Zero of fourteen models named Notion first on the direct prompt; one named Slite. Notion was named by fourteen of the fourteen models and Slite by twelve and Notion carries 50 labels and Slite 26, so the shares are not directly comparable.
United States, founded 2016. Named in eleven categories this edition.
Named in one category 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 knowledge base and self-service page.
Across every category in the October 2026 Edition, Notion and Slite were named in the same answer sixty-eight times, of the 231 answers naming Notion and the 75 naming Slite. In those answers Slite took the first choice two times and Notion twenty-one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Five of five in this category shown.
“it falls short as a dedicated knowledge base due to its weak search, lack of version control, and missing customer-focused features” Llama 4 Maverick · negative prompt · hard negative
“strong for internal collaboration, but it can fall short as a dedicated knowledge base because of weak search, no version control, missing customer-focused features” Perplexity Sonar · negative prompt · soft negative
“If you need an internal team wiki with zero cost, Notion free + Confluence free 10-user are the most commonly recommended.” Muse Glimmer 30B · budget prompt · first choice
“For Startups/General Teams: Go with Notion. It is free until you grow large and is incredibly versatile.” Qwen 3.7 Flash · budget prompt · first choice
“General internal wiki: Notion for flexibility; Confluence for more structure and Jira integration.” GPT-6 Luna · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“one source flags it for no multilingual management, and another notes it is internal-only” Perplexity Sonar · negative prompt · soft negative
“lacks multilingual management, making it less suitable for teams with diverse language needs” Llama 4 Maverick · negative prompt · soft negative
“Slite: Ideal for AI-forward teams that need a single source of truth for humans and AI agents.” Llama 4 Maverick · scale prompt · first choice
“For a mid‑market B2B company, Slite is often the sweet spot” GLM 4.7 FlashX · direct prompt · first choice
“Great for internal wikis and team knowledge; less suited for customer-facing knowledge bases.” DeepSeek V4 Flash · direct prompt · alternative
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.