Mobile apps for small business buyers
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of a small B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Google App Campaigns 8%
31OneSignal08Google App Campaigns05Branch56others
31% of first choices, contested.
Since September 2026▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.OneSignal held the lead, −11 points on 43%, 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
OneSignal31%Contested▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseBraze50%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01OneSignal31%3%39endorsed leader▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.43% → 32%
OneSignal31%3%39endorsed leader▼−11Since September 2026: 43% → 32%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.43% → 32%02
Google App Campaigns Lab in the set8%7%14accepted challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%
Google App Campaigns Lab in the set8%7%14accepted challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%03
Branch5%0%19accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Branch5%0%19accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%04
Textedly3%0%16accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
Textedly3%0%16accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%05
Meta Advantage+ App Campaigns3%16%19accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Meta Advantage+ App Campaigns3%16%19accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06Customer.io3%15%13accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Customer.io3%15%13accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%07
CleverTap3%43%30criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
CleverTap3%43%30criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%08
AppsFlyer2%23%39accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
AppsFlyer2%23%39accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%09Apple Search Ads2%6%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
10
Firebase2%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%
Firebase2%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%11
Mailchimp2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Mailchimp2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%12
Singular2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Singular2%25%12criticized 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 four products at 0%, ordered by negative rate
16Braze0%61%31criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Braze0%61%31criticized 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
AppTweak0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
AppTweak0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Adjust0%20%25accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Adjust0%20%25accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%14
MobileAction0%0%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%
MobileAction0%0%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%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 five 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 →
0102030405060708A09
10111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01OneSignal31%
OneSignal31%02Google App Campaigns8%
Google App Campaigns8%03Branch5%
Branch5%04Textedly3%
Textedly3%05Meta Advantage+ App Campaigns3%
Meta Advantage+ App Campaigns3%06Customer.io3%
Customer.io3%07CleverTap3%
CleverTap3%08AppsFlyer2%
AppsFlyer2%09Apple Search Ads2%
10Firebase2%
Firebase2%11Mailchimp2%
Mailchimp2%12Singular2%
Singular2%13Adjust0%
Adjust0%14MobileAction0%
MobileAction0%15AppTweak0%
AppTweak0%16Braze0%
Braze0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, 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.
Braze61%
19 of 31 labels negative · 9 of 14 models · 4 hard negative
“Platforms to Avoid Entirely If You GÇÖre a Small Business ... **Braze** or **CleverTap** (enterprise engagement) | High cost, requires data engineers” DeepSeek V4 Flash, negative prompt
CleverTap43%
13 of 30 labels negative · 8 of 14 models · 3 hard negative
“I would **not** lead with **CleverTap** for a small B2B business ... **complex for small businesses**” Perplexity Sonar, paraphrase prompt
AppsFlyer23%
9 of 39 labels negative · 5 of 14 models
“Enterprise plans with AppsFlyer, Adjust, Kochava, or Singular ... Enterprise MMP contracts often require multi-year commitments” Gemini 3.5 Flash, negative prompt
Adjust20%
5 of 25 labels negative · 4 of 14 models
“**Singular** or **Adjust** (without a paid plan) | Their attribution is excellent, but if you can't afford a proper plan, you're better off with a simpler tool” DeepSeek V4 Flash, 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
77 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. 1101 links across 334 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.
50 answers · 99 citations · 12 models
44 answers · 56 citations · 10 models
36 answers · 36 citations · 11 models
vendor site · Guideflow29 answers · 36 citations · 12 models
18 answers · 23 citations · 8 models
18 answers · 18 citations · 8 models
vendor site · InsiderOne17 answers · 17 citations · 9 models
vendor site · SplitMetrics14 answers · 16 citations · 8 models
vendor site · OneSignal13 answers · 24 citations · 7 models
13 answers · 15 citations · 7 models
vendor site · Userpilot11 answers · 15 citations · 10 models
11 answers · 14 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.
