Mobile apps · November 2026 Edition
Meta Advantage+ App Campaigns vs OneSignal
Zero of fourteen models named Meta Advantage+ App Campaigns first on the direct prompt; one named OneSignal. Meta Advantage+ App Campaigns was named by thirteen of the fourteen models and OneSignal by twelve and Meta Advantage+ App Campaigns carries 24 labels and OneSignal 35, so the shares are not directly comparable.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in one category this edition.
By Q140701571, San Mateo, United States, founded 2011. Named in five categories this edition.
First-choice share10%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 19; printed, not drawn.
Labels2435A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Meta Advantage+ App Campaigns reading right to left. Rank and label count are printed, not drawn.Braze was named alongside these two in ten of the fourteen direct answers. Customer.io vs Meta Advantage+ App Campaigns · Customer.io vs OneSignal · Braze vs Meta Advantage+ App Campaigns
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the mobile apps page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Meta Advantage+ App CampaignsFirst choices, of fourteen modelsOneSignal
Direct012 against OneSignal
Paraphrase011 against Meta Advantage+ App Campaigns
Comparative00
Budget-constrained51
Scale-constrained00
Negative102 against Meta Advantage+ App Campaigns
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Meta Advantage+ App Campaigns and OneSignal stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
Meta Advantage+ App Campaigns OneSignal first choice named as an alternative argued againstblank: not namedEach cell is one answer, Meta Advantage+ App Campaigns on the left and OneSignal on the right.The direct prompt
The plain question, one answer per model, grouped by where Meta Advantage+ App Campaigns and OneSignal stood in it.
OneSignal first, Meta Advantage+ App Campaigns not the choice
1 of 14 modelsMeta Advantage+ App Campaigns was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashOneSignal alternatives: AppsFlyer, Braze
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Llama 4 MaverickCustomer.io alternatives: ActiveCampaign, HubSpot Marketing Hub, Meta Advantage+ App Campaigns
GPT-6 LunaCustomer.io alternatives: Braze, OneSignal
Muse Glimmer 30BAdjust, CleverTap, MoEngage alternatives: Branch, Braze, Insider, OneSignal, Vero, WebEngage
Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Insider alternatives: Braze, CleverTap
GPT-5.4 miniBraze alternatives: Airship, CleverTap, Customer.io
Gemini 3.5 FlashCustomer.io alternatives: AppsFlyer, Branch, Pendo Mobile
Perplexity SonarCustomer.io alternatives: HubSpot Marketing Hub
Grok 4.20CleverTap alternatives: AppsFlyer, Braze, Customer.io, Google Display & Video 360, Liftoff, MoEngage, Moloco, Singular
Mistral SmallCustomer.io alternatives: Braze, CleverTap
DeepSeek V4 FlashCleverTap alternatives: Adjust, Branch, Braze, Insider, MoEngage
Kimi K2Customer.io alternatives: CleverTap
GLM 4.7 FlashXAppsFlyer, Braze alternatives: CleverTap, Customer.io, MobileAction
MiniMax M2.5Braze alternatives: Insider, MoEngage
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
OneSignal leads by eighteen points.
OneSignal25%#1 of 16Meta Advantage+ App Campaigns7%#4 of 16Mid-marketThe figures above
The order flips: Meta Advantage+ App Campaigns leads at mid-market.
Meta Advantage+ App Campaigns10%#4 of 19OneSignal6%#7 of 19Enterprise
The order flips: OneSignal leads at enterprise.
OneSignal4%#5 of 13Meta Advantage+ App Campaigns0%#– of 13What the models said about Meta Advantage+ App Campaigns
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Established ad platforms—including Google, Meta, TikTok, and others—when reporting is opaque or results look too good.” GPT-6 Luna · negative prompt · soft negative
“Same bot patterns (fake devices, mass installs from single IPs, immediate uninstalls)” Kimi K2 · negative prompt · soft negative
“replaces Meta Advantage+ App Campaigns (15% then, 4% now)” Muse Glimmer 30B · paraphrase prompt · soft negative
“Meta Advantage+ App Campaigns and Google App Campaigns are the best mobile advertising apps for constrained budgets.” Claude Haiku 4.5 · budget prompt · first choice
“starting with Apple Search Ads (exact match only) and Meta App Campaigns set to value optimization is recommended” Llama 4 Maverick · budget prompt · first choice
“I recommend starting with Apple Search Ads (exact match only) and Meta App Campaigns set to value optimization.” Muse Glimmer 30B · budget prompt · first choice
What the models said about OneSignal
No label in this category carried a quote.
Also compared
Customer.io vs Meta Advantage+ App CampaignsCustomer.io vs OneSignalBraze vs Meta Advantage+ App CampaignsBraze vs OneSignalApple Search Ads vs Meta Advantage+ App CampaignsApple Search Ads vs OneSignalMeta Advantage+ App Campaigns vs CleverTapMeta Advantage+ App Campaigns vs AppsFlyerMeta Advantage+ App Campaigns vs MoEngageCleverTap vs OneSignalAppsFlyer vs OneSignalOneSignal vs MoEngageAll twenty-eight head-to-head pages and the full mobile apps standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.