Mobile marketing and push for small business buyers
Asked as “mobile push notification and SMS marketing platform”, and as “push and SMS messaging tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
67%
Clear leader
67OneSignal07Brevo05Omnisend20others
67% of first choices, clear leader.
Since September 2026▲+8Since September 2026: 59% → 67%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.OneSignal held the lead, +8 points on 59%, 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
OneSignal67%Clear leader▲+8Since September 2026: 59% → 67%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketOneSignal45%Clear leader▲+11Since September 2026: 34% → 45%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Braze49%Clear leader▲+7Since September 2026: 42% → 49%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
OneSignal67%Clear leader▲+8Since September 2026: 59% → 67%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketOneSignal45%Clear leader▲+11Since September 2026: 34% → 45%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseBraze49%Clear leader▲+7Since September 2026: 42% → 49%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01OneSignal67%6%68endorsed leader▲+8Since September 2026: 59% → 67%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.59% → 67%
OneSignal67%6%68endorsed leader▲+8Since September 2026: 59% → 67%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.59% → 67%02
Brevo7%0%14accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
Brevo7%0%14accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%03
Omnisend5%12%25accepted challenger▲+1Since September 2026: 6% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%
Omnisend5%12%25accepted challenger▲+1Since September 2026: 6% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%04
Customer.io4%6%17accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Customer.io4%6%17accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%05
SendPulse4%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
SendPulse4%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%06
SimpleTexting2%4%27accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
SimpleTexting2%4%27accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%07
Klaviyo2%27%30criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Klaviyo2%27%30criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%08
Courier2%10%10accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Courier2%10%10accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%09
Twilio Programmable Messaging2%50%24criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Twilio Programmable Messaging2%50%24criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%10Braze2%75%24criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Braze2%75%24criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the eight products at 0%, ordered by negative rate
17
Airship0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Airship0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%18
Attentive0%56%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Attentive0%56%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%15
SlickText0%27%15criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
SlickText0%27%15criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%14
Pushwoosh0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Pushwoosh0%21%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Postscript0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Postscript0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%16
Textedly0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Textedly0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
PushEngage0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
PushEngage0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
TextMagic0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
TextMagic0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
OneSignal vs OmnisendOneSignal vs KlaviyoOneSignal vs Twilio Programmable MessagingOneSignal vs AirshipCustomer.io vs BrazeCustomer.io vs PushwooshCustomer.io vs OmnisendCustomer.io vs KlaviyoCustomer.io vs Twilio Programmable MessagingCustomer.io vs AirshipBraze vs PushwooshBraze vs OmnisendBraze vs KlaviyoBraze vs Twilio Programmable MessagingBraze vs AirshipPushwoosh vs OmnisendPushwoosh vs KlaviyoPushwoosh vs Twilio Programmable MessagingPushwoosh vs AirshipOmnisend vs KlaviyoOmnisend vs Twilio Programmable MessagingOmnisend vs AirshipKlaviyo vs Twilio Programmable MessagingKlaviyo vs AirshipTwilio Programmable Messaging vs Airship
One product takes 67% of first choices here, so the chart would put seventeen 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. Six 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. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Attentive56%
14 of 25 labels negative · 11 of 14 models · 8 hard negative
“SMS Marketing Platforms to Avoid ... **Attentive** - **User Complaints:** High-priced, limited functionality, poor reporting” GLM 4.7 FlashX, negative prompt
Braze75%
18 of 24 labels negative · 11 of 14 models · 1 hard negative
“these platforms are massive overkill” Gemini 3.5 Flash, negative prompt
Twilio Programmable Messaging50%
12 of 24 labels negative · 8 of 14 models · 5 hard negative
“Twilio is **not an out-of-the-box marketing platform**... a small business without in-house developers will have to pay thousands of dollars to an outside agency” Gemini 3.5 Flash, negative prompt
Airship62%
10 of 16 labels negative · 8 of 14 models · 1 hard negative
“Enterprise-Only Cross-Channel Engines... these platforms are massive overkill” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1258 links across 238 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 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 · OneSignal39 answers · 90 citations · 13 models
vendor site · Courier39 answers · 47 citations · 12 models
39 answers · 39 citations · 11 models
vendor site · Guideflow35 answers · 41 citations · 11 models
vendor site · Viasocket33 answers · 54 citations · 11 models
31 answers · 61 citations · 12 models
vendor site · Attentive28 answers · 32 citations · 11 models
27 answers · 30 citations · 8 models
21 answers · 28 citations · 9 models
vendor site · Salesmessage21 answers · 24 citations · 11 models
vendor site · Pushwoosh20 answers · 36 citations · 10 models
vendor site · Vibes19 answers · 20 citations · 11 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.
