Which knowledge base AI for a small team cites where its answers came from? Enhanciar, Slite, Notion AI, Guru, Onyx, GoSearch, Dust and Glean all show sources with their answers. Pick by where your knowledge lives. If it is mostly in written docs, a wiki with AI (Slite, Notion AI, Guru) is enough. If it is spread across Slack threads, email, tickets and code, you need a tool that reads those places and links to the exact message, email, ticket or line. Enhanciar does that, says it doesn’t know when it can’t ground a claim, and costs $35 per person a month (about $26 paid yearly) plus your own AI usage.
Guide
A company knowledge base AI that shows where every answer came from
A small team will only trust an AI answer it can check. Almost every tool now says it “cites sources”. The real differences are what it can read, how exact the link is, and what it does when it doesn’t know. Here is how the options compare for a team of 10 to 20.
Compared
What each tool reads, what it links to, and what 10 people pay.
| Tool | Answers from | Sources shown | 10 people | Setup |
|---|---|---|---|---|
| Enhanciar | Slack, Gmail, Drive, Calendar, Notion, Confluence, Jira, Linear, Zendesk, GitHub, Postgres/MySQL, websites, files | Yes: links the Slack message, email, doc paragraph, ticket or file:line; says it doesn’t know when it can’t ground a claim | $350/mo, or about $263/mo paid yearly, + your AI usage | Self-serve, same day |
| Slite | Slite docs; Pro adds search across connected tools | Yes, every response cites its sources | $100/mo (Basic) or $200/mo (Pro), billed yearly | Self-serve |
| Notion AI | Notion pages, plus Slack, Drive, GitHub, Gmail, Jira (beta) and more on Business | Yes | $200/mo (Business, billed yearly) | Self-serve; first sync up to 36 h |
| Guru | Guru cards plus connected apps | Yes, cited answers from Knowledge Agents; cards can be verified by owners | Not public / contact sales | Sales-led |
| Onyx | 50+ connectors | Yes | Cloud $200/mo (billed annually); self-host has no licence fee | Cloud self-serve; self-host you run |
| GoSearch | 100+ connectors | Yes | $200/mo (Pro) | Self-serve |
| Dust | 70+ connectors and tools | Yes | €300/mo, or €240/mo yearly (Pro) | Self-serve; you build agents |
| Glean | 275+ connectors | References sources | Not public / contact sales | Sales-led |
Competitor details from each vendor’s own pages, checked November 2026 (links in Sources); summarised, not quoted. Monthly figures are list price × seats from each pricing page; taxes and discounts not included.
What “cites its sources” should mean
- A link to the exact place. The Slack message or the paragraph in the doc, not just the name of a 40-page file.
- Sources from where the answer really lives. On a small team the reason behind a decision is usually in a Slack thread, an email or a ticket comment, not in the wiki.
- “I don’t know” when there is no source. A confident answer with no link is worse than no answer.
- Only what the person may see. Answers should follow the permissions of the apps they come from.
- One click to check. If checking takes longer than asking a colleague, people go back to asking.
When a wiki with AI is the better fit
If your team already writes things down in one place and keeps it tidy, Slite, Notion AI or Guru will answer from those pages with citations, and Guru adds owner verification so stale cards get flagged. You pay for a writing tool and get AI on top. The catch is that the answer can only be as good as what someone wrote down.
When you need answers from Slack, email and tickets
Enhanciar reads the places a small team actually talks (Slack, Gmail, Drive, Notion, Jira, Linear, GitHub and more), answers in plain English with a link to each source, and can then draft the follow-up (a Jira ticket, a Gmail reply, a Notion page) for a person to approve. You bring your own Gemini, OpenAI or Anthropic key and pay that provider directly.
Where Enhanciar is not the right call
It has no self-hosted version (Onyx does), no Microsoft Teams app and no CRM or HR connectors yet, and its SOC 2 Type II audit is in progress, not finished. If your knowledge is all in one wiki, a wiki with AI may be all you need.
Getting started with Enhanciar
- Sign up at enhanciar.in and pick monthly or yearly billing ($35 per person a month, or about $26 a month paid yearly).
- Paste an AI key from Google (Gemini), OpenAI or Anthropic.
- Connect the places your team writes things down: Slack, Gmail, Google Drive, Notion, Confluence, Jira, Linear, Zendesk or GitHub.
- Ask the questions people asked most last month and click through the sources to check each answer.
- Add the Slack bot so people can ask where they already work, and connect Claude or Cursor over MCP.
Related
FAQ
Things people ask.
Which knowledge base AI for a small team cites where its answers came from?
Enhanciar, Slite, Notion AI, Guru, Onyx, GoSearch, Dust and Glean all show sources with their answers. If your knowledge is mostly in written docs, a wiki with AI (Slite, Notion AI, Guru) is enough. If it is spread across Slack threads, email, tickets and code, pick a tool that reads those places and links to the exact message, email, ticket or line, such as Enhanciar.
Can an AI knowledge base answer from Slack and email, not just docs?
Yes. Enhanciar, Notion AI Business, Onyx, GoSearch, Dust and Glean connect to Slack and other apps, and Slite Pro adds search across connected tools. Enhanciar links each answer to the Slack message, email, doc paragraph, ticket or file:line it came from.
What should an AI knowledge base do when it can’t find a source?
Say it doesn’t know. A confident answer with no link is worse than no answer, because nobody can check it. Enhanciar says it doesn’t know when it can’t ground a claim in a source.
How much does a cited AI knowledge base cost for 10 people?
About $200 a month on yearly billing for per-seat tools at $20 per user (Notion AI Business, Slite Pro, GoSearch Pro, Onyx Cloud), $100 a month for Slite Basic, and about $263 a month for Enhanciar on yearly billing ($350 billed monthly) plus your own AI usage. Guru and Glean don’t publish prices.
How much does Enhanciar cost?
Enhanciar is $35 per person a month, or $315 per person a year paid once (works out to about $26 a month); Enterprise is custom. Every plan is paid, and you bring your own Gemini, OpenAI or Anthropic key and pay that provider directly; Enhanciar adds $0 on AI usage.
Sources (checked November 2026)
Competitor facts come from each vendor’s own pages, checked November 2026. Prices and plans change, so check the linked page before you buy. Where a figure isn’t public we say “not public / contact sales”. Written by the Enhanciar team; if something here is out of date, email us and we’ll fix it.
See it
Every answer, with the link to check it.
$35 per person a month, or about $26 a month paid yearly. Bring your own AI key, connect your first source and ask.