A knowledge tool should fit how a team writes, reviews, finds and maintains information. A collaborative workspace, a wiki, a search service and a research engine solve related but different problems. Compare them using the tasks your team needs to complete.
This guide provides evaluation criteria rather than a current vendor price list. Product capabilities, plans and deployment options change, so confirm them in the provider’s documentation before buying or migrating.
Separate authoring from discovery
Authoring tools help people create and organise information. Discovery tools help people find relevant information or prepare answers from it. A team may need both, but connecting them requires clear source ownership and access rules.
A useful evaluation starts with representative tasks: publish a procedure, review a design decision, find a current policy, onboard a colleague or investigate a research question. Test those tasks with the people who perform them.
Confluence
Confluence is a collaborative documentation product commonly used alongside other Atlassian tools. When evaluating it, examine the page structure, review workflow, permissions, search, integrations and the particular deployment option under consideration.
An existing relationship with Jira may make the surrounding workflow relevant, but it does not settle the decision. Check whether the chosen plan includes the controls and features required by the organisation and test how well people can find and maintain information.
Notion
Notion combines documents, databases and collaborative workspace features. Its flexible structure can support different workflows, but a team still needs conventions for ownership, page structure and review.
Evaluate permissions, export quality, integration options and the behaviour of any AI features using current documentation and a trial. Avoid assuming that an AI feature is restricted to a single page or lacks citations without checking the current product.
Open-source wikis
Tools such as BookStack and Wiki.js provide options for running a knowledge system on infrastructure chosen by the organisation. Their features and maintenance requirements differ.
Self-hosting gives the team responsibility for deployment, updates, access configuration, backups and recovery. It does not by itself establish that data never reaches an external service or that the implementation meets every security requirement.
Review the licence, release activity, upgrade process, available integrations and export format. A zero software-licence fee is only one part of total cost.
Where BeHive fits
BeHive is an open-source research engine under the MIT licence. Its purpose includes source-based research, claim assessment and exploration of relationships between entities. It can be installed with pip install behive.
Assess it for research tasks, using the model and sources selected for that setup. A wiki replacement, enterprise search integration or company-wide permission model is a separate requirement. This comparison does not establish a ready-made migration from Confluence or Notion to BeHive.
A practical comparison framework
| Area | Questions to test |
|---|---|
| Authoring | Can people create, edit and review the information they need? |
| Structure | Are ownership, document types and relationships understandable? |
| Discovery | Can users find current information using realistic questions? |
| Permissions | Do source restrictions remain effective in search and AI features? |
| Portability | Can content, attachments and relevant metadata be exported? |
| Operations | Who owns upgrades, backups, recovery and user support? |
| AI | Which sources are used, how are claims supported, and how are errors reported? |
| Cost | What are the licence, infrastructure, integration and staff costs over the comparison period? |
Use the same tasks and criteria across shortlisted options. Headcount alone does not decide which product fits a team; process complexity, access requirements and the cost of migration also matter.
Calculate total cost
Include licences and add-ons, hosting, identity integration, migration, custom work, training and ongoing content maintenance. For a hosted service, check plan limits and contractual conditions. For a self-hosted service, include the team’s operational work and recovery arrangements.
Compare costs over a common period and state assumptions about users, storage and usage. A price displayed on a vendor page is not a complete project budget, and an open-source licence does not make operation free.
Plan a migration carefully
Inventory and export
List active and obsolete spaces, pages, attachments and integrations. Identify owners, access restrictions and records that must be retained. Test exports rather than assume every field or page type will transfer.
Map content and permissions
Decide how the source structure maps to the destination. Preserve useful links, review dates and ownership. Check how permissions will work before importing sensitive content.
Test a representative sample
Include documents with tables, attachments, internal links and restricted access. Verify formatting, search, permissions and edit history where required. Record what cannot transfer automatically and how it will be handled.
Agree the changeover
Plan training, ownership, support and how to keep content consistent during the transition. Define how the old system will be made read-only or retired and how users will locate historical material.
The schedule depends on content quality, integrations, access rules and the migration tools. Establish dates from that scope rather than a universal pages-per-week estimate.
FAQ
Is open source safe for sensitive information?
It can be used in a suitable implementation, but the licence does not establish security. Assess the software, configuration, access controls, dependencies, data flows and operating arrangements for the information involved.
What does a knowledge platform cost to run?
Include licences where applicable, infrastructure, updates, integrations, backups, support and content ownership. Compare options using a common scope and period rather than relying on a single subscription price.
Will BeHive replace Confluence or Notion?
BeHive is a research engine. Confluence and Notion serve collaborative authoring and workspace uses. Assess the required tasks separately; a ready-made replacement or migration should not be assumed.
How should we compare AI features?
Use representative questions and check source coverage, citations, permissions, error handling and cost. Verify each product’s current documentation and test the selected plan rather than rely on broad claims about its underlying model.
Can we change tools later?
Possibly, but migration depends on export formats, attachments, metadata, integrations and access controls. Test portability early and document any manual work or information that would not transfer.
Start with the workflow
Identify where information is created, where it becomes outdated and where users fail to find it. Contact QA10 to discuss a defined process and the software requirements around it.