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Knowledge base and self-service · October 2026 Edition

Document360 vs Slite

Seven of fourteen models named Document360 first on the direct prompt; one named Slite. Document360 was named by fourteen of the fourteen models and Slite by twelve and Document360 carries 42 labels and Slite 26, so the shares are not directly comparable.

Document360

accepted challenger

Named in two categories this edition.

Slite

accepted challenger

Named in one category this edition.

First-choice share17%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 12; printed, not drawn.
Labels4226A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Document360 reading right to left. Rank and label count are printed, not drawn.Confluence was named alongside these two in eleven of the fourteen direct answers. Notion vs Document360 · Notion vs Slite · Document360 vs Freshdesk

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Document360First choices, of fourteen modelsSlite
Direct71
Paraphrase20
Comparative20
Budget-constrained101 against Document360
Scale-constrained01
Negative002 against Slite
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Document360 and Slite were named in the same answer forty-nine times, of the 114 answers naming Document360 and the 75 naming Slite. In those answers Slite took the first choice two times and Document360 five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Document360 and Slite stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Document360 Slite first choice named as an alternative argued againstblank: not namedEach cell is one answer, Document360 on the left and Slite on the right.

The direct prompt

The plain question, one answer per model, grouped by where Document360 and Slite stood in it.

Document360 first, Slite not the choice

7 of 14 modelsSlite was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Document360, Helpjuice alternatives: BlueTweak, Helply, KnowledgeOwl, Nuclino, Stonly, Zendesk Guide
Gemini 3.5 FlashDocument360, Guru alternatives: Confluence, Glean, HubSpot Service Hub, Notion, Stonly, Zendesk Guide
Grok 4.1 FastConfluence, Document360 alternatives: Notion
Mistral SmallDocument360 alternatives: Freshdesk, Notion, Pylon
Qwen 3.7 FlashDocument360 alternatives: Confluence, Freshdesk Knowledge Base, Notion, Zendesk Guide
GPT-6 LunaDocument360 alternatives: Confluence, Guru, Zendesk Guide
Muse Glimmer 30BDocument360, Freshdesk, Pylon alternatives: Confluence, LiveAgent

Slite first, Document360 an alternative

1 of 14 modelsDocument360 was named in the answer but not as the choice, or not at all.
GLM 4.7 FlashXSlite alternatives: Confluence, Document360, Guru, Help Scout Docs, Notion

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniZendesk Guide alternatives: Confluence, Document360, Guru
Perplexity SonarPylon alternatives: Confluence, Document360, Helpjuice
DeepSeek V4 FlashHelpjuice alternatives: Confluence, Document360, Freshdesk, Slite, Zendesk Guide
Llama 4 MaverickPylon alternatives: Document360, Freshdesk, Spekit, Stonly
Kimi K2Confluence, Freshdesk alternatives: Notion, Slite
MiniMax M2.5Tettra alternatives: Confluence, Document360

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Document360 leads by four points.
Document3604%#5 of 17
Slite0%#10 of 17
The full small business standing →
Mid-marketThe figures above
Document360 leads by fourteen points.
Document36017%#2 of 12
Slite3%#6 of 12
The full mid-market standing →
Enterprise
Document360 leads by six points.
Document3606%#4 of 12
Slite0%#11 of 12
The full enterprise standing →

What the models said about Document360

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
“Often cited as the best dedicated KB tool for mid-market B2B... Choose Document360 if you want a dedicated, professional knowledge base that scales well” Qwen 3.7 Flash · direct prompt · first choice
“Best Dedicated, Standalone Help Center: Document360 ... is the industry standard for mid-sized B2B companies.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Highly rated for mid-market companies (25 to 500 people)... frequently cited as a top choice for B2B use cases.” Mistral Small · direct prompt · first choice

What the models said about Slite

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
Also compared

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.