HubSpot AEO Tool vs Conductor
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 HubSpot AEO Tool first on the direct prompt; zero named Conductor. HubSpot AEO Tool was named by twelve of the fourteen models and Conductor by nine and HubSpot AEO Tool carries 30 labels and Conductor 14, so the shares are not directly comparable.
By HubSpot, Cambridge, United States, founded 2006. Named in one category 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 AI visibility and answer engine tracking tools page.
By framing
HubSpot AEO ToolFirst choices, of fourteen modelsConductor
Every model, every framing
| 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 | | |
HubSpot AEO Tool Conductor first choice named as an alternative argued againstblank: not namedEach cell is one answer, HubSpot AEO Tool on the left and Conductor on the right.The direct prompt
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
HubSpot AEO Tool9%#3 of 8Conductor—not namedHubSpot AEO Tool4%#5 of 10Conductor2%#7 of 10Conductor4%#4 of 11HubSpot AEO Tool0%#10 of 11What the models said about HubSpot AEO Tool
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“some tools to be cautious about or avoid include Otterly, HubSpot AEO Grader, and Peec AI” Llama 4 Maverick · negative prompt · hard negative
“It's newer and currently tracks fewer engines than dedicated tools. Also, it only makes sense if you're already invested in HubSpot.” DeepSeek V4 Flash · direct prompt · soft negative
“its standalone offering is comparatively limited in engines and prompt volume” Perplexity Sonar · comparative prompt · soft negative
“Tools from reputable sources like HubSpot's AEO tool are often recommended for their clarity on methodology, multi-engine tracking” Grok 4.20 · negative prompt · first choice
“For a mid-sized B2B company, HubSpot AEO is the strongest default recommendation” Perplexity Sonar · paraphrase prompt · first choice
“Best Free Starting Point: HubSpot AEO Grader ... it serves as the best free tool” Gemini 3.5 Flash · budget prompt · first choice
What the models said about Conductor
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Enterprise-priced ($50k+), overkill for mid-market” DeepSeek V4 Flash · direct prompt · hard negative
“without the enterprise overhead of tools like BrightEdge or Conductor” Grok 4.20 · paraphrase prompt · soft negative
“Enterprise | Profound, Scrunch AI, Conductor, Botify | 500+ person orgs needing compliance, scale, and dedicated support” Kimi K2 · scale prompt · first choice
“Choose Profound or Conductor if you have a large budget and need comprehensive, multi-language, multi-engine data” Qwen 3.7 Flash · comparative 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.