SMS and WhatsApp marketing platforms for enterprise buyers
Asked as “SMS marketing platform”, and as “text message and WhatsApp marketing tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
24%
Contested · Twilio 20%
24Braze20Twilio09Attentive46others
24% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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 twenty-eight head-to-head pages: the top eight products, each against each
Customer.io vs TwilioCustomer.io vs EZ TextingCustomer.io vs SimpleTextingCustomer.io vs SlickTextSalesmsg vs BrevoSalesmsg vs TextedlySalesmsg vs TwilioSalesmsg vs EZ TextingSalesmsg vs SimpleTextingSalesmsg vs SlickTextBrevo vs TextedlyBrevo vs TwilioBrevo vs EZ TextingBrevo vs SimpleTextingBrevo vs SlickTextTextedly vs TwilioTextedly vs EZ TextingTextedly vs SimpleTextingTextedly vs SlickTextTwilio vs EZ TextingTwilio vs SimpleTextingTwilio vs SlickTextEZ Texting vs SimpleTextingEZ Texting vs SlickTextSimpleTexting vs SlickText
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Braze24%
Braze24%02Twilio20%
Twilio20%03Attentive9%
Attentive9%04Vibes6%
Vibes6%05Infobip4%
Infobip4%06Salesforce Marketing Cloud4%
Salesforce Marketing Cloud4%07Sinch2%
Sinch2%08Klaviyo SMS2%
Klaviyo SMS2%09Bird0%
Bird0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Twilio16%
9 of 55 labels negative · 8 of 14 models · 1 hard negative
“your total cost is highly variable and unpredictable month-to-month” DeepSeek V4 Flash, budget prompt
Klaviyo SMS28%
8 of 29 labels negative · 6 of 14 models · 2 hard negative
“Users have reported deliverability challenges with Klaviyo... SMS is clearly a secondary priority for Klaviyo's product roadmap” Claude Haiku 4.5, negative prompt
Attentive18%
7 of 39 labels negative · 5 of 14 models · 2 hard negative
“Why avoid: Better for ultra-high-volume consumer brands; enterprises report poor ROI if not at massive scale.” Grok 4.1 Fast, negative prompt
WhatsApp Business App100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“Platforms designed for small businesses or personal use—such as the basic WhatsApp Business App—are not suitable for large enterprises.” Mistral Small, 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
77 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. 1208 links across 315 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Salesmessage32 answers · 38 citations · 12 models
vendor site · SlickText30 answers · 40 citations · 12 models
29 answers · 42 citations · 12 models
vendor site · Infobip25 answers · 38 citations · 10 models
vendor site · Rework23 answers · 30 citations · 9 models
vendor site · Sender23 answers · 24 citations · 10 models
vendor site · Twilio21 answers · 31 citations · 9 models
vendor site · Attentive21 answers · 27 citations · 10 models
21 answers · 24 citations · 11 models
vendor site · Sinch21 answers · 22 citations · 8 models
vendor site · Klaviyo20 answers · 24 citations · 8 models
vendor site · Vibes20 answers · 21 citations · 10 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.
31 answers · 11 models
23 answers · 10 models
23 answers · 10 models
18 answers · 7 models
18 answers · 8 models
18 answers · 9 models
17 answers · 12 models
16 answers · 10 models
16 answers · 10 models
16 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 sms marketing platform”, “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 |
|---|---|---|---|---|---|---|---|---|
| Braze braze.com | 24% | 505 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| Twilio twilio.com | 20% | 153 | 135,000 | 4,343 | 1,028,633 | $935 | 113 | |
| Attentive attentive.com | 9% | 148 | 60,500 | 28,825 | 54,310 | $258 | 2 | |
| Vibes vibes.com | 6% | 33 | 90,500 | 61,094 | 15,318 | 79 | ||
| Infobip infobip.com | 4% | 41 | 2,900 | 82 | 74,825 | $767 | 68 | |
| Salesforce parent site Salesforce Marketing Cloud 4% | 4% | 296 | 550,000 | 60,632 | ||||
| Salesmsg | 4% | 2,400 | 4 | |||||
| SlickText slicktext.com | 4% | 88 | 5,400 | 49 | 168,404 | $20 | 34 | 3 |
| TrueDialog truedialog.com | 4% | 8 | ||||||
| Tatango tatango.com | 4% | 2 |
Google's top ten for the two searches hold 14 sites; 4 of them are among the sites the models cited here (g2.com, klaviyo.com, salesmessage.com, slicktext.com). The first result for “best sms marketing platform” is zapier.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 SMS marketing platform for an enterprise B2B company?”Paraphrase“Which text message and WhatsApp marketing tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SMS and WhatsApp marketing platforms and how do they differ?”Budget-constrained“What is the best 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 an SMS marketing platform. What should we look at?”Negative“Which SMS and WhatsApp marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BrazeBrazeHeldInsiderPitchPrfct, SlickTextagainst: Klaviyo SMS, Twiliono first choiceagainst: Klaviyo SMS, Listrak, What-Sender
Four alternatives
ActiveCampaign, Iterable, Knock, VibesFive alternatives
ActiveCampaign, Respond.io, SendPulse, TextUs, TwilioFive alternatives
