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 · first-choice share
34%
Contested · OneSignal 34%
34Customer.io34OneSignal06Vero26others
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.
The 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
Show the eleven products at 0%, ordered by negative rate
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 fifteen head-to-head pages: the top six products, each against each
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 →
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03
04
05
06
07
08
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10
11
12
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17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01OneSignal34%
OneSignal34%02Customer.io34%
Customer.io34%03Omnisend4%
Omnisend4%04Braze4%
Braze4%05CleverTap2%
CleverTap2%06MoEngage2%
MoEngage2%07Courier0%
Courier0%08Twilio Programmable Messaging0%
Twilio Programmable Messaging0%09ActiveCampaign0%
ActiveCampaign0%10Attentive0%
Attentive0%11Klaviyo0%
Klaviyo0%12SlickText0%
SlickText0%13Pushwoosh0%
Pushwoosh0%14Postscript0%
Postscript0%15SimpleTexting0%
SimpleTexting0%16Airship0%
Airship0%17Iterable0%
Iterable0%What 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 4.20, 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.
Braze34%
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
Iterable42%
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
Airship32%
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
OneSignal12%
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
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
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. 309 links across 129 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 · Courier11 answers · 15 citations · 3 models
vendor site · OneSignal9 answers · 16 citations · 3 models
vendor site · Pushwoosh9 answers · 13 citations · 3 models
vendor site · Klaviyo9 answers · 10 citations · 4 models
vendor site · GetVero7 answers · 11 citations · 3 models
vendor site · EngageLab7 answers · 9 citations · 2 models
vendor site · TextUs7 answers · 7 citations · 2 models
7 answers · 7 citations · 3 models
vendor site · Guideflow6 answers · 9 citations · 3 models
6 answers · 7 citations · 3 models
vendor site · Attentive6 answers · 6 citations · 3 models
6 answers · 6 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.
11 answers · 3 models
7 answers · 3 models
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
5 answers · 3 models
5 answers · 3 models
5 answers · 2 models
5 answers · 2 models
5 answers · 3 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 push notification and sms 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 |
|---|---|---|---|---|---|---|---|---|
| OneSignal onesignal.com | 34% | 322 | 4,400 | 133 | 29,726 | 38 | ||
| Customer.io customer.io | 34% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Vero getvero.com | 6% | 22 | 33,100 | 43,677 | 8,415 | 0 | ||
| Omnisend omnisend.com | 4% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Braze braze.com | 4% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| CleverTap clevertap.com | 2% | 214 | 1,000 | 24 | 20,153 | $12,750 | 20 | |
| MoEngage moengage.com | 2% | 103 | 1,600 | 54 | 13,669 | 6 | ||
| Sender sender.net | 2% | 75 | 9,900 | 10,349 | 69,078 | 13 | 2 | |
| TextMagic textmagic.com | 2% | 62 | 8,100 | 29 | 99,415 | 29 | ||
| SendPulse sendpulse.com | 2% | 19 | 1,600 | 19 | 21,895 | 8 |
Google's top ten for the one searches hold 9 sites; 2 of them are among the sites the models cited here (courier.com, klaviyo.com). The first result for “best mobile push notification and sms marketing platform” is courier.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 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 4.5Verono first choiceChangedno first choiceOmnisend, SendPulseno first choiceagainst: Brevo, CleverTap
Two alternatives
Customer.io, KnockTwo alternatives
Brevo, OneSignalGPT-5.4 miniBrazeagainst: Klaviyo, Mobile Text Alerts, OneSignal, PushEngageCustomer.ioChangedAirship, OneSignalOneSignalno first choicenothing named
One alternative
Customer.ioFour alternatives
Braze, Iterable, OneSignal, Twilio Programmable MessagingThree alternatives
Attentive, Klaviyo, Twilio Programmable MessagingTwo alternatives
SimpleTexting, TextedlyGemini 3.5 FlashCustomer.ioagainst: Braze, IterableCustomer.ioHeldBrazeOneSignalagainst: KlaviyoCustomer.io, OneSignalagainst: Brazeagainst: Airship, Braze, CleverTap, EZ Texting, FCM, Klaviyo, MoEngage, OneSignal, SimpleTexting, Twilio Programmable Messaging
Three alternatives
