Two of fourteen models named Optmyzr first on the direct prompt; one named Skai. Both were named by all fourteen models and Optmyzr carries 49 labels and Skai 34, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the search and social advertising platforms page.
Across every category in the November 2026 Edition, Optmyzr and Skai were named in the same answer sixty times, of the 132 answers naming Optmyzr and the 182 naming Skai. In those answers Skai took the first choice sixteen times and Optmyzr eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“steep learning curve and its pricing climbs steeply... lacks transparency with no published SOC 2, ISO 27001, uptime SLA” Mistral Small · negative prompt · hard negative
“What to Avoid on a Limited Budget - Optmyzr (~$299/month): ... generally too expensive for limited budgets” Kimi K2 · budget prompt · hard negative
“Avoid initially: Optmyzr, Marin, Smartly, Skai, and similar platforms” Perplexity Sonar · budget prompt · hard negative
“One‑click bid rules, account audits, PPC Investigator (granular insights), budget monitoring, Slack alerts; optimized for agencies & growing teams” GLM 4.7 FlashX · comparative prompt · first choice
“Optmyzr is my top recommendation for a mid-sized B2B company managing PPC (Google Ads, Microsoft Ads) and paid social campaigns.” Grok 4.20 · paraphrase prompt · first choice
“Optmyzr and Adalysis are the best self-serve options due to their automation, ease of use, and strong feature sets” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid initially: Optmyzr, Marin, Smartly, Skai, and similar platforms” Perplexity Sonar · budget prompt · hard negative
“Unlike competitors like Marin or Skai, which can require hundreds of dollars per month per account and complex setups” Qwen 3.7 Flash · direct prompt · soft negative
“It may be overkill or too complex for smaller advertisers or those with simpler needs.” Mistral Small · negative prompt · soft negative
“Skai is a strong example. It sits above multiple publishers and lets teams manage paid search, paid social, and retail media in one system.” GPT-5.4 mini · comparative prompt · first choice
“Guideflow notes Skai as best for enterprise paid search teams and for large cross-channel programs with retail media needs” Muse Glimmer 30B · comparative prompt · first choice
“I'd generally recommend Skai if you want a single platform that can manage both paid search and paid social well” GPT-5.4 mini · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.