Attentive, Brevo, CleverTap, Infobip, Respond.ioOne alternative
AttentiveGPT-5.4 miniTwilioTwilioHeldInfobip, Twilioagainst: Meta WhatsApp Business PlatformTwiliono first choiceagainst: WhatsApp Business App
One alternative
AttentiveOne alternative
InfobipFive alternatives
Attentive, Bird, Braze, Salesforce Marketing Cloud, SinchGemini 3.5 FlashSalesmsgagainst: TwilioBraze, Salesforce Marketing CloudChangedno first choiceTrueDialogAttentive, Klaviyo SMSagainst: Adobe Campaign, Salesforce Marketing Cloudagainst: Baileys, Cartloop, Plivo, Postscript, SMSBump, Telnyx, Twilio, WA-Automate
Five alternatives
Braze, Customer.io, Heymarket, Mogli, SakariFive alternatives
Gupshup, HubSpot Marketing Hub, Infobip, Respond.io, TwilioEight alternatives
Attentive, Braze, Infobip, Insider, Klaviyo SMS, Respond.io, Twilio, WatEaseFour alternatives
Bandwidth, Signilio, Text-Em-All, TwilioTwo alternatives
Sinch, TwilioPerplexity SonarBrazeTwilioChangedno first choiceVibesagainst: Infobip, Twiliono first choiceagainst: Yotpo SMS/Email
Two alternatives
Salesforce Agentforce Marketing, VibesTwo alternatives
Klaviyo SMS, SalesmsgSix alternatives
Attentive, Braze, Infobip, Iterable, Twilio, VibesOne alternative
AttentiveGrok 4.1 FastBraze, Iterableagainst: ActiveCampaign, Klaviyo SMSTwilioChangedagainst: AttentiveSinch, TwilioTatangoagainst: Bird, Klaviyo SMS, Omnisend, PlivoAttentiveagainst: Attentive, Baileys, Evolution API, WAHA
Three alternatives
Customer.io, Salesmessage, TwilioThree alternatives
Bird, Infobip, SinchSeven alternatives
Attentive, Bird, Braze, Infobip, Klaviyo SMS, Plivo, VibesTwo alternatives
Sinch, TwilioTwo alternatives
Heymarket, TextlineMistral SmallBraze, VibesTwilio, WATIChangedVibesMailUpagainst: Attentive, Omnisend, Twiliono first choiceagainst: WhatsApp Business App
Three alternatives
ActiveCampaign, Agentforce Marketing, Customer.ioTwo alternatives
AiSensy, TextedlyFive alternatives
Attentive®, Maestra, Twilio, WebEngage, WhatsApp Business PlatformDeepSeek V4 FlashBrazeagainst: Salesforce Marketing CloudTwilioChangedagainst: Braze, WATITwilioTatangoagainst: Attentive, SimpleTexting, Twiliono first choiceagainst: Attentive, EZ Texting, Klaviyo SMS, Podium, SimpleTexting, SlickText, TextMagic, WhatsApp Business App
Three alternatives
Iterable, Twilio, VibesThree alternatives
Intercom, Respond.io, Salesforce Marketing CloudSeven alternatives
Attentive, Bird, Braze, Infobip, Klaviyo SMS, Sinch, VonageOne alternative
Mobile Text AlertsLlama 4 MaverickBrazeno first choiceChangedno first choiceWeb Tonicno first choiceagainst: Bird, Klaviyo SMS
Two alternatives
Agentforce Marketing, AttentiveTwo alternatives
MailUp, TelnyxQwen 3.7 FlashSalesmsgagainst: Salesforce Marketing Cloud Mobile StudioSalesforce Marketing CloudChangedTwilioAttentive, Twilioagainst: Klaviyo SMS, Postscriptno first choiceagainst: Aweber SMS, Textlocal
Two alternatives
Braze, SegmentThree alternatives
HubSpot Marketing Hub, Salesloft, Twilio EngageFour alternatives
Attentive, Bird, Infobip, SinchOne alternative
SlickTextKimi K2BrazeTwilioChangedTwilioTrueDialogAttentiveagainst: Attentive, Twilio
Five alternatives
HubSpot Marketing Hub, Infobip, Salesforce Marketing Cloud, Salesmsg, TwilioTwo alternatives
Bird, InfobipSix alternatives
Attentive, Bird, Braze, Infobip, Klaviyo SMS, SinchOne alternative
MessageDeskFive alternatives
Klaviyo SMS, SimpleTexting, SlickText, TrueDialog, TwilioGLM 4.7 FlashXSinchBraze, InsiderChangedKlaviyo SMSTwiliono first choiceagainst: Meta's WhatsApp Cloud API, TextMagic, WhatsApp Business App
Three alternatives
Infobip, Klaviyo SMS, TwilioTwo alternatives
Salesmsg, WhatsApp Business Platform with WatiEleven alternatives
Attentive, Bird, Brevo, Infobip, Insider, Mobile Text Alerts, SleekFlow, Sobot, Twilio, WATI, ZokoTwo alternatives
Infobip, TrueDialogMiniMax M2.5Twiliono first choiceChangedInfobip, Sinch, TwilioMessageDeskno first choiceagainst: Textitute, TrueDialog, Twilio
Three alternatives
Bird, Braze, Salesforce Marketing CloudSix alternatives
Attentive, Bird, Klaviyo SMS, ManyChat, Plivo, WATITen alternatives
Attentive, Bandwidth, Heymarket, Infobip, Klaviyo SMS, Nextiva, Postscript, Sakari, Textline, TwilioGPT-6 LunaTextUsInfobipChangedBraze, IterableSlickTextagainst: Attentive, SimpleTextingno first choiceagainst: ManyChat, Twilio Programmable Messaging, WATI
Four alternatives
HubSpot's SMS add-on, Salesforce Marketing Cloud, Sinch, TwilioThree alternatives
Braze, Sinch, TwilioFive alternatives
Bird, Infobip, Salesforce Marketing Cloud, Sinch, TwilioMuse Glimmer 30BBrazeBraze, InfobipChangedVibesagainst: Klaviyo SMSAttentive, Braze, Vibesagainst: Infobip, Sinch, Twilio, Vonageno first choicenothing named
Four alternatives
Customer.io, Iterable, Twilio, VibesFive alternatives
Agentforce Marketing, Attentive, Braze, Infobip, Salesforce Marketing CloudOne alternative
