Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Zero of fourteen models named SE Ranking first on the direct prompt; one named Conductor. SE Ranking was named by eleven of the fourteen models and Conductor by eleven and SE Ranking carries 23 labels and Conductor 19, so the shares are not directly comparable.
United States, founded 2012. Named in six categories this edition.
New York City, United States, founded 2006. 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 SEO and content optimization platforms page.
| 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. Three of three in this category shown.
“its current Core plan is $103.20/month billed annually, so it may not fit a tight budget” GPT-6 Luna · budget prompt · soft negative
“Safer starting points: Consider SE Ranking (budget-friendly all-in-one with good content features)” Grok 4.20 · negative prompt · first choice
“If you must choose only one platform to start, go with SE Ranking.” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid for Mid-Market: BrightEdge/Conductor (enterprise pricing, $1K+/month, too complex)” Grok 4.20 · direct prompt · hard negative
“certain enterprise SEO platforms like Conductor or BrightEdge) are sometimes criticized for not delivering value commensurate with their price tags” Mistral Small · negative prompt · soft negative
“the best choice is usually Conductor if your priority is a unified SEO + content optimization workflow” GPT-5.4 mini · direct prompt · first choice
“#1 first-choice share among enterprise B2B buyers; API-based; no published pricing” DeepSeek V4 Flash · scale 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.