alternatives
Customer.io, Iterable Nova, OneSignalDeepSeek V4 FlashCustomer.ioagainst: Braze, CleverTapCleverTapChangedagainst: BrazeGoogle App Campaigns, Meta Advantage+ App CampaignsOneSignalCleverTap, MoEngageagainst: Brazeagainst: AppTweak, AppsFlyer, The Trade Desk, TikTok Ads
Two alternatives
MoEngage, OneSignalTwo alternatives
MoEngage, OneSignalNine alternatives
Adjust, AppLovin, AppsFlyer, Branch, Braze, CleverTap, OneSignal, TikTok Ads, ironSourceFive alternatives
AppLovin Ads, Firebase Cloud Messaging, Google Ads, MailerLite, Product HuntTwo alternatives
Iterable, OneSignalLlama 4 Maverickno first choiceCustomer.ioChangedno first choiceGoogle App Campaigns, Meta Advantage+ App Campaignsno first choicenothing named
Five alternatives
Acoustic, AppsFlyer, Braze, CleverTap, Customer.ioFour alternatives
AppsFlyer, Braze, CleverTap, OneSignalQwen 3.7 FlashAdobe Marketo Engageagainst: CleverTap, MoEngageBrazeChangedAppsFlyerApple Search AdsAppsFlyeragainst: TikTok Ads
Three alternatives
ActiveCampaign, HubSpot Marketing Hub, OneSignalTwo alternatives
Customer.io, IterableTwo alternatives
Adjust, BranchThree alternatives
Firebase, Google App Campaigns, TikTok AdsTwo alternatives
Adjust, BranchKimi K2Customer.io, HubSpot Marketing Hubagainst: Airship, BrazeIterable, MoEngageChangedagainst: Airship, BrazeApple Search Ads, Google App CampaignsHubSpot Marketing Hub, Mailchimpno first choiceagainst: buy-app-downloads.com
Two alternatives
Intercom, OneSignalOne alternative
OneSignalSix alternatives
Adjust, AppsFlyer, Branch, Meta Advantage+ App Campaigns, Snapchat Ads, TikTok AdsSix alternatives
Adagogo, App Annie, AppsFlyer, Branch, Mobile Action, TextedlyGLM 4.7 FlashXBraze, CleverTap, IterableCleverTapChangedagainst: BrazeAdjust, AppsFlyerAppFollowno first choiceagainst: AppLovin, Kidoz, Meta Advantage+ App Campaigns, Tapjoy, Unity Ads
Four alternatives
Affise, AppsFlyer, Branch, MoEngageOne alternative
PushwooshFourteen alternatives
Airbridge, AppFollow, AppLovin, AppTweak, Attentive, Branch, Braze, CleverTap, Google App Campaigns, Kochava, Meta Advantage+ App Campaigns, Moloco, Sensor Tower, SingularThree alternatives
ASOMobile, ASOTools, AppfiguresMiniMax M2.5Customer.ioUserpilotChangedagainst: BrazeAdjust, AppsFlyerApple Search Adsno first choicenothing named
Two alternatives
Braze, OneSignalOne alternative
MoEngageFive alternatives
Apple Search Ads, Branch, Google Ads, Meta Advantage+ App Campaigns, SingularFour alternatives
Adjust, AppsFlyer, Google App Campaigns, TikTok AdsGPT-6 LunaCustomer.ioOneSignalChangedno first choiceTenjinagainst: AppsFlyerno first choiceagainst: Kochava, Outlogic
Four alternatives
AppsFlyer, Branch, Braze, OneSignalOne alternative
Customer.ioOne alternative
Google Analytics 4Muse Glimmer 30BCleverTap, Customer.ioagainst: BrazeAppcues, UserpilotChangedagainst: BrazeAppsFlyerGoogle App Campaigns, Meta Advantage+ App Campaignsagainst: AppLovin, Liftoffno first choicenothing named
Two alternatives
Dreamdata, MoEngageTwo alternatives
MoEngage, OneSignalFive alternatives
ASOdesk, Adjust, AppFollow, Branch, Sensor TowerFive alternatives
Branch, Google Analytics 4, Gummicube, Hootsuite, MailchimpBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:08 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:14 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 22 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:38 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:45 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:45 | yes | 20 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:22 | yes | 14 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:25 | yes | 22 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:05 | yes | 23 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:47 | yes | 21 | 58 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:25 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 23 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:13 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:17 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:58 | yes | 15 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:05 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:56 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:56 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:46 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:52 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:10 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:54 | yes | 19 | 115 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:15 | yes | 12 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:38 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:44 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:56 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:14 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:21 | yes | 22 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 14:12 | yes | 21 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:52 | yes | 25 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:00 | yes | 13 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:46 | yes | 24 | 74 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:28 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:39 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:43 | yes | 20 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:07 | yes | 25 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:08 | yes | 13 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:10 | yes | 12 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:20 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:01 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:29 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:05 | yes | 13 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:18 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:55 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:35 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:18 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:31 | yes | 10 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 14 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:53 | yes | 19 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:32 | yes | 5 | 69 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:23 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:13 | yes | 15 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:48 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:27 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:48 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:38 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:00 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 23 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:46 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:39 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:16 | yes | 24 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:58 | no | 0 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:29 | no | 0 | 58 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:03 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:11 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:00 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:08 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 23 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:43 | yes | 23 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:38 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:56 | yes | 23 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:34 | yes | 10 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:52 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:47 | yes | 23 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:22 | yes | 24 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 3 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:00 | yes | 24 | 27 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
Google UAC read as Google App Campaigns
HubSpot read as HubSpot Marketing Hub
Instagram ads read as Meta Advantage+ App Campaigns
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 Advantage+ read as Meta Advantage+ App Campaigns
TikTok read as TikTok Ads
Unresolved, counted raw
Adagogo
App Store Connect analytics
AppFlyer (Impact)
Branch Basics
Digital Turbine (formerly Fyber)
Iterable Nova
Keyword Tool
Kidoz
Luna
NextGrowthLabs
Performcb
SolarEngine
Yodel Mobile
buy-app-downloads.com
if(we)
Discontinued, still offered
No shut-down product was recommended here.