39 answers · 11 models
36 answers · 12 models
32 answers · 11 models
26 answers · 10 models
20 answers · 9 models
19 answers · 11 models
18 answers · 10 models
18 answers · 10 models
18 answers · 9 models
17 answers · 10 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 | 67% | 330 | 4,400 | 133 | 29,726 | 38 | ||
| Brevo brevo.com | 7% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | 3 |
| Omnisend omnisend.com | 5% | 185 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Customer.io customer.io | 4% | 187 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| SendPulse sendpulse.com | 4% | 51 | 1,600 | 19 | 21,895 | 8 | ||
| SimpleTexting simpletexting.com | 2% | 116 | 18,100 | 66 | 110,549 | $1,355 | 76 | |
| Klaviyo klaviyo.com | 2% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 7 |
| Courier courier.com | 2% | 32 | 74,000 | 39,035 | 7,809 | 5 | 1 | |
| ActiveCampaign activecampaign.com | 2% | 445 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Firebase Cloud Messaging | 2% | 1,000 | 32 |
Google's top ten for the one searches hold 9 sites; 2 of them are among the sites the models cited here (courier.com, learn.g2.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 small B2B company?”Paraphrase“Which push and SMS messaging tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top mobile push and SMS marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best mobile push notification and SMS marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 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 a small business avoid or be cautious about?”
Claude Haiku 4.5ActiveCampaignFirebase Cloud Messaging, Twilio Programmable MessagingChangedagainst: BrazeOneSignalagainst: AirshipOmnisend, OneSignalOneSignalagainst: Airship, Attentive, Braze, Firebase Cloud Messaging, Klaviyo, MoEngage, Omnisend, PushBots, SMS.com, TextUs, Textla
Four alternatives
Customer.io, Mobile Text Alerts, OneSignal, SlickTextTwo alternatives
OneSignal, PlivoSeven alternatives
Firebase Cloud Messaging, Klaviyo, Omnisend, SimpleTexting, SlickText, TextMagic, WonderPushThree alternatives
SendPulse, SimpleTexting, TextedlyGPT-5.4 miniOneSignalagainst: AttentiveOneSignalHeldOneSignalagainst: Airship, BrazeOneSignalagainst: Vibesno first choiceagainst: 360 SMS App / SMS360, Attentive, Emotive, HeroSMS / MobileSMS-style number-based SMS tools, Infobip
Three alternatives
Braze, Customer.io, SendPulseOne alternative
Twilio Programmable MessagingTwo alternatives
Customer.io, KlaviyoOne alternative
Twilio Programmable MessagingGemini 3.5 FlashCustomer.ioagainst: BrazeBrevoChangedOneSignalOneSignalagainst: Firebase Cloud Messaging, Twilio Programmable MessagingOneSignalagainst: Braze, Salesforce Marketing Cloudagainst: Airship, Attentive, Braze, CleverTap, Klaviyo, Twilio Programmable Messaging
Five alternatives
ActiveCampaign, Brevo, Courier, OneSignal, SakariTwo alternatives
Customer.io, OneSignalThree alternatives
Brevo, Omnisend, SimpleTextingThree alternatives
Brevo, Pushwoosh, WonderPushFive alternatives
Attentive, Customer.io, EZ Texting, Klaviyo, SimpleTextingPerplexity SonarOneSignalagainst: AttentiveOneSignalHeldOneSignalagainst: Airship, MoEngageOneSignalno first choiceagainst: Airship, Amazon SNS, Braze, CleverTap, Firebase Cloud Messaging, Listrak, MagicBell, PushEngage, Twilio Programmable Messaging
Two alternatives
Brevo, CourierThree alternatives
ActiveCampaign, Customer.io, Twilio Programmable MessagingTwo alternatives
PushEngage, SendPulseTwo alternatives
Attentive, SenderGrok 4.1 FastOneSignalagainst: Braze, Hextom, Twilio Programmable MessagingOneSignalHeldOneSignal, SimpleTextingagainst: Braze, Customer.io, Twilio Programmable MessagingOneSignalOneSignalagainst: Attentive, Courier, EZ Texting, EngageLab, Klaviyo, OneSignal, Postscript, Pushwoosh, SimpleTexting, SlickText, Textedly, Twilio Programmable Messaging
Three alternatives
Customer.io, Omnisend, SimpleTextingThree alternatives
ActiveCampaign, Brevo, Twilio Programmable MessagingFive alternatives
EZ Texting, Omnisend, PushEngage, SendPulse, TextedlyThree alternatives
EZ Texting, Omnisend, PushwooshFive alternatives
Airship, Attentive, Klaviyo, Knock, PushwooshMistral SmallOneSignalOmnisendChangedOneSignal, PushEngageagainst: Airship, BrazeOneSignal, SendPulseno first choiceagainst: Attentive, EZ Texting, SlickText
Two alternatives
