Public Category Leaderboard

Knowledge Management Software AI Product Rankings

Knowledge Management Software ranking trend

Current Champion

Confluence

AI Index 88.8

Podium Snapshot

#1 Confluence · #2 Notion · #3 Guru

Latest Refresh

Aug 23, 2026

10 tracked engines and 7 entities in the latest public snapshot.

Category Overview

Knowledge Management Software AI product rankings show which products are most visible in the current public benchmark. Current leaders include Confluence, Notion, and Guru across 10 tracked engines, with score and mention-rate signals combined into the overall AI Index. Confluence is 0.7 points ahead of Notion, so the gap helps show whether this category has a clear AI visibility leader or a tighter competitive cluster.

Use the engine tabs below to compare how Perplexity, MiniMax, GLM, and Qwen rank entities differently. Overall ranking summarizes the latest visibility signals across all tracked engines, while engine-specific tabs reveal whether a brand is broadly recommended or over-dependent on one answer system.

Why This Matters

Use the overall ranking to see which products stand out in this category benchmark, then drill into individual AI engines to decide which market, competitors, and prompt themes deserve private tracking. The useful signal is not only the rank: mention rate, score gaps, latest refresh date, and engine outliers show where to investigate next.

Current Ranking Takeaways

Confluence is the current #1 entity in Knowledge Management Software with a 88.8 AI Index and 89.8% mention rate. This makes it a useful public benchmark for selecting private comparison prompts, not a guarantee about future AI answers.

Notion is the nearest visible challenger at #2, trailing Confluence by 0.7 points. That gap is the first signal to inspect when deciding whether this leaderboard is leader-dominated or actively contested.

Guru rounds out the podium at #3. Comparing the top three against engine-level tabs helps separate broad recommendation consistency from single-engine strength.

The latest public snapshot refreshed on Aug 23, 2026, covering 10 tracked engines and 7 entities. Freshness matters because AI recommendations can shift as models, retrieval sources, and category evidence change.

7

Entities

10

AI Engines

Aug 23, 2026

Last Updated

Ranking Methodology

How this AI product leaderboard is calculated

AI Index

The combined visibility score used to sort the default public leaderboard view.

Mention Rate

How often tracked AI engines mention each product inside completed public runs.

Recommendation Strength

How strongly the answer positions, first mentions, and recommendation signals support each ranking.

Engine Coverage

Compare overall visibility and engine-specific rankings

Knowledge Management Software currently compares products across 10 tracked AI engines, including Perplexity, MiniMax, GLM, Qwen, Grok, and ChatGPT and 4 more. Use the tabs below to separate broad AI visibility from engine-specific outliers.

Perplexity rankings for Knowledge Management SoftwareMiniMax rankings for Knowledge Management SoftwareGLM rankings for Knowledge Management SoftwareQwen rankings for Knowledge Management SoftwareGrok rankings for Knowledge Management SoftwareChatGPT rankings for Knowledge Management Software

Next pages to inspect

Follow the Knowledge Management Software AI ranking cluster

Top entity visibility profiles

Confluence AI visibility profile#1 in Knowledge Management SoftwareNotion AI visibility profile#2 in Knowledge Management SoftwareGuru AI visibility profile#3 in Knowledge Management SoftwareDocument360 AI visibility profile#4 in Knowledge Management SoftwareStack Overflow for Teams AI visibility profile#5 in Knowledge Management SoftwareSlite AI visibility profile#6 in Knowledge Management SoftwareBloomfire AI visibility profile#7 in Knowledge Management Software

Engine-specific rankings for Knowledge Management Software

Perplexity rankings for Knowledge Management SoftwareCollection-scoped benchmarkMiniMax rankings for Knowledge Management SoftwareCollection-scoped benchmarkGLM rankings for Knowledge Management SoftwareCollection-scoped benchmarkQwen rankings for Knowledge Management SoftwareCollection-scoped benchmarkGrok rankings for Knowledge Management SoftwareCollection-scoped benchmarkChatGPT rankings for Knowledge Management SoftwareCollection-scoped benchmark

Related AI ranking pages

Note-Taking Software AI rankings7 entities trackedHotel Booking Platforms AI rankings23 entities trackedJob Platforms AI rankings21 entities trackedAI Writing Agent AI rankings20 entities trackedEnterprise AI Search & Knowledge Tools AI rankings20 entities trackedAI Voice Generation & Dubbing Tools AI rankings20 entities tracked

Answer engine rank tracking benchmarks

Perplexity rank tracking benchmarksModel-level Perplexity benchmark hubGrok rank tracking benchmarksModel-level Grok benchmark hub
Overall Perplexity MiniMax GLM Qwen Grok ChatGPT Gemini Claude Kimi DeepSeek

Leaderboard Podium

Open the leading entity pages in this category leaderboard

Overall Ranking

#1

Confluence

88.8

#2

Notion

88.1

#3

Guru

86.8

Overall

Combined AI visibility across all tracked engines. Default view shows the top 10 entities.

7 / 7 entities Aug 23, 2026
Sort
Use the left and right arrow keys to scroll this table horizontally.
RankEntityAI IndexMention Rate
👑 #1
Confluence
88.8
89.8%
🥈 #2
Notion
88.1
89.0%
🥉 #3
Guru
86.8
86.0%
#4
Document360
85.2
84.4%
#5
Stack Overflow for Teams
84.0
82.2%
#6
Slite
81.9
81.0%
#7
Bloomfire
81.5
80.8%

Next Step

Turn this public category benchmark into a private AI visibility tracker.

Public rankings are useful for market discovery and benchmark context. Private tracking is where teams monitor owned prompts, direct competitors, citations, answer history, action plans, validation evidence, report readiness, and pricing fit.

Open a private trackerContinue to onboarding with this category preserved.Compare tracker plansReview monitoring capacity, prompt limits, projects, and plan fit before moving beyond the public benchmark.Run a free visibility checkCheck one product as a diagnostic before setting up recurring AI visibility monitoring.Knowledge Management Software ranking trendSee how this category has shifted across recent public leaderboard runs.

FAQ

How is the Knowledge Management Software leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for Knowledge Management Software, including rank position, recommendation strength, and mention-rate patterns.

Why can Confluence lead overall but differ by engine?

Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.

How often is this Knowledge Management Software leaderboard updated?

This leaderboard updates whenever new completed runs are available for Knowledge Management Software, with the latest refresh date shown on the page.