MessageDeskBold 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 | 2026-10-04 22:38 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 19 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:42 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:18 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:02 | yes | 22 | 57 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:56 | yes | 18 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:30 | yes | 24 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:25 | yes | 23 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:16 | yes | 14 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:06 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:45 | yes | 19 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:57 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:13 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:05 | yes | 7 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:44 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 25 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:22 | yes | 25 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:08 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:12 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:14 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:52 | yes | 15 | 99 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:33 | yes | 5 | 70 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:13 | yes | 5 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:50 | yes | 24 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:32 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 31 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:55 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:47 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:47 | yes | 10 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:27 | yes | 23 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:35 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:14 | no | 0 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:57 | yes | 24 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 24 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:21 | yes | 19 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:36 | yes | 9 | 37 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:04 | yes | 22 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:31 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:16 | yes | 2 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:03 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:47 | yes | 23 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:09 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:13 | yes | 24 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:45 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:18 | yes | 9 | 50 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:19 | yes | 19 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 23 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:54 | yes | 19 | 77 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:00 | yes | 22 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 12 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:37 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:01 | yes | 18 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:24 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 24 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:12 | yes | 25 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 23 | 72 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:48 | yes | 9 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:40 | yes | 4 | 42 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:59 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:51 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:11 | yes | 20 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:02 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:43 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:22 | yes | 23 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:42 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:11 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:21 | yes | 23 | 64 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:06 | yes | 24 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:54 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:58 | yes | 21 | 32 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
HubSpot read as HubSpot Marketing Hub
Klaviyo read as Klaviyo SMS
Klaviyo (Enterprise) read as Klaviyo SMS
Unresolved, counted raw
Arcapix
Attentive®
Aweber SMS
Cartloop
Evam
Evolution API
Helo.ai
HubSpot's SMS add-on
Kudosity
Messangi
Meta Business Solution Providers (BSPs)
Meta's WhatsApp Cloud API
Notifyre
PitchPrfct
Salesforce
Salesforce Marketing Cloud Mobile Studio
Signilio
Textellent
Twilio
Twilio (Enterprise SMS)
Twilio (Programmable Messaging)
Twilio (including Twilio Engage)
Twilio (with Twilio Segment & Twilio Engage)
WAHA
WatEase (by Wati)
Web Tonic
WhatsApp Business Platform
WhatsApp Business Platform (API)
WhatsApp Business Platform with Wati
Zoho
Discontinued, still offered
No shut-down product was recommended here.