Courier, Knock, OneSignalFour alternatives
Knock, OneSignal, PushEngage, SalesmsgFive alternatives
Attentive, CleverTap, Courier, Klaviyo, OneSignalThree alternatives
Brevo, Omnisend, PushwooshThree alternatives
Attentive, Iterable, KlaviyoPerplexity SonarCustomer.ioOneSignalChangedOneSignal, PushwooshOneSignalno first choiceagainst: Airship, Braze, Customer.io, Iterable, MoEngage, PushEngage, PushOwl
Two alternatives
ActiveCampaign, CourierTwo alternatives
ActiveCampaign, SakariSix alternatives
Airship, Attentive, Braze, CleverTap, Courier, TextedlyThree alternatives
Courier, EngageLab, Firebase Cloud MessagingGrok 4.20OneSignalagainst: Braze, IterableCustomer.ioChangedOneSignalOneSignalagainst: Airship, Brazeno first choiceagainst: BulkSMS.com, EZ Texting, Pushwoosh, Textedly
Four alternatives
ActiveCampaign, CleverTap, Customer.io, PushwooshThree alternatives
Courier, OneSignal, VeroFive alternatives
Airship, Attentive, Braze, Klaviyo, OmnisendThree alternatives
Courier, Hextom, OmnisendMistral SmallCustomer.ioagainst: Braze, IterableCustomer.ioHeldBraze, OmnisendOneSignal, TextMagicno first choiceagainst: Attentive, Mailchimp
Two alternatives
ActiveCampaign, OneSignalThree alternatives
ActiveCampaign, Braze, KnockEleven alternatives
Airship, Attentive, CleverTap, Iterable, Klaviyo, MoEngage, OneSignal, Postscript, Pushwoosh, SimpleTexting, Twilio Programmable MessagingFive alternatives
Firebase Cloud Messaging, PushEngage, Sender, Textla, Twilio Programmable MessagingDeepSeek V4 FlashCustomer.ioagainst: Airship, Attentive, Braze, Iterable, Klaviyo, PostscriptCustomer.ioHeldagainst: Attentive, Braze, Klaviyo, Omnisend, PostscriptOneSignal, Twilio Programmable MessagingOmnisend, Senderagainst: Twilio Programmable MessagingCleverTap, Customer.io, MoEngage, OneSignalagainst: Airship, Braze, Iterableagainst: Attentive, EZ Texting, Emotive.io, Klaviyo, Push.House, PushGround, RichAds, Springbig, Textedly
Three alternatives
CleverTap, OneSignal, VeroThree alternatives
Courier, OneSignal, Twilio Programmable MessagingNine alternatives
Airship, Attentive, Braze, CleverTap, Klaviyo, MoEngage, Pushwoosh, SimpleTexting, SlickTextTwo alternatives
OneSignal, TextMagicLlama 4 Maverickno first choiceCustomer.ioChangedno first choiceno first choiceno first choicenothing named
One alternative
ActiveCampaignQwen 3.7 FlashCustomer.io, Veroagainst: BrazeOneSignalChangedagainst: Airship, Firebase, Salesforce Marketing Cloudno first choiceOneSignalBird, Plivo, Sinchagainst: Twilio Studio, Vonageagainst: Attentive, OneSignal, PushGround
Two alternatives
Braze, Twilio Programmable MessagingSeven alternatives
Attentive, Braze, Customer.io, Iterable, Klaviyo, OneSignal, PostscriptTwo alternatives
Omnisend, SendPulseThree alternatives
Airship, Branch, BrazeKimi K2Customer.ioagainst: IterableCustomer.ioHeldagainst: OneSignalOneSignalOneSignalagainst: Twilio Programmable MessagingBrazeagainst: Airship, Braze, CleverTap, EZ Texting, Firebase Cloud Messaging, OneSignal, Podium, Textedly
Two alternatives
OneSignal, VeroTwo alternatives
ActiveCampaign, IterableEight alternatives
Airship, Attentive, Braze, CleverTap, Klaviyo, MoEngage, Postscript, Twilio Programmable MessagingSix alternatives
Omnisend, PushEngage, Sender, Textedly, WonderPush, textbeeFive alternatives
Airship, CleverTap, Iterable, MoEngage, OneSignalGLM 4.7 FlashXOneSignalagainst: BrazeCustomer.ioChangedOneSignalOneSignalno first choiceagainst: Customer.io, Iterable, OneSignal, Pushwoosh
Three alternatives
Customer.io, Pushwoosh, SendPulseFour alternatives
Knock, OneSignal, SlickText, SuprSendNine alternatives
Attentive, Braze, CleverTap, Courier, Firebase Cloud Messaging, Mobile Text Alerts, Omnisend, SlickText, Twilio Programmable MessagingFive alternatives
Hextom, Omnisend, SendPulse, TextMagic, Twilio Programmable MessagingMiniMax M2.5OneSignalagainst: Attentive, BrazeVeroChangedno first choiceOneSignalno first choiceagainst: Emotive
Two alternatives
ActiveCampaign, Customer.ioTwo alternatives
Customer.io, OneSignalSeven alternatives
Attentive, Braze, Klaviyo, Omnisend, OneSignal, Postscript, Twilio Programmable MessagingThree alternatives
