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OneLessTool

Capability · 10 solutions compared

Ask questions across company documents

AI search or Q&A over internal documents, drives and wikis with permission awareness.

People ask: “let staff ask questions about our policies”

Every way to do it

Scored on what matters most for this job: quality, privacy, reliability.

ToolFitQualityPrivacyReliabilitySkillCheapest plan with itLimits
Microsoft 365 CopilotCore featurenoneMicrosoft 365 Copilot Business (add-on)$21/seat/moWeaker for content stored outside Microsoft 365 unless connectors are set up · Results reflect messy permissions; oversharing in SharePoint shows up in answers
Google GeminiStrong—basicGemini Enterprise Business$21/seat/moSeparate purchase from consumer plans · Connector coverage depends on your stack
ConfluencePartialnoneStandard$5.42/seat/moUsage limited by monthly Rovo credits per user · Indexed object limits apply per user
Google WorkspacePartialnoneBusiness Starter$7/seat/moMostly limited to Google content · Basic Gemini access on Starter
Microsoft 365PartialnoneBusiness Basic$7/seat/moAI answers grounded in work data need Microsoft 365 Copilot · Limited to Microsoft content without connectors
ChatGPTPartial—basicPlus$20/moCoverage depends on which connectors you enable · Not a full replacement for a permission-aware enterprise search index
ClaudePartial—basicTeam (Standard seat)$20/seat/moDepends on which connectors exist for your stack · Not a dedicated permission-aware search index
NotionPartialnoneBusiness$20/seat/moLabelled Beta · Connector coverage is narrower than dedicated enterprise search products
PerplexityPartial—basicEnterprise Pro$40/seat/mounverifiedConnector depth may trail Microsoft 365 Copilot or Gemini Enterprise inside their own suites
Otter.aiWorkaround—noneBasic$0/seat/moMeetings only, not documents or wikis

Fit and scores are editorial judgements; prices show their verification status. Methodology

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