Mobile marketing and push for enterprise buyers
Asked as “mobile push notification and SMS marketing platform”, and as “push and SMS messaging tool”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
55%
Clear leader
55Braze15OneSignal09Twilio Programmable Messaging21others
55% of first choices, clear leader.
Since October 2026▲+6Since October 2026: 49% → 55%, +6 points. Inside the 11-point floor: within noise.Braze held the lead, +6 points on 49%, inside the 11-point floor.
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.
Small business
OneSignal51%Clear leader▼−16Since October 2026: 67% → 51%, −16 points. Past the 11-point floor: movement.Standing →Mid-marketOneSignal44%Clear leader▼−1Since October 2026: 45% → 44%, −1 point. Inside the 11-point floor: within noise.Standing →Enterprise
Braze55%Clear leader▲+6Since October 2026: 49% → 55%, +6 points. Inside the 11-point floor: within noise.This page
OneSignal51%Clear leader▼−16Since October 2026: 67% → 51%, −16 points. Past the 11-point floor: movement.Standing →Mid-marketOneSignal44%Clear leader▼−1Since October 2026: 45% → 44%, −1 point. Inside the 11-point floor: within noise.Standing →EnterpriseBraze55%Clear leader▲+6Since October 2026: 49% → 55%, +6 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Braze55%13%71endorsed leader▲+6Since October 2026: 49% → 55%, +6 points. Inside the 11-point floor: within noise.49% → 55%
Braze55%13%71endorsed leader▲+6Since October 2026: 49% → 55%, +6 points. Inside the 11-point floor: within noise.49% → 55%02OneSignal15%23%53accepted challenger▲+5Since October 2026: 10% → 15%, +5 points. Inside the 11-point floor: within noise.10% → 15%
OneSignal15%23%53accepted challenger▲+5Since October 2026: 10% → 15%, +5 points. Inside the 11-point floor: within noise.10% → 15%03
Twilio Programmable Messaging9%45%31criticized challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
Twilio Programmable Messaging9%45%31criticized challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%04
Airship6%12%48accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%
Airship6%12%48accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%05
Pushwoosh2%30%10criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Pushwoosh2%30%10criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the eight products at 0%, ordered by negative rate
13
Klaviyo0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Klaviyo0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Attentive0%33%30criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Attentive0%33%30criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Salesforce Marketing Cloud0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Salesforce Marketing Cloud0%16%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
CleverTap0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
CleverTap0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Iterable0%11%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Iterable0%11%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
MoEngage0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MoEngage0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Vibes0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Vibes0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Customer.io0%0%11accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Customer.io0%0%11accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 headHead-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
OneSignal vs BrevoOneSignal vs Firebase Cloud MessagingOneSignal vs Twilio Programmable MessagingOneSignal vs SimpleTextingCustomer.io vs BrazeCustomer.io vs OmnisendCustomer.io vs BrevoCustomer.io vs Firebase Cloud MessagingCustomer.io vs Twilio Programmable MessagingCustomer.io vs SimpleTextingBraze vs OmnisendBraze vs BrevoBraze vs Firebase Cloud MessagingBraze vs Twilio Programmable MessagingBraze vs SimpleTextingOmnisend vs BrevoOmnisend vs Firebase Cloud MessagingOmnisend vs Twilio Programmable MessagingOmnisend vs SimpleTextingBrevo vs Firebase Cloud MessagingBrevo vs Twilio Programmable MessagingBrevo vs SimpleTextingFirebase Cloud Messaging vs Twilio Programmable MessagingFirebase Cloud Messaging vs SimpleTextingTwilio Programmable Messaging vs SimpleTexting
One product takes 55% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Twilio Programmable Messaging45%
14 of 31 labels negative · 9 of 14 models · 2 hard negative
“Platforms to avoid: Twilio (as a standalone marketing tool), generic SMS API providers.” GLM 4.7 FlashX, negative prompt
Braze13%
9 of 71 labels negative · 8 of 14 models · 4 hard negative
“Status: HIGH RISK - Avoid or Implement Strict Controls" ... "I would not pick Braze if 'predictable total cost' means you want a simple, easy-to-estimate bill” Muse Glimmer 30B, negative prompt
Attentive33%
10 of 30 labels negative · 8 of 14 models · 1 hard negative
“Platforms to avoid: Attentive and Postscript (specifically for complex enterprise needs).” GLM 4.7 FlashX, negative prompt
OneSignal23%
12 of 53 labels negative · 7 of 14 models · 4 hard negative
“OneSignal (Strongly cautious for true enterprises; often labeled a "criticized challenger") ... Why avoid for large-scale use” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 899 links across 233 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 50 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · OneSignal48 answers · 86 citations · 13 models
vendor site · Braze40 answers · 62 citations · 12 models
33 answers · 62 citations · 10 models
publisher (Gane)28 answers · 29 citations · 10 models
vendor site · Vibes26 answers · 26 citations · 10 models
vendor site · SuprSend25 answers · 34 citations · 8 models
vendor site · GetVero19 answers · 25 citations · 11 models
vendor site · TrueDialog19 answers · 19 citations · 10 models
vendor site · Courier15 answers · 18 citations · 7 models
vendor site · Airship13 answers · 25 citations · 7 models
vendor site · SlickText12 answers · 16 citations · 7 models
vendor site · Twilio11 answers · 21 citations · 8 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.
