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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
59%
OneSignalClear leader
59OneSignal07ActiveCampaign06Klaviyo28others
59% of first choices, clear leader.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the ten 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
One product takes 59% of first choices here, so the chart would put eighteen 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. Seven products carry a negative rate above 25% in this category.
What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Braze68%
13 of 19 labels negative · 7 of 12 models · 4 hard negative
“Skip enterprise platforms like Braze, Iterable, or Airship unless you have enterprise budgets” DeepSeek V4 Flash, scale prompt
Twilio Programmable Messaging50%
10 of 20 labels negative · 7 of 12 models · 2 hard negative
“Examples to avoid (unless you have a software engineer): Twilio, Bandwidth, Telnyx, Sinch” Gemini 3.5 Flash, negative prompt
Attentive67%
8 of 12 labels negative · 6 of 12 models · 5 hard negative
“Tools like Attentive, MoEngage, or certain high-end tiers of enterprise CRMs are built for brands doing $5M–$100M+ in revenue.” Qwen 3.7 Flash, negative prompt
Airship70%
7 of 10 labels negative · 5 of 12 models · 5 hard negative
“enterprise push platforms like Braze/Airship (overkill cost and lock-in for SMB scale)” DeepSeek V4 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
22 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. 325 links across 126 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 · OneSignal12 answers · 24 citations · 3 models
vendor site · Courier10 answers · 12 citations · 3 models
vendor site · Pushwoosh8 answers · 13 citations · 3 models
vendor site · EngageLab8 answers · 10 citations · 3 models
vendor site · GetVero8 answers · 10 citations · 3 models
8 answers · 8 citations · 3 models
vendor site · Guideflow7 answers · 10 citations · 3 models
vendor site · Klaviyo7 answers · 8 citations · 2 models
vendor site · Constant Contact7 answers · 7 citations · 2 models
vendor site · TXTImpact7 answers · 7 citations · 2 models
6 answers · 7 citations · 3 models
vendor site · Viasocket6 answers · 6 citations · 3 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.
10 answers · 3 models
8 answers · 3 models
7 answers · 2 models
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 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 | 59% | 322 | 4,400 | 133 | 29,726 | 38 | ||
| ActiveCampaign activecampaign.com | 7% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 | |
| Omnisend omnisend.com | 6% | 199 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Klaviyo klaviyo.com | 6% | 365 | 90,500 | 1,560 | 200,057 | $572 | 20 | 7 |
| SimpleTexting simpletexting.com | 4% | 138 | 18,100 | 66 | 110,549 | $1,355 | 76 | |
| Courier courier.com | 4% | 11 | 74,000 | 39,035 | 7,809 | 5 | 1 | |
| Brevo brevo.com | 4% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | 3 |
| SlickText slicktext.com | 2% | 102 | 5,400 | 49 | 168,404 | $20 | 34 | |
| Customer.io customer.io | 2% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Knock knock.app | 2% | 52 | 33,100 | 94,585 | 7,075 | 0 | 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 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 4.5ActiveCampaign, OneSignalagainst: Twilio Programmable MessagingKnock, TextUsChangedOmnisend, SimpleTextingOmnisendno first choiceagainst: CleverTap, Firebase Cloud Messaging, MoEngage, SMS.to
Two alternatives
Courier, OmnisendOne alternative
SendPulseOne alternative
OneSignalThree alternatives
Brevo, OneSignal, SendPulseGPT-5.4 miniOneSignalagainst: BrazeOneSignalHeldagainst: AirshipAttentiveagainst: Twilio Programmable MessagingOneSignalno first choicenothing named
One alternative
Customer.ioOne alternative
Twilio Programmable MessagingTwo alternatives
Airship, BrazeOne alternative
BrevoGemini 3.5 FlashOneSignalBrevoChangedOneSignalagainst: KlaviyoOneSignalagainst: Braze, CleverTap, KlaviyoOneSignalagainst: Brazeagainst: Attentive, Bandwidth, Braze, CleverTap, EZ Texting, Insider, Klaviyo, Postscript, SimpleTexting, Sinch, Telnyx, Twilio Programmable Messaging, Yotpo
Three alternatives
Customer.io, Pushwoosh, Twilio Programmable MessagingTwo alternatives
Customer.io, OneSignalFour alternatives
Brevo, Omnisend, SimpleTexting, TextMagicFive alternatives
Brevo, Omnisend, Pushwoosh, Twilio Programmable Messaging, WonderPushFour alternatives
