Mobile apps for enterprise buyers
Asked as “mobile app marketing platform”, and as “mobile app engagement and growth tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Braze12AppsFlyer04Airship35others
50% of first choices, clear leader.
Since September 2026▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.Braze held the lead, +12 points on 39%, 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.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.This page
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.Standing →EnterpriseBraze50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Braze50%18%60endorsed leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 51%
Braze50%18%60endorsed leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 51%02
AppsFlyer12%25%32criticized challenger=heldSince September 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 11%
AppsFlyer12%25%32criticized challenger=heldSince September 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 11%03
Airship4%12%32accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Airship4%12%32accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%04
Iterable4%0%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%
Iterable4%0%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%05
Branch4%0%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Branch4%0%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06
MoEngage4%10%21accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
MoEngage4%10%21accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%07OneSignal4%20%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%
OneSignal4%20%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%08
Salesforce Marketing Cloud4%29%17criticized challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Salesforce Marketing Cloud4%29%17criticized challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%09
Adjust2%11%19accepted 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%11%19accepted 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 three products at 0%, ordered by negative rate
12
Kochava0%21%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Kochava0%21%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%11
Singular0%8%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Singular0%8%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
CleverTap0%5%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CleverTap0%5%22accepted 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.
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Braze50%
Braze50%02AppsFlyer12%
AppsFlyer12%03Airship4%
Airship4%04Iterable4%
Iterable4%05Branch4%
Branch4%06MoEngage4%
MoEngage4%07OneSignal4%
OneSignal4%08Salesforce Marketing Cloud4%
Salesforce Marketing Cloud4%09Adjust2%
Adjust2%10CleverTap0%
CleverTap0%11Singular0%
Singular0%12Kochava0%
Kochava0%What they warned about
Four 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, Kimi K2, 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.
Braze18%
11 of 60 labels negative · 9 of 14 models · 1 hard negative
“**Avoid Quote-Based Platforms**: Braze and similar platforms use custom enterprise pricing, which makes budgeting difficult” GLM 4.7 FlashX, budget prompt
AppsFlyer25%
8 of 32 labels negative · 7 of 14 models
“AppsFlyer\u2019s traditional pricing model is heavily volume-based (charging per attribution/install), which can scale up rapidly and unpredictably” Gemini 3.5 Flash, budget prompt
Salesforce Marketing Cloud29%
5 of 17 labels negative · 4 of 14 models · 2 hard negative
“Be Highly Cautious ... Only suitable if deeply committed to Salesforce ecosystem with dedicated ops support” Kimi K2, negative prompt
Airship12%
4 of 32 labels negative · 4 of 14 models
“While **Braze** and **Airship** are industry leaders, they generally operate on **Usage-Based** pricing.” Qwen 3.7 Flash, budget 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
79 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. 1205 links across 362 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 · Guideflow47 answers · 67 citations · 12 models
39 answers · 88 citations · 11 models
27 answers · 35 citations · 11 models
26 answers · 27 citations · 10 models
21 answers · 21 citations · 10 models
20 answers · 28 citations · 8 models
vendor site · Braze19 answers · 32 citations · 10 models
vendor site · MoEngage19 answers · 26 citations · 10 models
vendor site · AppsFlyer18 answers · 36 citations · 11 models
vendor site · Improvado17 answers · 19 citations · 11 models
16 answers · 21 citations · 8 models
vendor site · checkthat.ai15 answers · 20 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.