Omnisend, SendPulseOne alternative
InsiderTwo alternatives
Attentive, TextedlyOne alternative
BrevoDeepSeek V4 FlashOneSignalBrevoChangedOmnisend, OneSignalagainst: Firebase Cloud MessagingOneSignalOneSignalagainst: Airship, Brazeagainst: Attentive, Maestra, OneSignal, PushAlert, SlickText, Textedly
Four alternatives
Courier, Klaviyo, SimpleTexting, SlickTextTwo alternatives
OneSignal, SimpleTextingFour alternatives
Brevo, Klaviyo, Pushwoosh, SimpleTextingThree alternatives
Omnisend, Pushwoosh, TextMagicFour alternatives
Attentive, CleverTap, Pushwoosh, SendPulseLlama 4 MaverickCourierKlaviyoChangedno first choiceOneSignalno first choicenothing named
Two alternatives
Customer.io, WisepopsTwo alternatives
MailUp, OmnisendTwo alternatives
Bird, IterableQwen 3.7 FlashCustomer.io, OneSignalagainst: Attentive, Klaviyo, PostscriptOneSignalChangedOmnisend, Postscriptagainst: Twilio Programmable MessagingOneSignalagainst: Braze, Klaviyo, Salesforce Marketing CloudBraze, OneSignalagainst: Adobe Experience Cloud, Salesforce Marketing Cloudagainst: OneSignal, Plivo
Three alternatives
Airship, HubSpot, Twilio Programmable MessagingTwo alternatives
PushEngage, SakariTwo alternatives
OneSignal, SimpleTextingThree alternatives
Omnisend, SlickText, WebpushrTwo alternatives
Postscript, SegmentKimi K2OneSignalagainst: Attentive, Twilio Programmable MessagingOneSignalHeldOneSignalOneSignalagainst: Firebase Cloud MessagingOneSignalagainst: Attentive, Braze, Klaviyoagainst: Airship, Attentive, Braze, CleverTap, Emotive, Iterable, MoEngage, Twilio Programmable Messaging
Four alternatives
HighLevel, Klaviyo, Sakari, SimpleTextingFive alternatives
ActiveCampaign, Customer.io, Salesmsg, SimpleTexting, TextMagicFour alternatives
Klaviyo, Postscript, SimpleTexting, TextedlyThree alternatives
SimpleTexting, SlickText, TextedlyFour alternatives
Census, Customer.io, Hightouch, PostscriptGLM 4.7 FlashXOneSignalagainst: BrazeOneSignalHeldagainst: Klaviyo, OmnisendOneSignalagainst: Airship, Braze, IterableOneSignalno first choiceagainst: Attentive, Azure AD Notifications, Bhash SMS, Braze, Pushwoosh, SMS.to
Three alternatives
ActiveCampaign, SimpleTexting, TextMagicFour alternatives
Attentive, Customer.io, Postscript, TextMagicTwo alternatives
Courier, SendPulseMiniMax M2.5Brevo, OneSignalOneSignal, SendPulseChangedOneSignal, TextMagicOmnisendno first choiceagainst: Bird, TextMagic, Twilio Programmable Messaging
Two alternatives
Courier, Customer.ioFive alternatives
Attentive, Klaviyo, PushEngage, Pushwoosh, Twilio Programmable MessagingTwo alternatives
SendPulse, WonderPushGPT-6 LunaOneSignalBrevoChangedKlaviyo, OneSignalOneSignalno first choiceagainst: OneSignal, Pushwoosh, Twilio Programmable Messaging
Two alternatives
Customer.io, SalesmsgOne alternative
OneSignalThree alternatives
Attentive, Customer.io, PostscriptOne alternative
BrevoMuse Glimmer 30BOneSignalagainst: Braze, Iterable, Klaviyo, OmnisendSimpleTextingChangedagainst: Twilio Programmable MessagingOneSignal, SimpleTextingOneSignalno first choiceagainst: Attentive, SlickText, Yotpo SMS / Yotpo Subscriptions
Two alternatives
TextMagic, Twilio Programmable MessagingTwo alternatives
Courier, OneSignalSix alternatives
EZ Texting, Klaviyo, Omnisend, Postscript, Pushwoosh, SlickTextTwo alternatives
Brevo, TextedlyBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 10:36 | yes | 16 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:21 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:06 | yes | 28 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:34 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:16 | yes | 20 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:27 | yes | 11 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:25 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:05 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:44 | yes | 8 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:44 | yes | 24 | 45 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:21 | yes | 19 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:59 | yes | 13 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:44 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:54 | yes | 20 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:22 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:04 | yes | 17 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:09 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:32 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:45 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:44 | yes | 25 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:18 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:23 | yes | 13 | 82 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:56 | yes | 23 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:02 | yes | 19 | 91 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:02 | yes | 15 | 65 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:03 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 20 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:36 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:43 | yes | 25 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 14:05 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:32 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:56 | yes | 22 | 66 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:14 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:26 | yes | 19 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:44 | yes | 20 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:23 | yes | 24 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:01 | yes | 17 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:05 | yes | 5 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:00 | yes | 25 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:48 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:19 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:12 | yes | 19 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:48 | yes | 19 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:18 | yes | 19 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:07 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:19 | yes | 23 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 24 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:27 | yes | 25 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:23 | yes | 20 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:02 | yes | 22 | 42 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:19 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:25 | yes | 21 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:10 | yes | 16 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:04 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 11 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:05 | yes | 18 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:22 | yes | 13 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:25 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:55 | yes | 25 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:25 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:06 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:29 | no | 0 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:11 | yes | 14 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:52 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:09 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:54 | yes | 15 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | yes | 33 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:23 | yes | 6 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:34 | yes | 27 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:38 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:42 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:41 | yes | 8 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:57 | yes | 24 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:59 | yes | 25 | 93 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:59 | yes | 25 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:27 | yes | 20 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:55 | yes | 5 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:01 | yes | 24 | 36 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
Twilio read as Twilio Programmable Messaging
Twilio (direct/CPaaS) read as Twilio Programmable Messaging
Unresolved, counted raw
360 SMS App / SMS360
Azure AD Notifications
HeroSMS / MobileSMS-style number-based SMS tools
PitchPrfct
PushBots
SMS.com
SMS.to
VWO Engage / PushCrew
Wisepops
Yotpo SMS / Yotpo Subscriptions
Discontinued, still offered
No shut-down product was recommended here.