Bird, Courier, Customer.io, KlaviyoPerplexity SonarOneSignal, SlickTextOneSignal, SakariChangedOneSignalagainst: Braze, CleverTap, MoEngageOneSignalno first choiceagainst: Airship, Braze, CleverTap, Firebase Cloud Messaging, MoEngage, Notix, PushEngage, PushOwl, Pusher, Pushwoosh
Two alternatives
Courier, TextedlyOne alternative
SalesmsgThree alternatives
Courier, Firebase Cloud Messaging, PushwooshThree alternatives
Courier, Firebase Cloud Messaging, SenderGrok 4.20OneSignalOneSignalHeldagainst: Customer.ioOmnisend, OneSignalOneSignalKlaviyo, Omnisendagainst: Attentive, OneSignal, Postscript, Pushwoosh, Textedly, Yotpo SMS/Email
Three alternatives
ActiveCampaign, Courier, OmnisendOne alternative
ActiveCampaignTwo alternatives
Pushwoosh, SimpleTextingFour alternatives
Brevo, Courier, Omnisend, SendPulseSix alternatives
Attentive, EZ Texting, OneSignal, Postscript, SimpleTexting, Twilio Programmable MessagingMistral SmallOneSignalOneSignalHeldPushwoosh, SlickText, Textedly, WonderPushOneSignalno first choiceagainst: SimpleTexting
Four alternatives
ActiveCampaign, Courier, SimpleTexting, TextedlyThree alternatives
ActiveCampaign, Brevo, SlickTextSix alternatives
Braze, EZ Texting, Klaviyo, Omnisend, Postscript, SimpleTextingFour alternatives
Omnisend, PushEngage, SendPulse, SimpleTextingDeepSeek V4 FlashOneSignalagainst: Attentive, Klaviyo, Omnisend, PostscriptOneSignalHeldOneSignal, Pushwooshagainst: Braze, Firebase Cloud Messaging, Twilio Programmable MessagingOneSignalOneSignalagainst: Airship, Braze, Iterableagainst: Airship, Attentive, Braze, EZ Texting, Emotive, MessageGears, OneSignal, Podium, Pusher, Swrve, Textedly
Two alternatives
ActiveCampaign, SendPulseFour alternatives
ActiveCampaign, SendPulse, SimpleTexting, TextMagicFive alternatives
Klaviyo, Omnisend, Postscript, PushEngage, SimpleTextingTwo alternatives
Omnisend, SendPulseFive alternatives
CleverTap, Courier, MoEngage, Omnisend, PushwooshLlama 4 MaverickCourierSendBlueChangedno first choiceno first choiceno first choicenothing named
One alternative
OneSignalThree alternatives
ActiveCampaign, Nextiva, SimpleTextingQwen 3.7 FlashCustomer.io, OneSignalagainst: Twilio Programmable MessagingOneSignal, SimpleTextingChangedOneSignal, SimpleTexting, SlickTextagainst: BrazeOneSignalagainst: Twilio Programmable MessagingKlaviyo, OneSignalagainst: Airshipagainst: Attentive, MoEngage, Textedly, Twilio Programmable Messaging
Five alternatives
ActiveCampaign, Courier, SuprSend, TextMagic, TextlaOne alternative
Twilio Programmable MessagingTwo alternatives
Pushwoosh, Twilio Programmable MessagingFour alternatives
SendPulse, Sender, TextMagic, WonderPushThree alternatives
GoHighLevel, Omnisend, SenderKimi K2OneSignalagainst: Airship, Attentive, BrazeSimpleTextingChangedagainst: Twilio Programmable MessagingOneSignalOneSignalOneSignalagainst: Airship, Braze, MoEngageagainst: Attentive, EZ Texting, Klaviyo SMS, Omnisend, Postscript, Salesmsg, SimpleTexting, Textedly, Twilio Programmable Messaging
Four alternatives
Brevo, Klaviyo, Omnisend, Twilio Programmable MessagingThree alternatives
Klaviyo, OneSignal, SalesmsgFive alternatives
Firebase Cloud Messaging, Klaviyo, Omnisend, SimpleTexting, TextlaFour alternatives
Firebase Cloud Messaging, Textedly, Textla, WonderPushFour alternatives
Courier, Omnisend, PushEngage, PushwooshGLM 4.7 FlashXBrevo, OneSignalActiveCampaign, CourierChangedOneSignal, SimpleTextingOneSignalagainst: Sender, Twilio Programmable MessagingOneSignalagainst: Attentive, Emotive, OneSignal, OneText, Podium, Recart, Yotpo SMS
Two alternatives
ActiveCampaign, Firebase Cloud MessagingThree alternatives
Customer.io, Knock, OneSignalFive alternatives
Brevo, CleverPush, EZ Texting, Salesmsg, TextMagicSeven alternatives
EZ Texting, Omnisend, PushEngage, SimpleTexting, TXTImpact, TextMagic, WonderPushSeven alternatives
Attentive, Braze, Customer.io, Klaviyo, Omnisend, SlickText, TextMagicMiniMax M2.5ActiveCampaign, OneSignalActiveCampaign, OneSignalHeldOneSignal, Senderagainst: BrazeKlaviyo, Omnisendno first choicenothing named
Three alternatives
Courier, Customer.io, PushEngageTwo alternatives
Courier, SendPulseThree alternatives
Klaviyo, Pushwoosh, TextMagicTwo alternatives
