30% 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%.
“You're a small business or have a modest ad budget | The Create plan starts at $99 monthly” GPT-5.6 Sol, negative prompt
“That can be unnecessary expense and complexity if you simply need campaign pages and forms.” GPT-5.6 Sol, negative prompt
“You're considering an annual commitment before testing it... subscriptions are nonrefundable after the trial” GPT-6 Astra, negative prompt
“Be cautious when… Traffic is high, seasonal or unpredictable | Plans have monthly unique-visitor limits” GPT-5.6 Sol, negative prompt
28 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. 502 links across 196 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 |
|---|---|---|---|---|---|---|---|---|
| Unbounce unbounce.com Unbounce 30%, Unbounce Experiment 0% | 30% | 171 | 5,400 | 135 | 57,782 | 12 | 2 | |
| Instapage instapage.com | 15% | 145 | 1,600 | 49 | 171,309 | 0 | ||
| Outgrow outgrow.co | 15% | 25 | 3,600 | 4,403 | 10,508 | 36 | ||
| Webflow webflow.com Webflow 10%, Webflow Optimize 0% | 10% | 102 | 74,000 | 2,193 | 714,656 | $690 | 59 | |
| Carrd carrd.com | 10% | 80 | 90,500 | 679 | 7,878 | |||
| involve.me involve.me | 10% | 17 | 720 | 0 | 61,470 | 29 | ||
| HubSpot parent site HubSpot Landing Pages 5%, HubSpot Marketing Hub 0%, HubSpot Content Hub 0% | 5% | 991 | 368,000 | 9,776 | ||||
| Heyflow heyflow.com | 5% | 1 | ||||||
| Leadpages leadpages.com | 0% | 121 | 2,900 | 102 | 23,105 | 46 | ||
| Landingi landingi.com | 0% | 86 | 720 | 3 | 32,551 | 1 |
Google's top ten for the two searches hold 17 sites; 5 of them are among the sites the models cited here (emailtooltester.com, emailvendorselection.com, mailerlite.com, unbounce.com, zapier.com). The first result for “best landing page builder” is reddit.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Opus 5 | claude-opus-5 | 2026-09-09 18:52 | yes | 35 | 81 s |
| Direct recommendation | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 18:52 | no | 0 | 16 s |
| Direct recommendation | GPT-6 Astra | gpt-6-astra | 2026-09-09 15:42 | yes | 5 | 34 s |
| Direct recommendation | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 15:43 | yes | 6 | 41 s |
| Direct recommendation | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 16:51 | yes | 11 | 35 s |
| Direct recommendation | Perplexity Sonar Pro | sonar-pro | 2026-09-09 18:53 | yes | 20 | 5 s |
| Paraphrase | Claude Opus 5 | claude-opus-5 | 2026-09-09 15:44 | yes | 40 | 61 s |
| Paraphrase | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 15:45 | no | 0 | 17 s |
| Paraphrase | GPT-6 Astra | gpt-6-astra | 2026-09-09 15:46 | yes | 4 | 18 s |
| Paraphrase | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 15:46 | yes | 4 | 31 s |
| Paraphrase | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-09 15:45 | no | 0 | 24 s |
| Paraphrase | Perplexity Sonar Pro | sonar-pro | 2026-09-09 15:45 | yes | 20 | 5 s |
| Comparative | Claude Opus 5 | claude-opus-5 | 2026-09-09 15:47 | yes | 24 | 40 s |
| Comparative | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 15:48 | yes | 39 | 67 s |
| Comparative | GPT-6 Astra | gpt-6-astra | 2026-09-09 15:50 | yes | 9 | 57 s |
| Comparative | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 18:56 | yes | 8 | 81 s |
| Comparative | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-09 15:49 | no | 0 | 24 s |
| Comparative | Perplexity Sonar Pro | sonar-pro | 2026-09-09 15:48 | yes | 20 | 9 s |
| Budget constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 15:52 | yes | 29 | 48 s |
| Budget constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 15:53 | yes | 40 | 43 s |
| Budget constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 18:57 | yes | 5 | 21 s |
| Budget constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 18:58 | yes | 4 | 18 s |
| Budget constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-09 15:53 | no | 0 | 22 s |
| Budget constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 15:53 | yes | 20 | 6 s |
| Scale constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 19:02 | yes | 37 | 161 s |
| Scale constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 19:03 | no | 0 | 17 s |
| Scale constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:04 | yes | 5 | 30 s |
| Scale constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:06 | yes | 3 | 43 s |
| Scale constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 16:52 | no | 0 | 27 s |
| Scale constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 15:54 | yes | 20 | 8 s |
| Negative framing | Claude Opus 5 | claude-opus-5 | 2026-09-09 15:55 | yes | 22 | 42 s |
| Negative framing | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 15:56 | yes | 40 | 53 s |
| Negative framing | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:07 | yes | 5 | 27 s |
| Negative framing | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:09 | yes | 7 | 41 s |
| Negative framing | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-09 15:57 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar Pro | sonar-pro | 2026-09-09 15:56 | yes | 20 | 7 s |
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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