Question Base vs Beam vs Lambda vs Confluence

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Question Base
vs
Competitor 1
Beam
Competitor 2
Lambda
Competitor 3
Confluence
Compare
4 tools · best value per row highlighted
Your tool Question Base
questionbase.com
Question Base is an AI answer agent that lives in Slack and responds to employee questions using your company's documentation, wikis and past conversations.
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Competitor Beam
beam.cloud
Beam is a cloud runtime for AI workloads that offers serverless GPUs, task queues and sandboxes through a Python, TypeScript and Go SDK.
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Confluence
atlassian.com
Confluence is Atlassian's AI-assisted workspace for ideas, docs and company knowledge, where teams write, organize and find information together.
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Traffic estimated monthly website traffic
Monthly visits
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6-month growth
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Bounce rate lower is better
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Pricing
Model
Paid
Freemium
Paid
Freemium
Starting price
$5per month
$89per month · free tier available
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$5.42per month · free tier available
Free tier
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Free trial
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API access
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Plans
Proof of Concept $1,000Annual Pro $6,000/yrEnterprise+ $20,000/yr
Developer FreeTeam $89/moGrowth Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free FreeStandard $5.42/moPremium $10.44/moEnterprise Custom
Capabilities input → output
Input
DocumentsText
Code
CodeData
DocumentsText
Output
Text
Apps
Apps
DocumentsSlidesText
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Education & LearningAI Knowledge Management
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
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6
3
11
GPU infrastructure
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Knowledge bases
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Knowledge
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Developer tools
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Cloud infrastructure
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Slack
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Chatbots
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Cloud computing
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Confluence assistance
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Document creation
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Knowledge exchange
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Knowledge optimization
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Summarizing
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Team collaboration
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AI search
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APIs
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Agents
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Digital information management
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Document writing
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Knowledge sourcing
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Model training
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Virtual computing
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Community on aitoolstime
Rating
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Upvotes
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Saves
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Reviews
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Prompts
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Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.