| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer support and helpdesk | Customer | 0% | 7 of 35 | 19% | 27 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 4 | 0 | 2 | 6 |
| Claude Opus 4.8 | 0 | 3 | 1 | 1 | 5 |
| GPT-6 Astra | 0 | 3 | 1 | 1 | 5 |
| GPT-5.6 Sol | 0 | 4 | 0 | 1 | 5 |
| Gemini 3.1 Pro | 0 | 3 | 1 | 0 | 4 |
| Perplexity Sonar Pro | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“A strong candidate for a digital product where in-app messaging, chat, and AI-assisted support are central.” GPT-6 Astra · Helpdesk · scale prompt · alternative
“Choose Intercom instead if your product is a modern SaaS app where most support happens *in-product*” Claude Opus 4.8 · Helpdesk · direct prompt · alternative
“Consider Intercom if your support is deeply in-product and you want best-in-class AI/chat.” Claude Opus 4.8 · Helpdesk · paraphrase prompt · alternative
“You are a digital or product-led company emphasizing chat, in-app support and AI automation” GPT-5.6 Sol · Helpdesk · scale 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.
“SLAs, HIPAA support, SSO, workload management and multibrand features are restricted to the top Expert plan.” GPT-5.6 Sol · Helpdesk · negative prompt · soft negative
“Intercom's shift toward resolution-based AI pricing draws similar unpredictability complaints to Zendesk's” Claude Opus 5 · Helpdesk · negative prompt · soft negative
“Intercom — if you need a predictable monthly bill ... Don’t evaluate it using seat pricing alone” GPT-6 Astra · Helpdesk · negative prompt · soft negative
“Unpredictable usage/AI-resolution-based billing; can get very expensive” Claude Opus 4.8 · Helpdesk · negative prompt · soft negative
Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Intercom, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.