Knowledge base and self-service · October 2026 Edition
Freshdesk vs Slite
Two of fourteen models named Freshdesk first on the direct prompt; one named Slite. Freshdesk was named by twelve of the fourteen models and Slite by twelve and Freshdesk carries 23 labels and Slite 26, so the shares are not directly comparable.
By Freshworks, San Mateo. Named in ten categories this edition.
Named in one category this edition.
First-choice share14%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 12; printed, not drawn.
Labels2326A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Freshdesk reading right to left. Rank and label count are printed, not drawn.Document360 was named alongside these two in thirteen of the fourteen direct answers. Notion vs Freshdesk · 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.
FreshdeskFirst choices, of fourteen modelsSlite
Direct21
Paraphrase60
Comparative00
Budget-constrained00
Scale-constrained01
Negative001 against Freshdesk · 2 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Freshdesk and Slite stood in it.
| 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 | | |
Freshdesk Slite first choice named as an alternative argued againstblank: not namedEach cell is one answer, Freshdesk on the left and Slite on the right.The direct prompt
The plain question, one answer per model, grouped by where Freshdesk and Slite stood in it.
Freshdesk first, Slite an alternative
2 of 14 modelsSlite was named in the answer but not as the choice, or not at all.Kimi K2Confluence, Freshdesk alternatives: Notion, Slite
Muse Glimmer 30BDocument360, Freshdesk, Pylon alternatives: Confluence, LiveAgent
Slite first, Freshdesk not the choice
1 of 14 modelsFreshdesk 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
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallDocument360 alternatives: Freshdesk, Notion, Pylon
DeepSeek V4 FlashHelpjuice alternatives: Confluence, Document360, Freshdesk, Slite, Zendesk Guide
Llama 4 MaverickPylon alternatives: Document360, Freshdesk, Spekit, Stonly
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Document360, Helpjuice alternatives: BlueTweak, Helply, KnowledgeOwl, Nuclino, Stonly, Zendesk Guide
GPT-5.4 miniZendesk Guide alternatives: Confluence, Document360, Guru
Gemini 3.5 FlashDocument360, Guru alternatives: Confluence, Glean, HubSpot Service Hub, Notion, Stonly, Zendesk Guide
Perplexity SonarPylon alternatives: Confluence, Document360, Helpjuice
Grok 4.1 FastConfluence, Document360 alternatives: Notion
Qwen 3.7 FlashDocument360 alternatives: Confluence, Freshdesk Knowledge Base, Notion, Zendesk Guide
MiniMax M2.5Tettra alternatives: Confluence, Document360
GPT-6 LunaDocument360 alternatives: Confluence, Guru, Zendesk Guide
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
Mid-marketThe figures above
Enterprise
What the models said about Freshdesk
No label in this category carried a quote.
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
Notion vs FreshdeskNotion vs SliteDocument360 vs FreshdeskDocument360 vs SliteFreshdesk vs Zendesk GuideFreshdesk vs ConfluenceFreshdesk vs HelpjuiceFreshdesk vs HubSpot Service HubZendesk Guide vs SliteConfluence vs SliteSlite vs HelpjuiceSlite vs HubSpot Service HubAll twenty-eight head-to-head pages and the full knowledge base standing
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.