Three of fourteen models named Allego first on the direct prompt; zero named Seismic. Both were named by all fourteen models and Allego carries 28 labels and Seismic 60, so the shares are not directly comparable.
Named in three categories this edition.
Named in ten 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 sales enablement and content page.
Across every category in the November 2026 Edition, Allego and Seismic were named in the same answer seventy-two times, of the 218 answers naming Allego and the 244 naming Seismic. In those answers Seismic took the first choice thirty-one times and Allego three.
| 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.
“legacy options losing ground to AI-native challengers. Complaints include outdated interfaces, poor AI integration, and low innovation” Grok 4.20 · negative prompt · hard negative
“Examples to approach with caution: *Mindtickle, Allego (if your main goal is content management)*” Gemini 3.5 Flash · negative prompt · soft negative
“I'd recommend starting with demos from Highspot, Allego, and HubSpot Sales Hub” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Highspot/Seismic (Merged Feb 2026) ⚠️ Structural Concerns ... "glorified Dropbox" ... integration risks and potential sunsetting of features” Kimi K2 · negative prompt · hard negative
“What I'd Avoid for Mid-Market - Seismic and Highspot: Excellent platforms, but often overkill” Kimi K2 · paraphrase prompt · hard negative
“Steep pricing (higher end, barriers for small businesses) - Complex setup and high admin overhead” GLM 4.7 FlashX · negative prompt · hard negative
“Choose Seismic or Highspot if the main problem is finding, governing, personalizing, and measuring sales content across a large organization.” Perplexity Sonar · comparative prompt · first choice
“Seismic and Highspot lead in centralized content libraries with AI-powered search and recommendations” MiniMax M2.5 · comparative prompt · first choice
“Choose Seismic/Highspot if: You need enterprise-scale content governance and analytics” GLM 4.7 FlashX · 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.