29 answers · 11 models
26 answers · 11 models
25 answers · 10 models
25 answers · 12 models
20 answers · 10 models
16 answers · 9 models
14 answers · 9 models
14 answers · 10 models
13 answers · 6 models
13 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best mobile app marketing platform”, “mobile app marketing platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Braze braze.com | 50% | 505 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| AppsFlyer appsflyer.com | 12% | 131 | 9,900 | 202 | 107,974 | 29 | 2 | |
| Airship airship.com | 4% | 184 | 22,200 | 3,093 | 23,006 | 7 | 3 | |
| Iterable iterable.com | 4% | 164 | 9,900 | 6,286 | 11,545 | $64,478 | 37 | |
| Branch branch.io | 4% | 64 | 60,500 | 203,933 | 19,563 | 36 | ||
| MoEngage moengage.com | 4% | 109 | 1,600 | 54 | 13,669 | 6 | ||
| OneSignal onesignal.com | 4% | 330 | 4,400 | 133 | 29,726 | 38 | ||
| Salesforce parent site Salesforce Marketing Cloud 4% | 4% | 296 | 550,000 | 60,632 | ||||
| Amplitude amplitude.com Amplitude 2%, Amplitude Analytics 2% | 4% | 248 | 74,000 | 5,691 | 373,273 | $207 | 27 | |
| Adjust adjust.com | 2% | 85 | 49,500 | 212,073 | 496,097 | 88 | 4 |
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 an enterprise B2B company?”Paraphrase“Which mobile app engagement and growth tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade mobile app marketing platforms and how do they differ?”Budget-constrained“What is the best mobile app marketing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a mobile app marketing platform. What should we look at?”Negative“Which mobile app marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BrazeAmplitude AnalyticsChangedBraze, InsiderBrazeagainst: Agentforce Marketingno first choiceagainst: AppsFlyer
Three alternatives
Adobe Marketo Engage, Insider, Salesforce Marketing CloudThree alternatives
Adobe Analytics, Braze, Salesforce Marketing CloudFour alternatives
AppsFlyer, CleverTap, Iterable, Salesforce Marketing CloudOne alternative
InsiderGPT-5.4 miniBrazeBrazeHeldBrazeAirshipagainst: Braze, CleverTapno first choicenothing named
Two alternatives
Airship, Customer.ioThree alternatives
Airship, CleverTap, IterableFive alternatives
Adjust, Adobe Journey Optimizer, Airship, AppsFlyer, KochavaGemini 3.5 FlashBraze, Intercomagainst: Adobe Marketo Engage, Salesforce Marketing CloudBrazeChangedAppsFlyer, BrazeAdjust, Blueshiftagainst: AppsFlyerno first choiceagainst: Adjust, Google, Kochava, Meta Advantage+ App Campaigns, TikTok Ads
Five alternatives
AppsFlyer, Branch, Dreamdata, RudderStack, SegmentTwo alternatives
Airship, PendoSix alternatives
Adjust, Airship, Branch, CleverTap, MoEngage, SingularThree alternatives
CleverTap, MoEngage, SingularPerplexity SonarSalesforce Marketing CloudBrazeChangedAppsFlyerAgentforce Marketingno first choiceagainst: Basic Apple Search Ads, Google, Meta Advantage+ App Campaigns
Three alternatives
Airship, AppsFlyer, BrazeTwo alternatives
CleverTap, LumAppsSix alternatives
Adobe Campaign, Meta Advantage+ App, OneSignal, Oracle Responsys, Salesforce Marketing Cloud, VibesOne alternative
BrazeGrok 4.1 FastAppsFlyerAmplitudeChangedAppsFlyer, SingularAppsFlyeragainst: AppDiscoveryAirship, Brazeagainst: Airship, AppsFlyer, Braze, Firebase, Singular
Four alternatives
Adjust, Airbridge, Branch, SingularThree alternatives
Airship, Braze, MixpanelFive alternatives
Adjust, Airship, Branch, Braze, KochavaThree alternatives
Adjust, Kochava, SingularTwo alternatives
AppsFlyer, IterableMistral SmallBraze, MoEngageBrazeChangedBrazeno first choiceno first choiceagainst: Braze, Gravy Analytics / Venntel, MoEngage
Two alternatives
Customer.io, InsiderTwo alternatives
Amplitude, DT Ignite PlatformFive alternatives
Adjust, AppsFlyer, Branch, Kochava, SingularDeepSeek V4 FlashBrazeBrazeHeldagainst: OneSignalAppsFlyer, BrazeBranchagainst: Airship, AppsFlyer, Braze, Kochava, Tenjinno first choiceagainst: Adobe Campaign, AppsFlyer, Braze, IBM Watson Campaign Automation, Oracle Responsys, Salesforce Marketing Cloud
Four alternatives
Airship, Iterable, MoEngage, Salesforce Marketing CloudThree alternatives
Airship, CleverTap, MoEngageEight alternatives
Adjust, Airship, Branch, CleverTap, Iterable, Kochava, MoEngage, Salesforce Marketing CloudThree alternatives
Adjust, OneSignal, SingularLlama 4 Maverickno first choiceBrazeChangedno first choiceno first choiceBrazeagainst: Braze
Two alternatives
CleverTap, MoEngageThree alternatives
AppsFlyer, Localytics, MoEngageQwen 3.7 FlashBrazeBrazeHeldBrazeCustomer.io, OneSignalagainst: Adjust, Airship, AppsFlyer, Brazeno first choiceagainst: Braze, MoEngage
Two alternatives
Customer.io, IterableThree alternatives
Adobe Experience Cloud, Airship, Salesforce Marketing CloudFour alternatives
Airship, CleverTap, Iterable, MoEngageOne alternative
AffiseKimi K2BrazeAdobe Journey Optimizer B2B Edition, BrazeChangedagainst: OneSignalBrazeBraze, Iterableagainst: Salesforce Marketing CloudAppsFlyeragainst: Airship, AppsFlyer, Braze, Salesforce Marketing Cloud
Three alternatives
Airship, Iterable, MoEngageOne alternative
AirshipFive alternatives
Airship, CleverTap, Insider, MoEngage, OneSignalOne alternative
OneSignalThree alternatives
Adjust, Branch, KochavaGLM 4.7 FlashXBrazeBrazeHeldBrazeagainst: FirebaseAppsFlyeragainst: Brazeno first choicenothing named
Five alternatives
Adjust, Airship, AppTweak, AppsFlyer, CleverTapThree alternatives
Airship, CleverTap, MoEngageFive alternatives
AppsFlyer, Attentive, Branch, CleverTap, IterableTwo alternatives
Firebase Analytics, KochavaMiniMax M2.5Braze, Salesforce Marketing CloudBraze, MoEngageChangedBrazeAppsFlyerno first choicenothing named
Two alternatives
Adobe Campaign, IterableThree alternatives
Airship, Iterable, PendoFour alternatives
Airship, CleverTap, Iterable, MoEngageFour alternatives
