25% of first choices, contested.
The floor is 12 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. How the floor is measured
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“Be careful about total cost and compliance settings. Pricing is quote-based” GPT-5.6 Sol, negative prompt
“Poor fit for solo users: its public plans have a three-user minimum” GPT-5.6 Sol, negative prompt
“extremely high price tag ... complain about occasional system bugs, dropped calls, and audio choppiness” Gemini 3.1 Pro, negative prompt
“B2B sales teams should heavily avoid it” Gemini 3.1 Pro, negative prompt
31 of 36 answers in this category came back with a source list, from 6 of 6 models: citations where the model returns them, or the search results it consulted. 553 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 36 answers across every segment cited this index's own page for the category.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Nooks nooks.ai | 25% | 70 | 110,000 | 20,242 | 36,674 | 78 | 4 | |
| JustCall justcall.io | 21% | 157 | 8,100 | 178 | 587,743 | $127 | 120 | 1 |
| CloudTalk cloudtalk.io | 17% | 364 | 2,900 | 62 | 95,515 | $1,909 | 119 | 3 |
| Orum orum.com | 12% | 83 | 6,600 | 168 | 3,655 | 3 | ||
| Outreach outreach.ai Outreach Voice 4% | 4% | 36 | 33,100 | 9,282 | 27,855 company | $143 | 51 | |
| Salesloft salesloft.com Salesloft Dialer 4% | 4% | 43 | 18,100 | 445 | 52,058 company | $4,229 | 74 | |
| Apollo.io apollo.io | 4% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Kixie PowerCall kixie.com | 4% | 74 | 390 | 2 | 22,926 | 6 | ||
| Dialpad dialpad.com | 4% | 80 | 40,500 | 905 | 6,588,510 | $1,842 | 120 | 3 |
| Salesfinity salesfinity.ai | 4% | 13 |
Google's top ten for the two searches hold 15 sites; 6 of them are among the sites the models cited here (aloware.com, cloudtalk.io, croclub.com, justcall.io, nooks.ai, trellus.ai). The first result for “best sales dialer” is aloware.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Opus 5 | claude-opus-5 | 2026-09-09 19:28 | yes | 25 | 54 s |
| Direct recommendation | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 19:30 | yes | 30 | 72 s |
| Direct recommendation | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:31 | yes | 3 | 21 s |
| Direct recommendation | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:33 | yes | 6 | 60 s |
| Direct recommendation | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:22 | no | 0 | 25 s |
| Direct recommendation | Perplexity Sonar Pro | sonar-pro | 2026-09-09 19:30 | yes | 20 | 5 s |
| Paraphrase | Claude Opus 5 | claude-opus-5 | 2026-09-09 19:37 | yes | 40 | 64 s |
| Paraphrase | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 19:38 | no | 0 | 19 s |
| Paraphrase | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:40 | yes | 4 | 23 s |
| Paraphrase | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:41 | yes | 4 | 37 s |
| Paraphrase | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:06 | no | 0 | 22 s |
| Paraphrase | Perplexity Sonar Pro | sonar-pro | 2026-09-09 19:39 | yes | 20 | 5 s |
| Comparative | Claude Opus 5 | claude-opus-5 | 2026-09-09 19:44 | yes | 39 | 80 s |
| Comparative | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 19:46 | yes | 38 | 50 s |
| Comparative | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:49 | yes | 11 | 63 s |
| Comparative | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:51 | yes | 8 | 49 s |
| Comparative | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:07 | yes | 6 | 28 s |
| Comparative | Perplexity Sonar Pro | sonar-pro | 2026-09-09 19:47 | yes | 20 | 9 s |
| Budget constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 19:53 | yes | 36 | 82 s |
| Budget constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 19:55 | yes | 33 | 48 s |
| Budget constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:57 | yes | 3 | 33 s |
| Budget constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:58 | yes | 4 | 37 s |
| Budget constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:08 | yes | 12 | 25 s |
| Budget constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 19:56 | yes | 20 | 6 s |
| Scale constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 20:01 | yes | 25 | 67 s |
| Scale constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 20:02 | no | 0 | 23 s |
| Scale constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 20:04 | yes | 5 | 37 s |
| Scale constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 20:06 | yes | 3 | 72 s |
| Scale constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:09 | no | 0 | 28 s |
| Scale constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 20:03 | yes | 20 | 8 s |
| Negative framing | Claude Opus 5 | claude-opus-5 | 2026-09-09 20:09 | yes | 39 | 72 s |
| Negative framing | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 20:13 | yes | 32 | 48 s |
| Negative framing | GPT-6 Astra | gpt-6-astra | 2026-09-09 20:15 | yes | 5 | 34 s |
| Negative framing | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 20:17 | yes | 11 | 66 s |
| Negative framing | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:13 | yes | 11 | 101 s |
| Negative framing | Perplexity Sonar Pro | sonar-pro | 2026-09-09 20:14 | yes | 20 | 5 s |
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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