| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| SMS and WhatsApp marketing platforms | Marketing | 2% | 15 of 111 | 7% | 14 | accepted challenger | |
| In-app messaging and customer communications | Customer | 2% | 13 of 105 | 0% | 5 | under 10 labels · led by Intercom at 21% | newNew since September 2026: not ranked then, 2% now. |
| Chatbots and conversational AI for support | Customer | 0% | 91 of 114 | 0% | 1 | under 10 labels · led by Intercom Fin AI Agent at 41% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 2 | 2 | 0 | 4 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Respond.io - designed for mid-market businesses, with pre-built integrations, guided setup, and flexible pricing that scales with usage.” Llama 4 Maverick · In-app messaging · direct prompt · first choice
“route messages through the official WhatsApp Business Cloud API (e.g., Wati, Respond.io, CleverTap, Twilio, Bird, or AiSensy)” Gemini 3.5 Flash · SMS & WhatsApp · negative prompt · first choice
“Brevo or Respond.io + a dedicated SMS tool would be strong choices” Claude Haiku 4.5 · SMS & WhatsApp · paraphrase prompt · first choice
“Upgrade to Respond.io if you plan to run WhatsApp alongside other messaging channels with AI automation.” Muse Glimmer 30B · SMS & WhatsApp · paraphrase 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.
“Some platforms, while cheap, offer minimal features and poor support, making it difficult to run effective, compliant campaigns at scale_-_Respond.io.” Mistral Small · SMS & WhatsApp · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 39 of the 39 answers that named Respond.io and are not a share of its labels.
119 of the 144 domain citations in answers naming Respond.io came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,695 | 20 | 2026-09-29 | CRM | |
| Case study | 288 | undated | |||
| Report or ebook | 180 | 6 | 2026-09-28 | CRM | |
| Comparison | 174 | 3 | 2026-09-28 | ||
| News or press | 42 | 0 | 2018-10-01 | ||
| Glossary or explainer | 18 | 0 | 2026-05-28 | ||
| Conference or event | 6 | 0 | 2018-09-07 | ||
| Template or tool | 6 | undated |
Every page respond.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name CRM (67); 0 name its categories the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Respond.io's own pages state, read October 5, 2026: respond.io, respond.io/pricing, trust.respond.io, respond.io/customers, respond.io/integrations. A claimed page can correct any of 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 Respond.io'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 Respond.io, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Respond.io by email, built from the raw record of the edition. It shows: