Most teams start looking at Guru alternatives for the same reason. Someone has to keep writing and re-verifying cards, and Guru’s AI can only answer from what’s in them. If a lot of your team’s knowledge lives in Jira tickets, Google Drive, and Slack threads, Guru never sees it.
Quick answer: GoSearch, Notion AI, and Slack AI are three options most teams will consider. GoSearch makes sense if your team works across many different apps and needs a single place to search them all. It connects to hundreds of tools and is available right in Slack. Notion AI is a good fit if your team already does most of its work in Notion. Slack AI is worth considering if employees rely heavily on Slack for sharing information and your company already has a Business+ or Enterprise+ plan.
In this blog, we cover each tool and then put them side by side, comparing cost and which company sizes they suit.
Key Takeaways
- GoSearch searches 100+ connected apps in real time, offers a free plan and Pro at $20 per user per month with no seat minimum, and runs chat, search, agents, and workflows inside Slack.
- Notion AI is included in Notion’s Business plan at $20 per member per month (billed annually), with Notion Agent, AI connectors, and Custom Agents billed through credits.
- Slack AI is bundled into Slack Business+ at $15 per user per month (billed annually), where Slackbot is capped at 15 messages per user per week; enterprise search across other apps requires Enterprise+.
- Guru’s verified-card model keeps answers accurate, but anything not written into a card stays out of reach of its AI.
Why Teams Look for Guru Alternatives
Guru is an AI knowledge base built on cards. Subject matter experts write and verify cards, Guru prompts them to reverify on a schedule, and its Knowledge Agents answer from that verified content inside Slack, Teams, Salesforce, and other tools.
Three common reasons lead teams to look for alternatives.
1. Too Much Time Spent Maintaining Cards
Someone has to create, update, and check every card. That helps keep answers reliable, but Guru’s AI can only use what’s been added to its knowledge base. If your team works across Jira, Confluence, Google Drive, Salesforce, Slack, and GitHub, keeping all those cards up to date can take a lot of time.
2. Answers Don’t Always Reflect Current Work
Guru’s answers depend on what’s been added to its knowledge base. A support ticket opened this morning or a Slack discussion that happened an hour ago may not show up. Employees still have to look through those apps themselves when they need something Guru doesn’t have.
3. Quote-Only Pricing
Guru no longer publishes prices; see our Guru pricing FAQ for its last list rates and typical contract size.
GoSearch: Guru Alternative for Cross-Stack Search and AI Agents
GoSearch is an AI enterprise search and agents platform that searches your tool stack in real time instead of asking teams to fill a separate knowledge base. Where Guru asks you to bring knowledge into Guru, GoSearch goes to where knowledge already lives. For a feature-by-feature view, see GoSearch vs. Guru.
What Makes GoSearch Different
No cards to maintain. GoSearch connects to 100+ apps, including Google Drive, Confluence, Jira, Salesforce, Slack, GitHub, and Notion. Its hybrid, federated-first architecture lets employees search across these tools and get answers from the latest available data. They can also get AI summaries of individual threads, documents, and pages right from search results. There’s no need to write cards or spend time keeping a separate knowledge base up to date.
Natively embedded in Slack. The GoSearch Slack integration is a full Slack-native experience, not just a bot mention: conversational AI chat, search, custom agents, and agent workflows all run inside Slack. Teams can call named agents and run multi-app workflows without switching tools.
AI agents that do the work. GoSearch agents can be built with natural language or customized from templates, no coding required. They use your connected company knowledge and can take action across apps through MCP servers. You can choose which LLM they run on and use them in Slack, Microsoft Teams, or the browser. Teams use them for things like IT support, sales enablement, HR onboarding, and engineering documentation.
Up-to-date answers. GoSearch queries connected apps when someone searches, so results reflect what’s in those tools now rather than the last time data was synced.
Enterprise security. GoSearch is SOC 2 Type II certified and compliant with GDPR, HIPAA, and CCPA. LLM providers operate under zero data retention, and organizations can deploy GoSearch in their own cloud. It also respects source permissions, so employees only see information they’re already allowed to access.
Published pricing. GoSearch has a free plan, Pro at $20 per user per month with no seat minimum, and a custom Enterprise plan; see GoSearch pricing.
Where GoSearch Fits
- Knowledge is spread across many tools and copying it into a curated wiki isn’t realistic
- You want search, chat, agents, and workflows directly in Slack, beyond what Slack AI offers.
- You need agents that can take action across different systems, not just answer questions.
- You’re evaluating enterprise search software alongside a knowledge management tool, or looking to replace one.
Notion AI: A Guru Alternative for Teams Already Using Notion
Notion AI brings search, writing tools, and agents into the Notion workspace. It’s a natural fit for teams that already keep most of their documentation in Notion pages and databases.
Core Strengths
Notion no longer offers its AI add-on to new customers. Full Notion AI is included with the Business plan ($20 per member per month with annual billing or $24 monthly) and Enterprise plans with custom pricing. Free and Plus plans include a limited trial. Business also includes Notion Agent, AI Meeting Notes, and AI connectors that let users search content from apps like Slack, Google Drive, and GitHub.
Custom Agents can turn meeting notes and documents into plans, summaries, and recurring deliverables. They use Notion credits, with $10 per 1,000 credits after the free trial.
For teams that already use Notion across the company, getting started is straightforward. There’s no new tool to roll out or separate knowledge base to maintain.
Tradeoffs
Notion AI is closely tied to the Notion workspace. It can pull in information from Slack and Google Drive, but teams using Jira, Salesforce, HRIS platforms, or DevOps tools may find that it doesn’t reach enough of their day-to-day work.
Custom Agents have a separate usage cost once the free credits run out. That makes the total cost harder to predict, particularly if people use agents frequently. And if employees spend their time working across several different apps, Notion might not be where they go to find everything.
Slack AI: A Guru Alternative for Teams That Work in Slack
Slack AI is built into the Slack workspace. Employees can search past conversations, get thread summaries, and use Slackbot to ask questions.
Core Strengths
Pro includes Slack’s basic AI features, like conversation summaries and huddle notes. The bigger jump comes with Business+ at $15 per user per month on an annual plan ($18 monthly). That plan adds AI search, file summaries, translations, workflow generation, and Slackbot. Enterprise+ goes further with search across connected apps and no weekly Slackbot message limit. You’ll need to contact Slack for Enterprise+ pricing.
If your company already has Business+ or Enterprise+, you can use these features without buying another product. Slackbot is available in the same workspace employees use every day.
Tradeoffs
Slackbot has a limit of 15 messages per user per week on Business+. There’s also a difference between searching Slack and searching the rest of the company. Business+ AI answers focus on Slack messages and files. To search Jira, Confluence, Salesforce, Google Drive, or HRIS systems, you need Enterprise+.
GoSearch offers another way to work with AI in Slack. It includes search, chat, custom agents, and workflows, with access to information across 100+ connected apps. That means employees can look beyond Slack conversations without leaving the app.
Guru vs. GoSearch vs. Notion AI vs. Slack AI: How They Compare
| GoSearch | Guru | Notion AI | Slack AI | |
| Search model | Hybrid federated-first | Curated knowledge base | Workspace-native | Conversation-native |
| Curation required | None | Yes (cards and verification) | Minimal | None |
| Cross-stack search | 100+ apps, real time | 100+ integrations; answers from verified cards | AI connectors on Business and Enterprise | Slack messages and files on Business+; enterprise search on Enterprise+ only |
| Native Slack experience | Full: chat, search, agents, workflows | Slack integration | Slack integration | Core platform |
| AI agents | No-code builder, MCP actions, in Slack, Teams, and browser | Knowledge Agents in every package | Notion Agent on Business; Custom Agents billed by credits | Slackbot agent on Business+ (15 messages per user per week); uncapped on Enterprise+ |
| Pricing | Free; Pro $20/user/mo, no seat minimum; Enterprise custom | Quote-only (details) | Business $20/member/mo annual ($24 monthly); Enterprise custom | Business+ $15/user/mo annual ($18 monthly); Enterprise+ custom |
| Best fit by company size | Startups to enterprise: Free and Pro for small teams, Enterprise for larger rollouts | Mid-market and enterprise teams with dedicated knowledge owners | Small and mid-size teams standardized on Notion | Mid-size teams on Business+; large organizations on Enterprise+ |
| Best for | Company-wide AI search and agents | Verified answers on a curated set of topics | Notion-centric teams | Teams already paying for Slack’s AI tiers |
Pricing as of November 2026, US list prices.
Guru Alternatives for Sales, Support, and IT Teams
Sales enablement. Sales information tends to live in several places. Pricing is in Google Drive, deal details are in Salesforce, customer conversations happen in Slack, and sales collateral lives in Highspot. GoSearch searches all four. With GoSearch agents, reps can automatically put together account briefs before a call. Notion AI is worth a look if the team keeps its sales playbook in Notion.
Customer support. Guru can give agents an approved answer from its knowledge base, but it won’t necessarily have the latest update on a support ticket or an engineering discussion about an unresolved bug. GoSearch searches the original sources, so agents can find information that hasn’t made it into a Guru card yet. Guru is still useful for teams that need approved responses on hand, especially for support macros and compliance language.
IT and HR help desks. Employees can ask questions in Slack or Teams and get answers from company policies and how-to guides in Confluence and Google Drive. GoSearch agents also respect existing access permissions. Slack AI can handle basic questions, but its Business+ plan limits Slackbot to 15 messages per user per week. That may not go far for a busy internal help desk.
Which Guru Alternative Is Right for Your Team?
The right choice depends on where your team’s knowledge lives and how you want AI to work with it.
If knowledge is scattered across many tools and curating a separate wiki isn’t realistic, choose GoSearch. It answers from your live connected apps, runs chat, search, agents, and workflows inside Slack, and needs no content governance program to stay accurate.
If your company already pays for Slack Business+ or Enterprise+, start with Slack AI for in-Slack search and summaries, and add GoSearch when you need answers from the apps Slack AI doesn’t reach.
If your documentation is already centralized in Notion, Notion AI on the Business plan is the shortest path, with AI connectors extending its reach.
Guru’s model stops at what someone has written into a card. GoSearch is built to close the gap between that curated layer and the live state of your work, including inside Slack.
Want to see GoSearch search your own tools, including inside Slack, without the curation overhead? Try GoSearch free or compare plans and pricing.
Search across all your apps for instant AI answers with GoSearch
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Frequently Asked Questions
For companies with information spread across a large number of apps, GoSearch is worth considering. It connects to more than 100 tools and searches them in real time, so there’s no need to build and maintain a separate library of cards. The Enterprise plan includes shared connectors, SSO, SAML, SCIM, audit logs, advanced permissions, and the option to use your own LLM and cloud environment. GoSearch publishes per-user pricing for its lower tiers, while Guru requires a sales quote. It also brings search, AI chat, agents, and workflows directly into Slack.
GoSearch suits startups because it has a free plan with basic agents, and Pro at $20 per user per month with no seat minimum adds full AI agents, workflows, and unlimited AI answers. Agents are built in natural language or from templates and work in Slack, Teams, and the browser. Notion AI includes Notion Agent on its $20 Business plan, but Custom Agents add credit charges, and Guru requires a sales call before any trial.
Guru depends on cards that employees create and verify. Its AI, including Knowledge Agents, uses that content to answer questions. GoSearch takes a different approach. It searches connected apps directly, using a hybrid, federated-first architecture that doesn’t require teams to copy their content into another knowledge base. You can also build agents without code, give them access to that company knowledge, and let them take action across apps through MCP servers. They run on the LLM you choose. GoSearch also has a Slack app for AI chat and agent workflows, with pricing available on its website.
Cards go stale as soon as the decision they record changes in a Slack thread, and that thread is usually where the newest answer lives. GoSearch searches Slack conversations alongside Google Drive, Confluence, and 100+ other apps in real time, so answers reflect what was said this week without anyone writing a card. Slack AI also searches Slack messages on Business+, but it doesn’t reach other apps unless you’re on Enterprise+.
For teams whose knowledge is mainly in Notion, Notion AI covers many of the same uses: AI search, summaries, and structured content. Full AI requires the Business plan at $20 per member per month (billed annually) or Enterprise, and its coverage is strongest for content stored in Notion.
If your company already pays for Business+ ($15 per user per month with annual billing) or Enterprise+, Slack AI is included. There are some limits to keep in mind. Business+ gives each user 15 Slackbot messages per week, and its answers mainly draw from Slack conversations and files. Search across other connected apps requires Enterprise+. For companies that need more than Slack’s own content, GoSearch offers another option. It runs inside Slack too, but searches across 100+ apps in real time.