Brevo, OneSignalBold 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 | 2026-09-15 01:22 | yes | 12 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:36 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:32 | yes | 22 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:06 | 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) | 2026-09-15 00:44 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:54 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:16 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:46 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:57 | yes | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:35 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:53 | yes | 0 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:22 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:11 | yes | 7 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:19 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:09 | yes | 17 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:35 | yes | 20 | 4 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) | 2026-09-14 23:21 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:49 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:17 | yes | 0 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:43 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:00 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:23 | yes | 0 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:01 | yes | 0 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:23 | yes | 0 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:49 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:13 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:19 | yes | 12 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:47 | yes | 20 | 8 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 01:12 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:56 | yes | 0 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:56 | yes | 0 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:07 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:27 | yes | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:52 | yes | 0 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:30 | yes | 0 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:16 | yes | 0 | 15 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:47 | yes | 13 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:03 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:41 | yes | 24 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:04 | yes | 20 | 5 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 00:55 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:53 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:09 | yes | 0 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:28 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:15 | yes | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:55 | yes | 0 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:49 | yes | 0 | 97 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:56 | yes | 0 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:02 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:01 | no | 0 | 49 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:19 | yes | 14 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:28 | yes | 20 | 7 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 04:59 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:00 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:53 | yes | 0 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:54 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:14 | yes | 0 | 49 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:04 | yes | 0 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:47 | yes | 0 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:03 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:51 | yes | 20 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:30 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:58 | yes | 28 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:25 | yes | 20 | 7 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) | 2026-09-14 23:20 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:30 | yes | 0 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:31 | yes | 0 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:21 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:11 | yes | 0 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:51 | yes | 0 | 84 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:06 | yes | 0 | 80 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:05 | yes | 0 | 23 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
Twilio (or Twilio Engage) read as Twilio Programmable Messaging
Unresolved, counted raw
OneText
Recart
SendBlue
TextEmAll
Yotpo SMS
Discontinued, still offered
No shut-down product was recommended here.