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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
39%
Contested · AppsFlyer 11%
39Braze11AppsFlyer07Staffbase43others
39% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
Head to head
Meta Advantage+ App Campaigns vs Customer.ioMeta Advantage+ App Campaigns vs CleverTapMeta Advantage+ App Campaigns vs OneSignal
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
Meta Advantage+ App Campaigns vs Google App CampaignsMeta Advantage+ App Campaigns vs BrazeMeta Advantage+ App Campaigns vs AppsFlyerMeta Advantage+ App Campaigns vs MoEngageCustomer.io vs CleverTapCustomer.io vs OneSignalCustomer.io vs Google App CampaignsCustomer.io vs BrazeCustomer.io vs AppsFlyerCustomer.io vs MoEngageCleverTap vs OneSignalCleverTap vs Google App CampaignsCleverTap vs BrazeCleverTap vs AppsFlyerCleverTap vs MoEngageOneSignal vs Google App CampaignsOneSignal vs BrazeOneSignal vs AppsFlyerOneSignal vs MoEngageGoogle App Campaigns vs BrazeGoogle App Campaigns vs AppsFlyerGoogle App Campaigns vs MoEngageBraze vs AppsFlyerBraze vs MoEngageAppsFlyer vs MoEngage
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Braze39%
Braze39%02AppsFlyer11%
AppsFlyer11%03Airship4%
Airship4%04MoEngage4%
MoEngage4%05Salesforce Marketing Cloud4%
Salesforce Marketing Cloud4%06Branch2%
Branch2%07Iterable2%
Iterable2%08Singular2%
Singular2%09Kochava2%
Kochava2%10CleverTap0%
CleverTap0%11Adjust0%
Adjust0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Braze13%
6 of 47 labels negative · 5 of 12 models · 2 hard negative
“Platforms to Avoid for Cost Predictability | Braze | MAU + data events pricing; high-growth apps see 30-50% cost spikes” Kimi K2, budget prompt
Salesforce Marketing Cloud24%
4 of 17 labels negative · 4 of 12 models · 1 hard negative
“Platforms to Avoid or Be Highly Cautious With: Salesforce Marketing Cloud (SFMC)” Grok 4.20, negative prompt
AppsFlyer13%
4 of 31 labels negative · 4 of 12 models
“AppsFlyer | Caution (contracts) | Billing/cancellation complaints; opaque enterprise pricing” DeepSeek V4 Flash, negative prompt
Meta Advantage+ App Campaigns67%
4 of 6 labels negative · 4 of 12 models
“Meta (Facebook/Instagram) - Despite being a top-tier platform: - $7 billion annually from "high-risk" scam advertisements” Mistral Small, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 312 links across 179 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
9 answers · 13 citations · 3 models
vendor site · Guideflow9 answers · 11 citations · 3 models
7 answers · 12 citations · 3 models
vendor site · AppsFlyer6 answers · 7 citations · 3 models
vendor site · Improvado6 answers · 7 citations · 3 models
vendor site · Braze5 answers · 6 citations · 2 models
5 answers · 5 citations · 1 model
5 answers · 5 citations · 3 models
vendor site · Branch4 answers · 6 citations · 3 models
vendor site · Maestra4 answers · 6 citations · 2 models
vendor site · Gartner4 answers · 4 citations · 1 model
vendor site · Knock4 answers · 4 citations · 1 model
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
8 answers · 3 models
4 answers · 1 model
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
4 answers · 1 model
4 answers · 2 models
4 answers · 3 models
3 answers · 1 model
3 answers · 1 model
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best mobile app marketing platform”, “mobile app marketing platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Braze braze.com | 39% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| AppsFlyer appsflyer.com | 11% | 173 | 9,900 | 202 | 107,974 | 29 | 2 | |
| Staffbase staffbase.com | 7% | 6 | 1,900 | 46 | 36,256 | 44 | ||
| Airship airship.com | 4% | 169 | 22,200 | 3,093 | 23,006 | 7 | 3 | |
| MoEngage moengage.com | 4% | 103 | 1,600 | 54 | 13,669 | 6 | ||
| Salesforce parent site Salesforce Marketing Cloud 4% | 4% | 317 | 550,000 | 60,632 | ||||
| Customer.io customer.io | 4% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Maestra maestra.io | 4% | 4 | ||||||
| Branch branch.io | 2% | 54 | 60,500 | 203,933 | 19,563 | 36 | ||
| Iterable iterable.com | 2% | 136 | 9,900 | 6,286 | 11,545 | $64,478 | 37 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (appsflyer.com, businessofapps.com, gartner.com). The first result for “best mobile app marketing platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best mobile app marketing platform for 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 4.5no first choiceStaffbaseChangedBrazeagainst: Adobe Experience CloudAirship, Localytics, MoEngageagainst: Brazeno first choiceagainst: Google, Meta Advantage+ App Campaigns
Three alternatives
Beekeeper, Braze, UnilyOne alternative
Salesforce Marketing CloudGPT-5.4 miniBrazeBrazeHeldBrazeBrazeno first choicenothing named
Three alternatives
Adjust, AppsFlyer, BranchTwo alternatives
MoEngage, OneSignalFour alternatives
Adjust, Airship, AppsFlyer, IterableOne alternative
AirshipGemini 3.5 FlashBranch, Braze, Customer.ioBraze, StaffbaseChangedAppsFlyer, BrazeCustomer.ioagainst: AppsFlyer, Braze, Salesforce Marketing Cloudno first choiceagainst: Adobe Experience Cloud, Apple Search Ads, Google, Meta Advantage+ App Campaigns, Oracle, Salesforce, TikTok Ads
Two alternatives
Adobe Marketo Engage, AppsFlyerThree alternatives
Amplitude, Firstup, PendoSix alternatives
Adjust, Airship, CleverTap, Kochava, MoEngage, SingularFour alternatives
Adjust, CleverTap, OneSignal, SingularPerplexity SonarBrazeBrazeHeldBrazeMaestrano first choiceagainst: AppSumo
Three alternatives
Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing CloudTwo alternatives
Airship, CleverTapSix alternatives
Airship, AppsFlyer, Branch, CleverTap, Insider, OneSignalTwo alternatives
Braze, CleverTapGrok 4.20AppsFlyerBrazeChangedAdjust, AppsFlyerKochavaagainst: AppsFlyerAppsFlyer, Brazeagainst: Airship, Customer.io, Klaviyo, Kochava, Leanplum, Localytics, Salesforce Marketing Cloud, Swrve
Three alternatives
Adjust, Branch, SingularThree alternatives
Airship, HubSpot Marketing Hub, Salesforce Marketing CloudSix alternatives
Airship, Branch, Braze, CleverTap, Kochava, SingularOne alternative
AdjustMistral SmallAppsFlyerAppcuesChangedagainst: PendoBrazeBrazeno first choiceagainst: Google AdExchange, Jam City, Meta Advantage+ App Campaigns
Four alternatives
Adjust, Airship, Branch, BrazeThree alternatives
Intercom, Userpilot, WalkMeSeven alternatives
Adobe Campaign, Airship, AppsFlyer, CleverTap, Insider, Iterable, Salesforce Marketing CloudTwo alternatives
CleverTap, IterableDeepSeek V4 FlashBrazeBrazeHeldagainst: AirshipBrazeagainst: Salesforce Marketing CloudMaestraagainst: Braze, OneSignalno first choiceagainst: Adjust, Airship, AppsFlyer, Braze, CleverTap, Kochava, Meta Audience Network
Two alternatives
Customer.io, IterableFive alternatives
Blink, CleverTap, MoEngage, Staffbase, WorkvivoFive alternatives
Adjust, Airship, AppsFlyer, CleverTap, IterableOne alternative
AirshipFour alternatives
Airship, AppsFlyer, Braze, CleverTapLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceSalesforce Marketing Cloudagainst: Meta Advantage+ App Campaigns
Two alternatives
AppsFlyer, BrazeQwen 3.7 FlashBrazeIterableChangedAppsFlyer, BrazeLinkrunner.ioagainst: Adjust, AppsFlyer, AppsFlyer Zero Plan, Singularno first choiceagainst: Braze, Iterable, Oracle Responsys, Pushwoosh SDK, Salesforce Marketing Cloud, Vibes
Five alternatives
Adobe Real-Time CDP, Airship, Customer.io, Iterable, Salesforce Marketing CloudTwo alternatives
Airship, UserpilotSix alternatives
Adjust, Airship, Branch, Kochava, MoEngage, SingularOne alternative
BranchKimi K2Brazeagainst: Salesforce Marketing Cloud Account EngagementStaffbase, WorkvivoChangedagainst: IterableBrazeagainst: Adobe Campaign, Oracle ResponsysSalesforce Marketing Cloudagainst: Airship, Braze, IterableAppsFlyer, Singularagainst: Unity LevelPlay, ironSource Ads
Three alternatives
Airship, OneSignal, Salesforce Marketing CloudFour alternatives
Amplitude, Connecteam, Mixpanel, UXCamFour alternatives
Airship, CleverTap, Iterable, Salesforce Marketing CloudTwo alternatives
MoEngage, OneSignalTwo alternatives
Adjust, BranchGLM 4.7 FlashXAirship, BrazeBrazeChangedAirshipBraze, Pendono first choiceagainst: Meta Audience Network
Two alternatives
Iterable, MoEngageThree alternatives
CleverTap, MoEngage, Salesforce Marketing CloudFive alternatives
AppsFlyer, Braze, CleverTap, Iterable, MoEngageThree alternatives
AppsFlyer, Kochava, SingularMiniMax M2.5AppsFlyer, HubSpot Marketing HubBraze, MoEngageChangedAirship, Brazeno first choiceno first choicenothing named
Three alternatives
Adjust, Adobe Marketo Engage, BranchOne alternative
AirshipSeven alternatives
