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Mobile apps · November 2026 Edition

Customer.io vs Meta Advantage+ App Campaigns

Six of fourteen models named Customer.io first on the direct prompt; zero named Meta Advantage+ App Campaigns. Customer.io was named by thirteen of the fourteen models and Meta Advantage+ App Campaigns by thirteen and Customer.io carries 17 labels and Meta Advantage+ App Campaigns 24, so the shares are not directly comparable.

Customer.io

accepted challenger

Named in twelve categories this edition.

By Meta Platforms, Menlo Park, United States, founded 2004. Named in one category this edition.

First-choice share13%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 19; printed, not drawn.
Labels1724A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Customer.io 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 Braze · Customer.io vs Apple Search Ads · Customer.io vs CleverTap

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.
Customer.ioFirst choices, of fourteen modelsMeta Advantage+ App Campaigns
Direct60
Paraphrase101 against Meta Advantage+ App Campaigns
Comparative00
Budget-constrained05
Scale-constrained00
Negative012 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 Customer.io and Meta Advantage+ App Campaigns stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Customer.io Meta Advantage+ App Campaigns first choice named as an alternative argued againstblank: not namedEach cell is one answer, Customer.io on the left and Meta Advantage+ App Campaigns on the right.

The direct prompt

The plain question, one answer per model, grouped by where Customer.io and Meta Advantage+ App Campaigns stood in it.

Customer.io first, Meta Advantage+ App Campaigns an alternative

6 of 14 modelsMeta Advantage+ App Campaigns was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashCustomer.io alternatives: AppsFlyer, Branch, Pendo Mobile
Perplexity SonarCustomer.io alternatives: HubSpot Marketing Hub
Mistral SmallCustomer.io alternatives: Braze, CleverTap
Llama 4 MaverickCustomer.io alternatives: ActiveCampaign, HubSpot Marketing Hub, Meta Advantage+ App Campaigns
Kimi K2Customer.io alternatives: CleverTap
GPT-6 LunaCustomer.io alternatives: Braze, OneSignal

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.
GPT-5.4 miniBraze alternatives: Airship, CleverTap, Customer.io
Grok 4.20CleverTap alternatives: AppsFlyer, Braze, Customer.io, Google Display & Video 360, Liftoff, MoEngage, Moloco, Singular
GLM 4.7 FlashXAppsFlyer, Braze alternatives: CleverTap, Customer.io, MobileAction

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Insider alternatives: Braze, CleverTap
DeepSeek V4 FlashCleverTap alternatives: Adjust, Branch, Braze, Insider, MoEngage
Qwen 3.7 FlashOneSignal alternatives: AppsFlyer, Braze
MiniMax M2.5Braze alternatives: Insider, MoEngage
Muse Glimmer 30BAdjust, CleverTap, MoEngage alternatives: Branch, Braze, Insider, OneSignal, Vero, WebEngage

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
Meta Advantage+ App Campaigns leads by five points.
Meta Advantage+ App Campaigns7%#4 of 16
Customer.io2%#9 of 16
The full small business standing →
Mid-marketThe figures above
The order flips: Customer.io leads at mid-market.
Customer.io13%#1 of 19
Meta Advantage+ App Campaigns10%#4 of 19
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Customer.io0%#– of 13
Meta Advantage+ App Campaigns0%#– of 13
The full enterprise standing →

What the models said about Customer.io

No label in this category carried a quote.

What 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
Also compared

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.