30 answers · 10 models
29 answers · 10 models
25 answers · 10 models
24 answers · 10 models
15 answers · 9 models
15 answers · 7 models
15 answers · 9 models
15 answers · 9 models
12 answers · 5 models
12 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Braze braze.com | 55% | 540 | 27,100 | 6,395 | 55,552 | $13,112 | 59 |
| OneSignal onesignal.com | 15% | 322 | 4,400 | 133 | 29,726 | 38 | |
| Twilio parent site Twilio Programmable Messaging 9%, Twilio Engage 0% | 9% | 215 | 135,000 | 4,343 | |||
| Airship airship.com | 6% | 169 | 22,200 | 3,093 | 23,006 | 7 | |
| AlertMedia alertmedia.com | 4% | 6 | |||||
| Staffbase staffbase.com | 4% | 6 | 1,900 | 46 | 36,256 | 44 | |
| Pushwoosh pushwoosh.com Pushwoosh 2%, Pushwoosh Omnichannel 2% | 4% | 51 | 170 | 4 | 4,463 | 1 | |
| EngageLab engagelab.com | 2% | 4 | |||||
| Iterable iterable.com | 0% | 136 | 9,900 | 6,286 | 11,545 | $64,478 | 37 |
| MoEngage moengage.com | 0% | 103 | 1,600 | 54 | 13,669 | 6 |
Google's top ten for the one searches hold 9 sites; 1 of them are among the sites the models cited here (courier.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 an enterprise B2B company?”Paraphrase“Which push and SMS messaging tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade 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 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 push notification and SMS marketing platform. What should we look at?”Negative“Which mobile push and SMS marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BrazeBrazeHeldAirship, Brazeagainst: Twilio Programmable MessagingEngageLabno first choiceagainst: Apple, Braze, Google, Listrak, SimpleTexting
Three alternatives
Airship, Customer.io, IterableThree alternatives
Airship, AlertMedia, SlickTextTwo alternatives
Attentive, IterableFour alternatives
Airship, Braze, PitchPrfct, WonderPushGPT-5.4 miniBrazeagainst: SAP Marketing CloudTwilio Programmable MessagingChangedagainst: OneSignalAirship, Brazeagainst: OneSignalBrazeno first choiceagainst: Attentive, Klaviyo, OneSignal, Textedly, Textline
Two alternatives
Airship, Salesforce Marketing CloudOne alternative
BrazeTwo alternatives
Batch, CleverTapTwo alternatives
Customer.io, OneSignalGemini 3.5 FlashBrazeAlertMediaChangedBrazeOneSignalBrazeagainst: Attentiveagainst: Brevo, Klaviyo, Omnisend, Postscript, SMSBump, SimpleTexting, SlickText, TextMagic
Four alternatives
Customer.io, Iterable, Salesforce Marketing Cloud, Twilio Programmable MessagingFive alternatives
Braze, Everbridge Critical Event Management, OneSignal, Staffbase, Twilio Programmable MessagingFive alternatives
Airship, CleverTap, Iterable, OneSignal, Salesforce Marketing CloudFour alternatives
AWS Pinpoint, Braze, CleverTap, MoEngageFive alternatives
Airship, CleverTap, Iterable, MoEngage, OneSignalPerplexity SonarBrazeBrazeHeldAirship, Brazeagainst: Firebase Cloud Messaging, OneSignalOneSignalagainst: Airship, Brazeno first choiceagainst: Airship, Amazon SNS, Attentive, Braze, CleverTap, Iterable, Klaviyo, MoEngage, Omnisend, OneSignal, Postscript, Pusher Beams, Pushwoosh, SimpleTexting, SlickText, Telnyx, Twilio Programmable Messaging, Vonage
Two alternatives
Airship, OneSignalFour alternatives
Airship, Interact Software, TrueDialog, Twilio Programmable MessagingSix alternatives
Attentive, Iterable, MoEngage, SAP Emarsys, Salesforce Marketing Cloud, VibesOne alternative
PushwooshGrok 4.20Brazeagainst: ActiveCampaign, Attentive, CleverTap, Knock, MoEngageTwilio Programmable MessagingChangedBrazeagainst: Klaviyo, OneSignal, TextMagicAirshipagainst: Bloomreach, FCM, OneSignal, Plivo, PushEngage, SAP Emarsys, Twilio Programmable Messagingno first choiceagainst: Attentive, Twilio Programmable Messagingagainst: Attentive, Klaviyo, OneSignal, Postscript, Twilio Programmable Messaging
Three alternatives
Customer.io, Iterable, OneSignalSix alternatives
Airship, AlertMedia, Braze, Everbridge, OnSolve, OneSignalSix alternatives
Attentive, Bloomreach, CleverTap, Salesforce Marketing Cloud, Twilio Programmable Messaging, VibesThree alternatives
Braze, CleverTap, MoEngageThree alternatives
Airship, Braze, OneSignalMistral SmallAirship, BrazeBrazeChangedBrazeagainst: Firebase Cloud Messaging, Twilio Programmable MessagingAirshipno first choiceagainst: Airship, Attentive, Braze, Twilio Programmable Messaging
