Zero of fourteen models named Bandwidth first on the direct prompt; zero named Sinch. Bandwidth was named by fourteen of the fourteen models and Sinch by thirteen and Bandwidth carries 38 labels and Sinch 42, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the communications apis page.
Across every category in the November 2026 Edition, Bandwidth and Sinch were named in the same answer seventy-one times, of the 99 answers naming Bandwidth and the 123 naming Sinch. In those answers Sinch took the first choice two times and Bandwidth two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Minimum monthly commitments ($2.5K+) make it unsuitable for very limited budgets.” Grok 4.20 · budget prompt · soft negative
“Limited international reach: Better suited for US-focused applications” MiniMax M2.5 · negative prompt · soft negative
“If I had to pick one for a typical mid-sized B2B company, I'd lean Bandwidth for voice + SMS” GPT-5.4 mini · paraphrase prompt · first choice
“strong if you care a lot about US communications quality, support, and simpler SMS/MMS/RCS/voice APIs” GPT-5.4 mini · direct prompt · alternative
“If you are US-centric and voice-heavy with a focus on cost: Evaluate Telnyx or Bandwidth.” Muse Glimmer 30B · paraphrase prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Sinch (Aggressive Billing & Compliance Issues)... substantial negative sentiment on review platforms like Trustpilot” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid enterprise-heavy options like Sinch or full RingCentral unless you need their extras” Grok 4.20 · budget prompt · hard negative
“Sinch or Infobip for small projects that only need basic transactional messaging; their broad international and omnichannel capabilities can add unnecessary complexity.” Perplexity Sonar · negative prompt · soft negative
“Another leader in the Juniper Research report, Sinch is noted for carrier-grade volume and reliability” Mistral Small · paraphrase prompt · first choice
“Choose Sinch or Infobip when global messaging, regional channels, RCS, WhatsApp, and carrier relationships are central” Perplexity Sonar · comparative prompt · alternative
“Sinch is noted for connectivity, flexibility and breadth across messaging, voice, email and verification.” Muse Glimmer 30B · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.