GTM AI Index
Index Marketing September 2026 Edition

Mobile marketing and push

Asked as “mobile push notification and SMS marketing platform”, and as “push and SMS messaging tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
34% 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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01OneSignal34%12%51endorsed leader
02Customer.io34%7%27endorsed leader
03Omnisend4%6%17accepted challenger
04Braze4%34%41criticized challenger
05CleverTap2%18%17accepted challenger
06MoEngage2%18%11accepted challenger
Show the eleven products at 0%, ordered by negative rate
17Iterable0%42%19criticized challenger
16Airship0%32%22criticized challenger
10Attentive0%25%24criticized challenger
11Klaviyo0%24%25accepted challenger
13Pushwoosh0%17%12accepted challenger
14Postscript0%14%14accepted challenger
08Twilio Programmable Messaging0%13%23accepted challenger
15SimpleTexting0%9%11accepted challenger
07Courier0%0%20accepted challenger
09ActiveCampaign0%0%10accepted challenger
12SlickText0%0%10accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

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
11
12
13
14
15
16
17
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01OneSignal34%
02Customer.io34%
03Omnisend4%
04Braze4%
05CleverTap2%
06MoEngage2%
07Courier0%
08Twilio Programmable Messaging0%
09ActiveCampaign0%
10Attentive0%
11Klaviyo0%
12SlickText0%
13Pushwoosh0%
14Postscript0%
15SimpleTexting0%
16Airship0%
17Iterable0%

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Braze
34%
14 of 41 labels negative · 9 of 12 models · 1 hard negative
“**Braze**: Enterprise-focused, typically $60K-$200K/year—massive overkill for mid-market” MiniMax M2.5, direct prompt
Iterable
42%
8 of 19 labels negative · 7 of 12 models
“Generally too expensive and complex for lean mid-market teams unless you have a dedicated lifecycle marketing team.” Kimi K2, direct prompt
Airship
32%
7 of 22 labels negative · 6 of 12 models · 1 hard negative
“steer clear of "Enterprise" giants (like Salesforce Marketing Cloud or Airship)” Qwen 3.7 Flash, paraphrase prompt
OneSignal
12%
6 of 51 labels negative · 5 of 12 models · 1 hard negative
“Several reviewers explicitly advise avoiding the platform.” Qwen 3.7 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

20 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 187 links across 85 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.

vendor site · Klaviyo7 answers · 8 citations · 3 models
vendor site · Courier6 answers · 9 citations · 2 models
vendor site · Pushwoosh6 answers · 8 citations · 2 models
vendor site · Attentive6 answers · 6 citations · 3 models
6 answers · 6 citations · 2 models
vendor site · Guideflow5 answers · 8 citations · 2 models
vendor site · OneSignal5 answers · 8 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · GetVero4 answers · 7 citations · 2 models
vendor site · EngageLab3 answers · 5 citations · 1 model
3 answers · 4 citations · 2 models
vendor site · Bloomreach3 answers · 3 citations · 2 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.