Two alternatives
Salesforce Marketing Cloud, VibesOne alternative
Twilio Programmable MessagingEight alternatives
ActiveCampaign, Airship, Attentive, CleverTap, Iterable, MoEngage, OneSignal, SinchTwo alternatives
Braze, Twilio EngageDeepSeek V4 FlashBrazeagainst: Salesforce Marketing CloudTwilio Programmable MessagingChangedAirship, Brazeagainst: Salesforce Marketing Cloud, Twilio Programmable MessagingOneSignalagainst: AWS End User Messaging, Braze, Twilio Programmable Messagingno first choiceagainst: Firebase Cloud Messagingagainst: Attentive, Bird, Firebase Cloud Messaging, Klaviyo, OneSignal, Postscript, Pushwoosh, Sinch, Twilio Programmable Messaging, WebPush
Two alternatives
Iterable, OneSignalTwo alternatives
Airship, OneSignalTwo alternatives
CleverTap, OneSignalOne alternative
AirshipLlama 4 MaverickBrazeBrazeHeldno first choiceBrazeBrazeagainst: Airship, Braze
Three alternatives
TrueDialog, Twilio Programmable Messaging, VibesThree alternatives
Airship, Attentive, OneSignalQwen 3.7 FlashBrazeStaffbaseChangedagainst: Microsoft Teams, SlackBrazeBrazeno first choiceagainst: Adobe Journey Optimizer, Apple Business Chat / RCS via WhatsApp Business API, Firebase Cloud Messaging, OneSignal, Pushwoosh, Salesforce Marketing Cloud (SFMC) - specifically the Mobile Connect module, Twilio Programmable Messaging
Two alternatives
Airship, OneSignalTwo alternatives
Everbridge, HubEngageSix alternatives
Adobe Journey Optimizer, Attentive, Insider, Iterable, MoEngage, Salesforce Marketing CloudTwo alternatives
Airship, MoEngageKimi K2BrazeAlertMediaChangedagainst: EverbridgeBrazeOneSignalagainst: Airship, Braze, Iterableno first choiceagainst: Attentive, BhashSMS, Fast2SMS, Klaviyo SMS, MSG91, OneSignal, Postscript, SMSGlobal, Twilio Programmable Messaging
Three alternatives
Airship, Iterable, OneSignalThree alternatives
Braze, OneSignal, StaffbaseSix alternatives
Airship, Attentive, Iterable, Klaviyo, MoEngage, OneSignalTwo alternatives
Pushwoosh, VibesGLM 4.7 FlashXBrazeagainst: CleverTap, IterableBrazeHeldBrazePushwooshno first choiceagainst: Attentive, MSG91, Postscript, Twilio Programmable Messaging
One alternative
OneSignalTwo alternatives
OneSignal, Twilio Programmable MessagingFour alternatives
Attentive, CleverTap, Klaviyo, SinchFour alternatives
CleverTap, Klaviyo, OneSignal, VibesMiniMax M2.5Braze, OneSignalagainst: Salesforce Marketing CloudTwilio Programmable MessagingChangedAirship, BrazeBraze, OneSignalno first choicenothing named
Two alternatives
Attentive, Twilio Programmable MessagingThree alternatives
Airship, Bird, TrueDialogSeven alternatives
Attentive, CleverTap, Klaviyo, OneSignal, Pushwoosh, Salesforce Marketing Cloud, Twilio Programmable MessagingTwo alternatives
Kudosity, TrueDialogGPT-6 LunaBrazeStaffbaseChangedAirship, Braze, IterableOneSignalagainst: Brazeno first choiceagainst: OneSignal, Twilio Programmable Messaging
Three alternatives
Iterable, OneSignal, Salesforce Marketing CloudFour alternatives
Adobe Journey Optimizer, Attentive, MoEngage, Salesforce Marketing CloudOne alternative
Customer.ioMuse Glimmer 30BBrazeBrazeHeldBrazeagainst: Adobe Journey Optimizer, Adobe Marketo EngagePushwoosh Omnichannelagainst: Twilio SMSno first choiceagainst: Airship, Braze
Three alternatives
Insider, Iterable, Salesforce Marketing CloudTwo alternatives
Airship, Twilio Programmable MessagingEight alternatives
Attentive, Bloomreach, CleverTap, Insider, Iterable, MoEngage, OneSignal, Salesforce Marketing CloudTwo alternatives
Airship, BrazeBold 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.
Eighty-four 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 | 2026-11-01 11:02 | yes | 19 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:50 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:51 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:11 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:55 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:50 | yes | 16 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:04 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:16 | yes | 10 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 24 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | yes | 8 