Courier, Firebase Cloud Messaging, Twilio Programmable MessagingBold 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 | 2026-09-14 23:18 | yes | 6 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:13 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:36 | yes | 15 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:37 | yes | 20 | 6 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) | 2026-09-14 23:29 | yes | 0 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:37 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:02 | yes | 0 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:57 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:23 | yes | 0 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:39 | yes | 0 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:29 | yes | 0 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:28 | yes | 0 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:04 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:37 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:47 | yes | 13 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:00 | yes | 20 | 6 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 01:08 | yes | 0 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:50 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 22:54 | yes | 0 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:50 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:34 | no | 0 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:32 | yes | 0 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:49 | yes | 0 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:18 | yes | 0 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:02 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:38 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:44 | yes | 22 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:54 | yes | 20 | 20 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 03:10 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:51 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:25 | yes | 0 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:55 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:05 | yes | 0 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:55 | yes | 0 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:08 | yes | 0 | 152 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:15 | yes | 0 | 10 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:30 | yes | 6 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:34 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:26 | yes | 39 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:41 | 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) | 2026-09-15 02:50 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:15 | yes | 0 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:26 | yes | 0 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:12 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:19 | yes | 0 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:19 | yes | 0 | 48 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:09 | yes | 0 | 124 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:07 | yes | 0 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:22 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:04 | no | 0 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:09 | yes | 14 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 22:52 | yes | 20 | 13 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 02:06 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:52 | yes | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:17 | yes | 0 | 71 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:04 | yes | 0 | 16 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:47 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:40 | yes | 0 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:50 | yes | 0 | 171 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:50 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:45 | yes | 20 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:16 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:32 | yes | 19 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:52 | yes | 20 | 9 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 01:06 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:37 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:27 | yes | 0 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:46 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:55 | yes | 0 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:58 | yes | 0 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:26 | yes | 0 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:00 | yes | 0 | 45 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
Sinch read as Sinch
Twilio read as Twilio Programmable Messaging
Unresolved, counted raw
APNs
BulkSMS.com
Emotive.io
Push.House
PushAssist
Springbig
Twilio with AIT guardrails
textbee
Discontinued, still offered
No shut-down product was recommended here.