04How 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.
ModelDirect“What is the best mobile push notification and SMS marketing platform for a mid-market B2B company?”Paraphrase“Which push and SMS messaging tool would you recommend to a mid-sized B2B company?”Comparative“What are the top mobile push and SMS marketing platforms and how do they differ?”Budget-constrained“What is the best mobile push notification and SMS marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a mobile push notification and SMS marketing platform. What should we look at?”Negative“Which mobile push and SMS marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5Vero
Two alternativesCustomer.io, Knock
no first choiceChangedno first choiceOmnisend, SendPulse
Two alternativesBrevo, OneSignal
no first choiceagainst: Brevo, CleverTap
GPT-5.4 miniBraze
One alternativeCustomer.io
against: Klaviyo, Mobile Text Alerts, OneSignal, PushEngage
Customer.ioChanged
Four alternativesBraze, Iterable, OneSignal, Twilio Programmable Messaging
Airship, OneSignal
Three alternativesAttentive, Klaviyo, Twilio Programmable Messaging
OneSignal
Two alternativesSimpleTexting, Textedly
no first choicenothing named
Gemini 3.5 FlashCustomer.io
Three alternativesCourier, Knock, OneSignal
against: Braze, Iterable
Customer.ioHeld
Four alternativesKnock, OneSignal, PushEngage, Salesmsg
Braze
Five alternativesAttentive, CleverTap, Courier, Klaviyo, OneSignal
OneSignal
Three alternativesBrevo, Omnisend, Pushwoosh
against: Klaviyo
Customer.io, OneSignal
Three alternativesAttentive, Iterable, Klaviyo
against: Braze
against: Airship, Braze, CleverTap, EZ Texting, FCM, Klaviyo, MoEngage, OneSignal, SimpleTexting, Twilio Programmable Messaging
Perplexity SonarCustomer.io
Two alternativesActiveCampaign, Courier
OneSignalChanged
Two alternativesActiveCampaign, Sakari
OneSignal, Pushwoosh
Six alternativesAirship, Attentive, Braze, CleverTap, Courier, Textedly
OneSignal
Three alternativesCourier, EngageLab, Firebase Cloud Messaging
no first choiceagainst: Airship, Braze, Customer.io, Iterable, MoEngage, PushEngage, PushOwl
Grok 4.1 FastOneSignal
Four alternativesActiveCampaign, CleverTap, Customer.io, Pushwoosh
against: Braze, Iterable
Customer.ioChanged
Three alternativesCourier, OneSignal, Vero
OneSignal
Five alternativesAirship, Attentive, Braze, Klaviyo, Omnisend
OneSignal
Three alternativesCourier, Hextom, Omnisend
against: Airship, Braze
no first choiceagainst: BulkSMS.com, EZ Texting, Pushwoosh, Textedly
Mistral SmallCustomer.io
Two alternativesActiveCampaign, OneSignal
against: Braze, Iterable
Customer.ioHeld
Three alternativesActiveCampaign, Braze, Knock
Braze, Omnisend
Eleven alternativesAirship, Attentive, CleverTap, Iterable, Klaviyo, MoEngage, OneSignal, Postscript, Pushwoosh, SimpleTexting, Twilio Programmable Messaging
OneSignal, TextMagic
Five alternativesFirebase Cloud Messaging, PushEngage, Sender, Textla, Twilio Programmable Messaging
no first choiceagainst: Attentive, Mailchimp
DeepSeek V4 FlashCustomer.io
Three alternativesCleverTap, OneSignal, Vero
against: Airship, Attentive, Braze, Iterable, Klaviyo, Postscript
Customer.ioHeld
Three alternativesCourier, OneSignal, Twilio Programmable Messaging
against: Attentive, Braze, Klaviyo, Omnisend, Postscript
OneSignal, Twilio Programmable Messaging
Nine alternativesAirship, Attentive, Braze, CleverTap, Klaviyo, MoEngage, Pushwoosh, SimpleTexting, SlickText
Omnisend, Sender
Two alternativesOneSignal, TextMagic
against: Twilio Programmable Messaging
CleverTap, Customer.io, MoEngage, OneSignalagainst: Airship, Braze, Iterableagainst: Attentive, EZ Texting, Emotive.io, Klaviyo, Push.House, PushGround, RichAds, Springbig, Textedly
Llama 4 Maverickno first choiceCustomer.ioChanged
One alternativeActiveCampaign
no first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashCustomer.io, Veroagainst: BrazeOneSignalChanged
Two alternativesBraze, Twilio Programmable Messaging
against: Airship, Firebase, Salesforce Marketing Cloud
no first choice
Seven alternativesAttentive, Braze, Customer.io, Iterable, Klaviyo, OneSignal, Postscript
OneSignal
Two alternativesOmnisend, SendPulse
Bird, Plivo, Sinch
Three alternativesAirship, Branch, Braze
against: Twilio Studio, Vonage
against: Attentive, OneSignal, PushGround
Kimi K2Customer.io
Two alternativesOneSignal, Vero
against: Iterable
Customer.ioHeld
Two alternativesActiveCampaign, Iterable
against: OneSignal
OneSignal
Eight alternativesAirship, Attentive, Braze, CleverTap, Klaviyo, MoEngage, Postscript, Twilio Programmable Messaging
OneSignal
Six alternativesOmnisend, PushEngage, Sender, Textedly, WonderPush, textbee
against: Twilio Programmable Messaging
Braze
Five alternativesAirship, CleverTap, Iterable, MoEngage, OneSignal
against: Airship, Braze, CleverTap, EZ Texting, Firebase Cloud Messaging, OneSignal, Podium, Textedly
GLM 4.7 FlashXOneSignal
Three alternativesCustomer.io, Pushwoosh, SendPulse
against: Braze
Customer.ioChanged
Four alternativesKnock, OneSignal, SlickText, SuprSend
OneSignal
Nine alternativesAttentive, Braze, CleverTap, Courier, Firebase Cloud Messaging, Mobile Text Alerts, Omnisend, SlickText, Twilio Programmable Messaging
OneSignal
Five alternativesHextom, Omnisend, SendPulse, TextMagic, Twilio Programmable Messaging
no first choiceagainst: Customer.io, Iterable, OneSignal, Pushwoosh
MiniMax M2.5OneSignal