38 answers · 10 models
35 answers · 11 models
33 answers · 11 models
18 answers · 8 models
15 answers · 9 models
15 answers · 9 models
14 answers · 9 models
13 answers · 8 models
12 answers · 7 models
12 answers · 10 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 |
|---|---|---|---|---|---|---|---|
| OneSignal onesignal.com | 31% | 330 | 4,400 | 133 | 29,726 | 38 | |
| Google parent site Google App Campaigns 8%, Firebase 2% | 10% | 40 | 90,500 | 3,437 | |||
| Branch branch.io | 5% | 64 | 60,500 | 203,933 | 19,563 | 36 | |
| Textedly textedly.com | 3% | 79 | 8,100 | 46 | 155,557 | $3 | 45 |
| Meta parent site Meta Advantage+ App Campaigns 3% | 3% | 38 | |||||
| SendPulse sendpulse.com | 3% | 51 | 1,600 | 19 | 21,895 | 8 | |
| Customer.io customer.io | 3% | 187 | 2,900 | 174 | 15,750 | $6,920 | 112 |
| Firebase Analytics firebase.google.com | 3% | 7 | 91,247 | ||||
| Adobe parent site Adobe Marketo Engage 3% | 3% | 299 | 1,220,000 | 117,563 | |||
| MoEngage moengage.com | 3% | 109 | 1,600 | 54 | 13,669 | 6 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (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 small B2B company?”Paraphrase“Which mobile app engagement and growth tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top mobile app marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best mobile app marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a mobile app marketing platform. What should we look at?”Negative“Which mobile app marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Customer.io, IntercomOneSignalChangedOneSignal, TextedlyOneSignalno first choiceagainst: AppsFlyer, CleverTap, EZ Texting, HubSpot Marketing Hub, Klaviyo, Twilio
Two alternatives
OneSignal, TextedlyThree alternatives
CleverTap, Customer.io, PendoTwo alternatives
CleverTap, SendPulseThree alternatives
Buffer, SendPulse, TextedlyGPT-5.4 miniOneSignalOneSignalHeldAirbridgeagainst: Kochava, SingularOneSignalno first choicenothing named
Two alternatives
Braze, CleverTapTwo alternatives
CleverTap, Firebase In-App MessagingTwo alternatives
AppsFlyer, BranchOne alternative
BrazeGemini 3.5 FlashBranch, Google Analytics 4against: Amplitude, AppTweak, AppsFlyer, Braze, CleverTap, Mixpanel, Sensor TowerCustomer.ioChangedagainst: Braze, CleverTapMixpanel, OneSignalagainst: Firebase Cloud Messaging, Sensor TowerOneSignalagainst: Adjust, AppTweak, AppsFlyer, Braze, Sensor Towerno first choiceagainst: Brazeagainst: Adjust, Amazon DSP, AppsFlyer, DV360, Google App Campaigns, Jampp, Kayzen, Kochava, Liftoff, Meta Advantage+ App Campaigns, Moloco, Singular, Smadex
Five alternatives
App Radar, Apple Search Ads, Customer.io, LinkedIn Campaign Manager, OneSignalThree alternatives
Appcues, Mixpanel, OneSignalFive alternatives
Appfigures, AppsFlyer, Branch, Google Firebase Analytics, SonarSeven alternatives
App Radar, Appfigures, Apple App Store Connect, Apple Search Ads, Firebase, Google Play Console, TenjinPerplexity SonarAdobe Marketo EngageUserpilotChangedagainst: CleverTap, Customer.io, MoEngageOneSignalSendPulseagainst: Google AdMobno first choiceagainst: Google Ads, Meta Advantage+ App Campaigns
Three alternatives
MobileAction, SendPulse, TextedlyOne alternative
SendPulseSeven alternatives
Appads, Firebase, Singular, Start.io, Textedly, Textline, Upland LocalyticsTwo alternatives
Mailchimp, TextedlyGrok 4.1 FastApp Radaragainst: AppLovin, ironSourceCleverTapChangedAppsFlyerGoogle App Campaignsno first choiceagainst: AppLovin, AppMySite, Attentive, Bizness Apps, Braze, Mobimatic, TikTok Ads, Unity Ads, Unity LevelPlay
Three alternatives
Apple Search Ads, CleverTap, Google AdsThree alternatives
Customer.io, Firebase, OneSignalSix alternatives
Adjust, Appsamurai, Branch, CleverTap, Sensor Tower, SingularFour alternatives
AppFollow, Apple Search Ads, Meta Advantage+ App Campaigns, OneSignalFour alternatives
Adjust, AppsFlyer, Braze, CleverTapMistral SmallAdobe Marketo Engage, DreamdataAppDNA.ai, TextedlyChangedOneSignalagainst: CleverTapGoogle App Campaigns, Meta Advantage+ App Campaignsno first choiceagainst: Braze, Fiverr, Gravy Analytics / Venntel, InMarket, Insider, Iterable, Mintegral, Mobilewalla, Outlogic
One alternative
TextedlyTwo alternatives
Amplitude, BrazeFour alternatives
AppsFlyer, Attentive, Braze, FirebaseDeepSeek V4 FlashOneSignalagainst: Adobe Marketo Engage, Airship, Braze, CleverTapOneSignalHeldagainst: Airship, Braze, CleverTap, MoEngageOneSignal, SendPulseagainst: BrazeOneSignalagainst: Sensor Tower, data.aiCleverTap, MoEngage, OneSignalagainst: Brazeagainst: Adjust, AppLovin, Braze, CleverTap, Singular, Unity LevelPlay, ironSource