Adjust, AppMetrica, Kochava, TenjinGPT-6 LunaAppsFlyerBrazeChangedAdjust, AppsFlyer, SingularOneSignalno first choiceagainst: Gravy Analytics / Venntel, InMarket, Kochava, Mobilewalla, X-Mode Social / Outlogic
Two alternatives
Branch, BrazeFour alternatives
Branch, Braze, Iterable, KochavaTwo alternatives
Airship, BrazeMuse Glimmer 30BBraze, IterableBrazeChangedAppsFlyer, BrazeBranchagainst: AppsFlyerno first choiceagainst: ActiveCampaign, Braze, Constant Contact, Mailchimp, Salesforce Marketing Cloud
Three alternatives
Adobe Journey Optimizer, Adobe Marketo Engage, CleverTapOne alternative
AirshipSix alternatives
Adjust - AppLovin, Airship, Branch, Iterable, Kochava, SingularOne alternative
AdjustBold 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 11:13 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:26 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | yes | 20 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:24 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:14 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:08 | yes | 11 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:07 | yes | 22 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:47 | yes | 10 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:20 | yes | 18 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:48 | yes | 22 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:52 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:44 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:52 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:46 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:18 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:41 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:36 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:42 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:23 | yes | 24 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:53 | yes | 10 | 69 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:21 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:06 | yes | 14 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:49 | yes | 19 | 70 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:12 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | yes | 16 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:12 | yes | 7 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:24 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:01 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:10 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:37 | yes | 25 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:56 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:31 | yes | 14 | 65 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 19 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:40 | yes | 23 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:11 | yes | 15 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:12 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:59 | yes | 23 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 28 | 15 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:02 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:28 | yes | 18 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:29 | yes | 15 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:53 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:48 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:56 | yes | 21 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:50 | yes | 9 | 47 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:59 | yes | 22 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 22 | 66 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:18 | yes | 22 | 62 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:59 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:32 | yes | 23 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:49 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:08 | yes | 11 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:24 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:36 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:28 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:31 | yes | 25 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:50 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:29 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 25 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:17 | yes | 13 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:58 | yes | 13 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:00 | yes | 3 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:05 | yes | 15 | 34 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:10 | yes | 28 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:32 | no | 0 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:50 | yes | 17 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:02 | yes | 26 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:02 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:39 | yes | 13 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:52 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:48 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:14 | yes | 10 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:06 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:32 | yes | 25 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 23 | 74 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:05 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:14 | yes | 25 | 24 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
Meta read as Meta Advantage+ App Campaigns
TikTok read as TikTok Ads
Unresolved, counted raw
Adjust - AppLovin
Adobe Journey Optimizer B2B Edition
AppDiscovery
Basic Apple Search Ads
DT Ignite Platform
Google
IBM Watson Campaign Automation
LumApps
Meta Advantage+ App
Discontinued, still offered
No shut-down product was recommended here.