24% 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
Google Ads is made by Google, whose model Gemini 3.1 Pro is in the set. On the four share prompts that model made it the first choice zero times of 4; the other five models one time of 20. Lab treatment is defined on the method page; the row is marked, not excluded.
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%.
“One to avoid: Marin Software has effectively been in wind-down and is widely characterized as legacy.” Claude Opus 5, direct prompt
“Avoid at your budget: enterprise platforms like Skai — powerful and broad, but extremely expensive and overkill for SMBs” Claude Opus 5, budget prompt
“recommendations are often outdated... aggressive upselling into LocaliQ's managed services and difficult cancellation processes” Claude Opus 5, negative prompt
“paying monthly for a tool that is barely being updated is a poor investment” Gemini 3.1 Pro, negative prompt
33 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. 544 links across 225 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 |
|---|---|---|---|---|---|---|---|---|
| Optmyzr optmyzr.com | 24% | 123 | 1,000 | 16 | 1,519 | 11 | 3 | |
| Metadata.io metadata.io | 20% | 32 | 170 | 0 | 12,715 | 0 | ||
| Adzooma adzooma.com | 12% | 66 | 320 | 3 | 1,259 | 0 | ||
| Skai skai.io | 12% | 165 | 6,600 | 2,387 | 12,905 | 35 | ||
| HubSpot parent site HubSpot Marketing Hub 8%, HubSpot Ads 0% | 8% | 991 | 368,000 | 9,776 | ||||
| WordStream Advisor wordstream.com WordStream / LocaliQ 4%, WordStream Advisor 4% | 8% | 39 | 10 | 0 | 371,782 | $18 | 56 | |
| Google parent site Google Ads 4%, Google Search Ads 360 0% | 4% | 201 | 550,000 | 15,818 | ||||
| Meta meta.com Meta Ads 4% | 4% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 | |
| Oktopost oktopost.com | 4% | 167 | 1,000 | 11 | 7,471 | 6 | ||
| Marin Software marinsoftware.com | 4% | 82 | 480 | 72 | 7,694 | 1 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (blog.hubspot.com, clicksgeek.com, get-ryze.ai, optmyzr.com). The first result for “best paid search and social ads management platform” is reddit.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:31 | yes | 23 | 63 s |
| Direct recommendation | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 17:33 | yes | 24 | 65 s |
| Direct recommendation | GPT-6 Astra | gpt-6-astra | 2026-09-09 18:50 | yes | 8 | 32 s |
| Direct recommendation | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 18:52 | yes | 5 | 49 s |
| Direct recommendation | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 16:59 | yes | 10 | 53 s |
| Direct recommendation | Perplexity Sonar Pro | sonar-pro | 2026-09-09 17:34 | yes | 20 | 6 s |
| Paraphrase | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:37 | yes | 24 | 53 s |
| Paraphrase | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 17:38 | yes | 27 | 60 s |
| Paraphrase | GPT-6 Astra | gpt-6-astra | 2026-09-09 18:54 | yes | 5 | 33 s |
| Paraphrase | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 18:55 | yes | 5 | 36 s |
| Paraphrase | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:00 | no | 0 | 28 s |
| Paraphrase | Perplexity Sonar Pro | sonar-pro | 2026-09-09 17:39 | yes | 20 | 4 s |
| Comparative | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:42 | yes | 30 | 62 s |
| Comparative | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 17:44 | yes | 20 | 59 s |
| Comparative | GPT-6 Astra | gpt-6-astra | 2026-09-09 18:57 | yes | 8 | 53 s |
| Comparative | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:00 | yes | 8 | 59 s |
| Comparative | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:02 | yes | 8 | 38 s |
| Comparative | Perplexity Sonar Pro | sonar-pro | 2026-09-09 17:45 | yes | 20 | 9 s |
| Budget constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:47 | yes | 40 | 57 s |
| Budget constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 17:51 | yes | 28 | 42 s |
| Budget constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:01 | yes | 5 | 20 s |
| Budget constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:02 | yes | 4 | 29 s |
| Budget constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:04 | yes | 8 | 36 s |
| Budget constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 17:51 | yes | 20 | 5 s |
| Scale constrained | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:54 | yes | 23 | 80 s |
| Scale constrained | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 17:55 | no | 0 | 26 s |
| Scale constrained | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:04 | yes | 5 | 37 s |
| Scale constrained | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:06 | yes | 8 | 73 s |
| Scale constrained | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:22 | no | 0 | 27 s |
| Scale constrained | Perplexity Sonar Pro | sonar-pro | 2026-09-09 17:56 | yes | 20 | 10 s |
| Negative framing | Claude Opus 5 | claude-opus-5 | 2026-09-09 17:59 | yes | 42 | 67 s |
| Negative framing | Claude Opus 4.8 | claude-opus-4-8 | 2026-09-09 18:08 | yes | 32 | 77 s |
| Negative framing | GPT-6 Astra | gpt-6-astra | 2026-09-09 19:08 | yes | 4 | 42 s |
| Negative framing | GPT-5.6 Sol | gpt-5.6-sol | 2026-09-09 19:11 | yes | 8 | 64 s |
| Negative framing | Gemini 3.1 Pro | gemini-3.1-pro-preview | 2026-09-10 17:06 | yes | 12 | 52 s |
| Negative framing | Perplexity Sonar Pro | sonar-pro | 2026-09-09 18:09 | yes | 20 | 8 s |
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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