Two alternativesActiveCampaign, Customer.io
against: Attentive, Braze
VeroChanged
Two alternativesCustomer.io, OneSignal
no first choice
Seven alternativesAttentive, Braze, Klaviyo, Omnisend, OneSignal, Postscript, Twilio Programmable Messaging
OneSignal
Three alternativesCourier, Firebase Cloud Messaging, Twilio Programmable Messaging
no first choiceagainst: Emotive
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:18yes67 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:13yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 03:36yes1521 s
Direct recommendationPerplexity Sonarsonar2026-09-15 01:37yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:29yes012 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-14 23:37yes010 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 05:02yes020 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:57yes01 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:23yes041 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:39yes033 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:29yes034 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:28yes027 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 01:04no03 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:37no03 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-15 03:47yes1326 s
ParaphrasePerplexity Sonarsonar2026-09-15 01:00yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 01:08yes011 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-15 03:50yes06 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-14 22:54yes017 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:50yes02 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:34no040 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 01:32yes032 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:49yes020 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 02:18yes038 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 05:02yes1511 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:38yes810 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:44yes2224 s
ComparativePerplexity Sonarsonar2026-09-14 23:54yes2020 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 03:10yes09 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-15 03:51yes07 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 04:25yes048 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:55yes02 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:05yes041 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-15 02:55yes053 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 05:08yes0152 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:15yes010 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 01:30yes67 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-14 23:34yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:26yes3930 s
Budget constrainedPerplexity Sonarsonar2026-09-14 23:41yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:50yes08 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 00:15yes010 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 01:26yes016 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:12yes01 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:19yes044 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:19yes048 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:09yes0124 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:07yes016 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:22no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 00:04no013 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:09yes1425 s
Scale constrainedPerplexity Sonarsonar2026-09-14 22:52yes2013 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:06yes09 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-14 22:52yes07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 01:17yes071 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 04:04yes016 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 00:47no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:40yes050 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:50yes0171 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 23:50no010 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:45yes208 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:16yes55 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:32yes1925 s
Negative framingPerplexity Sonarsonar2026-09-15 00:52yes209 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 01:06yes010 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-15 03:37yes013 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 04:27yes026 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:46yes01 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:55yes045 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-14 22:58yes048 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:26yes053 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:00yes045 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Sinch read as Sinch
Twilio read as Twilio Programmable Messaging
Unresolved, counted raw
APNs
BulkSMS.com
Emotive.io
Heymarket
Push.House
PushAssist
Springbig
TXTImpact / Textedly / EZ Texting
Twilio with AIT guardrails
textbee
Discontinued, still offered
No shut-down product was recommended here.
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