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:08 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:04 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:35 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 14 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:21 | yes | 22 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:32 | yes | 5 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:10 | yes | 19 | 59 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:46 | yes | 10 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 5 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:19 | yes | 1 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:26 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:22 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:56 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 8 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:09 | yes | 15 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:58 | yes | 25 | 63 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:47 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:10 | yes | 9 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:22 | yes | 19 | 83 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 25 | 65 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:21 | yes | 14 | 80 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:12 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:03 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:20 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:33 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:05 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:10 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:37 | yes | 21 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 20 | 13 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 23 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:45 | yes | 22 | 113 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:43 | yes | 22 | 77 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 10 | 62 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:14 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:09 | yes | 23 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:44 | yes | 18 | 18 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:42 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:09 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:56 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:02 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 24 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:32 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 18 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 23 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:18 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:38 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:33 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:19 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:37 | no | 0 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:31 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:12 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:13 | yes | 15 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:43 | yes | 24 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:29 | yes | 23 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:13 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 21 | 27 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Sinch read as Sinch
Twilio read as Twilio Programmable Messaging
Twilio (Engage / Segment + Programmable Messaging) read as Twilio Programmable Messaging
Twilio (Programmable Messaging) read as Twilio Programmable Messaging
Twilio (Programmable Messaging/SMS, with push via integrations like Segment or Engage) read as Twilio Programmable Messaging
Twilio (Programmable SMS) read as Twilio Programmable Messaging
Unresolved, counted raw
AWS Pinpoint
Apple Business Chat / RCS via WhatsApp Business API
DeskAlerts
Everbridge Critical Event Management (CEM)
Google (FCM)
Interact Software
Notify
OnSolve
Pushwoosh Omnichannel
Salesforce Marketing Cloud (SFMC) - specifically the Mobile Connect module
Twilio SMS
WebPush
indigitall
Discontinued, still offered
No shut-down product was recommended here.