Two alternatives
Firebase, VeroOne alternative
Customer.ioThree alternatives
AppsFlyer, Branch, TenjinSeven alternatives
Appfigures, Brevo, Canva, Google Analytics 4, Mailchimp, MobileAction, ReachFrontTwo alternatives
AppsFlyer, BranchLlama 4 Maverickno first choiceMoEngageChangedTextedlyMailchimpno first choicenothing named
Two alternatives
Google App Campaigns, Meta Advantage+ App CampaignsQwen 3.7 FlashAppsFlyer, Singularagainst: Braze, KlaviyoOneSignalChangedAppfigures, MartesoGoogle App Campaigns, Meta (Facebook/Instagram) – Advantage+ App Campaignsagainst: Sensor Tower, Snapchat, TikTok Adsno first choiceagainst: Adjust, AppsFlyer, Braze, CleverTap, FullCortex, Phiture
Six alternatives
Amplitude, Apple Search Ads, Google Play App Campaigns, LinkedIn Advertising, Mixpanel, Sensor TowerTwo alternatives
Customer.io, IntercomFour alternatives
AppFollow, AppTweak, MobileAction, OneSignalSix alternatives
Adjust, App Radar, AppsFlyer, Firebase, Mailchimp, SplitMetricsKimi K2ActiveCampaign, Textedlyagainst: CleverTapOneSignalChangedApp Radar, Astro, OneSignalagainst: AppTweak, Braze, CleverTapApplyra, OneSignalAirbridge, Branchnothing named
One alternative
AppsFlyerFour alternatives
Amplitude, Customer.io, Firebase Cloud Messaging, IntercomFive alternatives
Adjust, Apple Search Ads, AppsFlyer, Firebase Cloud Messaging, Google App CampaignsThree alternatives
Appfigures, Canva, PushwooshFive alternatives
Adjust, AppsFlyer, Firebase, OneSignal, TenjinGLM 4.7 FlashXSendPulseOneSignalChangedagainst: Airship, Braze, Customer.io, Firebase, Mixpanel, MoEngageAppTweak, AppsFlyerFirebase Analytics, OneSignalagainst: Brazeno first choiceagainst: Appodeal, AppsFlyer, Attentive, Braze, ZoomD
Four alternatives
AppsFlyer, Braze, Emitrr, KlaviyoOne alternative
CleverTapTwelve alternatives
Adjust, Airbridge, Amplitude, App Radar, Appfigures, Apple Search Ads, Branch, Firebase Analytics, Google Ads, Mixpanel, MobileAction, SingularEight alternatives
Amplitude, Apple Search Ads, AppsFlyer, Buffer, Canva, Google Search Console, Mailchimp, TextedlyMiniMax M2.5Apple Search Adsagainst: Meta Advantage+ App Campaigns, Unity Ads, Vungle, ironSourceOneSignalChangedagainst: BrazeGoogle App Campaigns, OneSignalGoogle App Campaignsagainst: Apple Search Adsno first choicenothing named
Two alternatives
Google App Campaigns, LinkedIn Campaign ManagerTwo alternatives
Amplitude, IntercomTwo alternatives
AppTweak, TextedlyOne alternative
Meta Advantage+ App CampaignsGPT-6 LunaGoogle Search, LinkedIn AdvertisingOneSignalChangedFirebase AnalyticsFirebase Analyticsno first choicenothing named
Three alternatives
AppsFlyer, Firebase, Google Analytics 4One alternative
Customer.ioFour alternatives
Adjust, Appfigures, AppsFlyer, BranchTwo alternatives
AppsFlyer, OneSignalMuse Glimmer 30BBranchagainst: Adjust, AppsFlyerOneSignalChangedGoogle App Campaigns, Meta Advantage+ App Campaignsagainst: AppLovin, AppsFlyer, CleverTap, LiftoffAppfigures, Google App Campaigns, Meta Advantage+ App Campaignsagainst: AppLovin, LiftoffFirebase, OneSignalagainst: AppsFlyer, Attentive, Braze, CleverTap, Insider, OneSignal
Two alternatives
AppTweak, HubSpot Marketing HubFour alternatives
Braze, CleverTap, MoEngage, UserpilotFour alternatives
Adjust, Branch, Firebase Analytics, TextedlySeven alternatives
ASO World, Astro, CleverTap, Google AdMob, Meta Audience Network, StartApp, TextedlyTwo alternatives
AppsFlyer, BranchBold 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 07:56 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:08 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 9 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:13 | yes | 15 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:56 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:54 | yes | 8 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:43 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:04 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:00 | yes | 10 | 11 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:34 | yes | 23 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:43 | yes | 9 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:55 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:14 | yes | 22 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:40 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:45 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:25 