Zero of fourteen models named Bandwidth first on the direct prompt; zero named MessageBird. Bandwidth was named by fourteen of the fourteen models and MessageBird by eight and Bandwidth carries 38 labels and MessageBird 17, 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 MessageBird were named in the same answer twenty-six times, of the 99 answers naming Bandwidth and the 43 naming MessageBird. In those answers MessageBird took the first choice one time and Bandwidth zero.
| 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 | ME | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ME | |||||
| Kimi K2 | ME | ME | ||||
| GLM 4.7 FlashX | ME | ME | ||||
| 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 seven in this category shown.
“Strongest "avoid" signals in multiple AI-driven analyses and reviews.” Grok 4.20 · negative prompt · hard negative
“Avoid: CheapGlobalSMS, 1s2u.com, Bhash Sms, and MessageBird” GLM 4.7 FlashX · negative prompt · hard negative
“If using aggregators like Twilio or MessageBird, ensure you have a backup channel” Qwen 3.7 Flash · negative prompt · soft negative
“MessageBird ⭐ Best Overall for Budget” GLM 4.7 FlashX · budget prompt · first choice
“Vonage or MessageBird may be better choices if you prioritize ease of implementation” GLM 4.7 FlashX · direct prompt · alternative
“consider evaluating alternatives like Telnyx, MessageBird, Plivo, or Bandwidth” Mistral Small · negative 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.