Confluence vs Slite
Two of fourteen models named Confluence first on the direct prompt; one named Slite. Confluence was named by fourteen of the fourteen models and Slite by twelve and Confluence carries 46 labels and Slite 26, so the shares are not directly comparable.
By Atlassian, Sydney, Australia, founded 2002. Named in two 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.
By framing
ConfluenceFirst choices, of fourteen modelsSlite
Across every category in the October 2026 Edition, Confluence and Slite were named in the same answer sixty-three times, of the 142 answers naming Confluence and the 75 naming Slite. In those answers Slite took the first choice three times and Confluence seven.
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 4.1 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 | | | |
Confluence Slite first choice named as an alternative argued againstblank: not namedEach cell is one answer, Confluence on the left and Slite on the right.The direct prompt
Confluence first, Slite an alternative
2 of 14 modelsSlite was named in the answer but not as the choice, or not at all.Slite first, Confluence an alternative
1 of 14 modelsConfluence was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Confluence0%#15 of 17Slite0%#10 of 17Confluence24%#2 of 12Slite0%#11 of 12What the models said about Confluence
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Search issues: Surfaces archived pages above current ones ... Cost creep: Atlassian pricing changes have frustrated many users” Kimi K2 · negative prompt · soft negative
“Sluggish performance on large pages, steep learning curve, clunky permissions, dated editor, search degradation at scale.” Grok 4.1 Fast · negative prompt · soft negative
“not suitable for public help centers and is often better treated as an internal wiki than a customer support KB” Perplexity Sonar · negative prompt · soft negative
“Choose Confluence if you're focused on internal team documentation and already use Jira” Kimi K2 · direct prompt · first choice
“Often the top pick for mid-sized teams... Confluence leads for B2B collaboration” Grok 4.1 Fast · direct prompt · first choice
“Notion free + Confluence free 10-user are the most commonly recommended” Muse Glimmer 30B · budget 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
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.