One of fourteen models named Slite first on the direct prompt; two named Helpjuice. Slite was named by twelve of the fourteen models and Helpjuice by thirteen and Slite carries 26 labels and Helpjuice 19, so the shares are not directly comparable.
Named in one category 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, Slite and Helpjuice were named in the same answer twenty-eight times, of the 75 answers naming Slite and the 51 naming Helpjuice. In those answers Helpjuice took the first choice three times and Slite zero.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“these tend to be pricier or trial-based rather than truly budget-friendly” GPT-5.4 mini · budget prompt · soft negative
“Helpjuice — Best for mid-market teams that want a fully managed, hand-customized KB” Claude Haiku 4.5 · direct prompt · first choice
“Helpjuice stands out as the strongest overall choice” DeepSeek V4 Flash · direct prompt · first choice
“grouped with Document360 as one of the strongest picks for a dedicated standalone knowledge base” Muse Glimmer 30B · comparative 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.