Glean's $7B valuation in 2024 set the price for enterprise AI search, and the rest of the knowledge-management market is now organizing around it. Notion AI is the dominant cross-functional workspace play with $343M raised; Sana Labs targets organizational learning and internal training at $73M. Mem and Coda push self-organizing personal and team workspaces, while Mintlify owns AI-ready documentation for developer products. Pylon brings the same pattern to B2B support knowledge bases. Dosu and DeepJudge specialize in autocapture from engineering and legal workflows respectively. Buyers compare on connector breadth (Slack, Drive, Notion, Confluence, Salesforce), permission-aware retrieval, and whether the answers cite sources cleanly.
CATEGORY
Best Knowledge Management AI Tools
26 tools compared · 2026
Enterprise AI search, wikis, and knowledge-capture startups
26 knowledge management startups tracked, with the largest concentration in US. Total tracked funding: $1.3B.
Tracked
26
Total Raised
$1.3B
Countries
9
Active Deals
1
1 
Unblocked Vancouver, Canada $30M 2 
Notion AI San Francisco, US $270M 3 
LightOn Paris, France $12.6M 4 
Ema Mountain View, US $86M 5 
Highlight AI San Francisco, United States $40M 6 
Cognee Berlin, Germany $7.5M 7 
WebCatalog Singapore, Singapore — 8 
Irys Tampa, United States $12.5M 9 
Omni San Francisco, US $337M 10 
Knowunity Berlin, DE $49M 11 
Edra New York, US $36.5M 12 
Interloom Munich, DE $19.5M
Funding by year — Knowledge Management
2020 → 2026Market overview
Key trends 2026
- Permission-aware retrieval wins enterprise deals. Glean-style ACL enforcement is the default RFP requirement.
- Documentation becomes AI-readable by design. Mintlify and llms.txt standards make docs first-class for agents.
- Auto-capture replaces wiki maintenance. Dosu and Pylon turn ticket and PR threads into reusable knowledge.
Benchmarks vs global
Glean valuation
$7.2B (2024)
$2.2B in 2023 ↑
Average enterprise SaaS app count
275+
~110 in 2017 ↑
Permission-aware retrieval support (top vendors)
~90%
~40% in 2023 ↑
Top countries
By startup countStage breakdown
Latest round typeTop investors backing Knowledge Management
See all →First Round Capital
4 deals
GV (Google Ventures)
3 deals
MV
Macdoch Ventures
2 deals
PX
Peak XV Surge
2 deals
TV
Theory Ventures
2 deals
BV
Bek Ventures
2 deals
UV
Unusual Ventures
2 deals
A
A*
2 deals
HV
HubSpot Ventures
2 deals
IG
ICONIQ Growth
2 deals
Amplify Partners
2 deals
EQT Ventures
2 deals
FAQ
Frequently asked
Glean vs Notion AI vs Microsoft Copilot for enterprise search?
Glean is the standalone search layer for companies with 50+ SaaS apps and strict ACL needs. Notion AI is best when Notion is already the workspace. Microsoft Copilot wins inside Microsoft 365-heavy environments but lags Glean on third-party connector depth.
How do AI knowledge tools handle source-of-truth conflicts?
Best-in-class tools surface conflicting answers with timestamps and authors, rather than picking one. Glean and Mem both expose source documents inline. Buyers should test with intentionally contradictory documents during proof-of-concept to see how each system reasons across stale and fresh content.
Is llms.txt actually being adopted by knowledge-base vendors?
Mintlify auto-generates llms.txt for hosted docs, and several developer-tool companies publish it manually. Adoption inside corporate intranets is still early. Expect it to become standard for public docs in 2026 and for internal vector-indexed wikis to keep using their existing connectors.
Recent rounds in Knowledge Management
All rounds →All Knowledge Management startups
Page 1Unblocked
AI context engine giving developers and coding agents your codebase's tribal knowledge
Raised
$30M
Stage
S-A
Notion AI
VerifiedConnected AI workspace
Raised
$270M
Stage
SECONDARY
LightOn
PUBLICThe retrieval and document-intelligence API for enterprise AI
Raised
$12.6M
Stage
IPO
Ema
Universal AI employee for the enterprise
Raised
$86M
Stage
SERIES A EXTENSION
Highlight AI
Desktop AI assistant that reads your screen and files to answer questions and act
Raised
$40M
Stage
S-A
WebCatalog
PRIVATETurn any website into a distraction-free desktop app
Cognee
Open-source memory engine that turns scattered data into a knowledge graph for AI agents
Raised
$7.5M
Stage
Seed
Irys
AI-native core operating platform replacing legacy agency management systems
Raised
$12.5M
Stage
Seed
Omni
The AI-powered BI and semantic layer for the modern data stack
Raised
$337M
Stage
S-C
Interloom
AI agents that learn your company's undocumented tacit knowledge
Raised
$19.5M
Stage
S-A
Knowunity
AI learning companion built by and for students, 20M+ users
Raised
$49M
Stage
S-B
Edra
AI agents that learn how your business runs, then automate the work
Raised
$36.5M
Stage
S-A
Wordware
Build AI agents by writing in plain English
Raised
$30M
Stage
Seed
Coda
Coda is your all-in-one collaborative workspace, bringing teams and tools together for a more organized and productive workday.
Raised
$240M
Stage
S-D
Brainfish
Ambient AI agents that guide users inside software for proactive support
Raised
$10.3M
Stage
Seed
Inkeep
No-code platform to build trusted AI support agents from your knowledge
Raised
$13M
Stage
Seed
Ravenna
AI-native internal service desk built directly inside Slack that automates IT, HR, and
Raised
$15M
Stage
Seed
Mem
VerifiedSelf-organising workspace powered by AI
Raised
$29.1M
Stage
S-A
Littlebird
Full-context AI assistant that understands your screen and meetings
Raised
$11M
Stage
Seed
Sana Labs
VerifiedAI for organisational learning
Raised
$73M
Stage
S-B
Civic Roundtable
Secure collaboration and operations platform for government workers
Raised
$5M
Stage
Seed
AptEdge
AI answer engine that speeds up technical customer support resolution
Raised
$11M
Stage
Seed
Hyper
Self-driving company brain that silently learns from every tool your team uses.
Raised
$500K
Stage
Seed
Dosu
Knowledge infrastructure for agents and humans, providing automatic knowledge capture without changing your workflow.