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:53 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:07 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:26 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:45 | yes | 9 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:00 | yes | 24 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:37 | yes | 25 | 105 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:03 | no | 0 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:31 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:46 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:42 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:56 | yes | 26 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:03 | yes | 15 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:50 | yes | 25 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:17 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:22 | yes | 22 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 20 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | yes | 25 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:13 | yes | 12 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:59 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:50 | yes | 11 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:29 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:56 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:30 | yes | 21 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:53 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:54 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 25 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:02 | yes | 10 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:25 | yes | 18 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 15 | 58 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:39 | yes | 15 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:20 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:30 | yes | 15 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:49 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:43 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:45 | yes | 7 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:13 | 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 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:55 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:16 | yes | 22 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:23 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:17 | yes | 20 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:47 | yes | 18 | 78 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:59 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:51 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:18 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:21 | yes | 23 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 23 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:58 | yes | 24 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:00 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:19 | yes | 25 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:18 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:36 | yes | 19 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:24 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:37 | yes | 25 | 94 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:56 | yes | 23 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:44 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:35 | yes | 21 | 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
HubSpot read as HubSpot Marketing Hub
HubSpot Marketing read as HubSpot Marketing Hub
Instagram read as Meta Advantage+ App Campaigns
LinkedIn read as LinkedIn Advertising
Meta read as Meta Advantage+ App Campaigns
Meta Ads read as Meta Advantage+ App Campaigns
Meta Ads (Facebook/Instagram) read as Meta Advantage+ App Campaigns
TikTok read as TikTok Ads
Unresolved, counted raw
AppBrain
AppDNA.ai
AppLovin AppDiscovery (self-serve)
AppMySite
Appads
Apple Search Ads Console
Appodeal
Bizness Apps
Branch Metrics
Criteo GO
Emitrr
FullCortex
Google
Google Firebase Analytics
Google Play App Campaigns
Google's app campaigns
Jampp
Kayzen
Marteso
Meta (Facebook/Instagram) – Advantage+ App Campaigns
MobileAppDaily
Mobimatic
Phiture
ProductHunt
Scalarr
Smadex
Start.io
StartApp
Tapcart
Twilio
Upland Localytics
ZoomD
Discontinued, still offered
No shut-down product was recommended here.