Adjust, Amplitude, AppsFlyer, CleverTap, Insider, Klaviyo, OneSignalBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:52 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:54 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:53 | yes | 22 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:01 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:10 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:05 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:49 | yes | 0 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:21 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:30 | yes | 0 | 50 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:58 | yes | 0 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:13 | yes | 0 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:39 | yes | 0 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:15 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:02 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:59 | yes | 5 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 05:00 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:29 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:41 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:45 | yes | 0 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:22 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:37 | yes | 0 | 86 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:40 | yes | 0 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:46 | yes | 0 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:06 | yes | 0 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:11 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:37 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:21 | yes | 16 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:57 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:08 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:25 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:00 | yes | 0 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:12 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:48 | yes | 0 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:18 | yes | 0 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:49 | yes | 0 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:56 | yes | 0 | 10 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:54 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:33 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:09 | yes | 17 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:18 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:21 | yes | 0 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:31 | yes | 0 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:53 | yes | 0 | 49 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:12 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:06 | yes | 0 | 49 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:27 | yes | 0 | 49 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:51 | yes | 0 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:55 | yes | 0 | 105 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:26 | yes | 23 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:10 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:34 | yes | 4 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:32 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:35 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:10 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:00 | yes | 0 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:39 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:26 | yes | 0 | 55 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:22 | yes | 0 | 56 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:52 | yes | 0 | 190 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:40 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:54 | yes | 20 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:38 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:52 | yes | 22 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:14 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:36 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:43 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:01 | yes | 0 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:58 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:26 | yes | 0 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:54 | yes | 0 | 70 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:52 | yes | 0 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:28 | yes | 0 | 56 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe read as Adobe Experience Cloud
HubSpot read as HubSpot Marketing Hub
Meta read as Meta Advantage+ App Campaigns
Meta (Facebook/Instagram) read as Meta Advantage+ App Campaigns
Meta Ads read as Meta Advantage+ App Campaigns
TikTok read as TikTok Ads
Unresolved, counted raw
Adikteev
AppsFlyer Zero Plan
Beekeeper
Codemagic
Google
Google AdExchange
Jam City
Mobilecore
Oracle
Pushwoosh SDK
Salesforce
Snap
Unily
ironSource Ads (direct demand)
Discontinued, still offered
No shut-down product was recommended here.