| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| In-app messaging and customer communications | Customer | 0% | 81 of 113 | 38% | 13 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 1 | 2 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“the "gold standard" for avoiding these pitfalls tends to lie with Sendbird (high customizability, robust native support)” Qwen 3.7 Flash · In-app messaging · negative prompt · first choice
“Choose Sendbird if you are an enterprise that needs deep security compliance, custom moderation, or massive scalability.” Gemini 3.5 Flash · In-app messaging · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid if budget-tight: Sendbird/Agora/Twilio \u2013 Free tiers too limited” Grok 4.1 Fast · In-app messaging · budget prompt · hard negative
“High entry cost ... Heavily gated features ... No self-hosting option” DeepSeek V4 Flash · In-app messaging · negative prompt · hard negative
“Caveats: Most expensive to scale \u2014 2x the cost of Tencent RTC at 10K MAU” DeepSeek V4 Flash · In-app messaging · budget prompt · soft negative
“be extremely cautious about committing to Sendbird early on” Gemini 3.5 Flash · In-app messaging · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 1 of the 42 answers that named Sendbird and are not a share of its labels.
Ten of the ten domain citations in answers naming Sendbird came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Sendbird's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Sendbird, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at sendbird.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.