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Guru vs Shelf: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Guru and Shelf side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, Guru leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 2,569 user reviews compared Pricing checked Oct 4, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Guru

AI-powered knowledge management for teams

Best for you if:

  • • You want a free tier before you commit

Shelf

Next-generation knowledge management for accurate and trusted GenAI answers.

Best for you if:

  • • You want improves the accuracy and reliability of GenAI outputs
At a glance: Guru vs Shelf
At a Glance
Guru Guru
Shelf Shelf
Starts at
Free plan, paid from $15/user/mo, billed monthly Builder plan
Not published
Category
Knowledge Base Internal Comms
Knowledge Base AI Assistants
Rating
4.7/5 G2 4.7 2,323 reviews 4.7/5 G2 4.7 · Capterra 4.8 246 reviews
Free plan
Yes No

Choose Guru or Shelf?

Guru

Choose Guru if

  • You want a free tier before you commit
  • You want knowledge management
  • You want browser extension
Shelf

Choose Shelf if

  • You want improves the accuracy and reliability of GenAI outputs
  • You want addresses the root cause of GenAI project failures (poor data quality)

In-Depth Analysis

Guru Guru

AI-powered knowledge management for teams

Good value

Guru's pricing is fair, offering a generous Free tier for basic needs.

Strengths

  • Pro: Knowledge management
  • Pro: Browser extension
  • Pro: Slack integration
  • Pro: AI suggestions
  • Pro: Good for teams

Weaknesses

  • Con: Per-user pricing
  • Con: Can get expensive
  • Con: Learning curve
  • Con: Search could improve
  • Con: Content management overhead

Key features

Knowledge management AI search Browser extension Verification Analytics Integrations

Shelf Shelf

Next-generation knowledge management for accurate and trusted GenAI answers.

Strengths

  • Pro: Improves the accuracy and reliability of GenAI outputs
  • Pro: Addresses the root cause of GenAI project failures (poor data quality)
  • Pro: Streamlines the process of preparing unstructured data for AI
  • Pro: Enhances customer experience through consistent and accurate knowledge
  • Pro: Reduces content conflicts and issues within an organization

Weaknesses

  • Con: No free tier or trial explicitly mentioned
  • Con: Requires integration with existing content sources
  • Con: Focuses specifically on GenAI data quality, not a general knowledge base

Key features

GenAI Context Engine for trusted AI answers Content quality and enhancement platform Connects to existing content sources Quality assures and enhances content Contextualization of data for GenAI Transparency over the source of bad answers

Plans and prices: Guru vs Shelf

Plans and prices of Guru and Shelf, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Guru
  • Free: Free
  • Builder: $15/user/mo, billed monthly
  • Enterprise: Custom pricing
getguru.com/pricing read Oct 4, 2026
Shelf No plan prices on file shelf.io/pricing

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Guru pricing and Shelf pricing.

Key Takeaways

Guru

  • Has a free plan

Shelf

  • Choose if you want next-generation knowledge management for accurate and trusted GenAI answers

What the data shows

On the data below, Guru leads on a free plan. We do not name an overall winner for this pair.

  • User ratings are within 0.2 points (4.7/5 from 2,323 reviews for Guru, 4.7/5 from 246 reviews for Shelf).
  • Guru starts at $15/user/mo, billed monthly; Shelf has no public paid plan price on file.
  • Only Guru has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Guru and Shelf compare in 2026?

On the data below, Guru leads on a free plan. We do not name an overall winner for this pair. User ratings are within 0.2 points (4.7/5 from 2,323 reviews for Guru, 4.7/5 from 246 reviews for Shelf). Guru starts at $15/user/mo, billed monthly; Shelf has no public paid plan price on file. Only Guru has a free plan.

What are Guru and Shelf used for?

Guru: AI-powered knowledge management for teams. Shelf: Next-generation knowledge management for accurate and trusted GenAI answers.

What does Guru cost vs Shelf?

Guru's cheapest paid plan is Builder at $15/user/mo, billed monthly; it also has a free plan. Shelf has no public paid-plan price on file. Prices read on the vendors' pricing pages, latest check Oct 4, 2026.

What's the main difference between Guru and Shelf?

Guru's main strength: knowledge management. Shelf's main strength: improves the accuracy and reliability of GenAI outputs.

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