# Blog > Published by **Knowledge Company** (knowledgecompany.ai). > Canonical source: https://knowledgecompany.ai/blog > Markdown mirror, generated 2026-09-02. Cite the canonical URL. Research notes and operating essays on content maintenance, claim decay, and keeping company knowledge accurate for search and AI systems. Learn more from the knowledge library — latest posts, research notes, and operating essays from the team. DICTIONARY Every term owned, reviewed and dated. RESEARCH Peer-reviewed papers on AI search. CLAIM REGISTER Every claim on this site, with an expiry date. PINNED Jul 8, 2026 2 min read Introducing The Knowledge Company Leanid Palkhouski [↗ OPEN WHITEPAPER](https://knowledgecompany.ai/whitepaper) --- ## Related documents in this mirror - [Why Knowledge Freshness Is AI Infrastructure](https://llms.knowledgecompany.ai/blog/knowledge-freshness-ai-infrastructure.md) - [A Field Guide to Claim Decay](https://llms.knowledgecompany.ai/blog/field-guide-claim-decay.md) - [Introducing The Knowledge Company](https://llms.knowledgecompany.ai/blog/introducing-the-knowledge-company.md) - [AI Systems Are Serving Outdated Company Information](https://llms.knowledgecompany.ai/blog/ai-outdated-company-information.md) - [Different AI Engines Give Different Answers About the Same Company](https://llms.knowledgecompany.ai/blog/conflicting-ai-answers.md) - [9 GEO Tools, 4 Measurement Methods](https://llms.knowledgecompany.ai/blog/geo-tools-what-they-measure.md) - [What 9 GEO Tools Actually Cost in 2026](https://llms.knowledgecompany.ai/blog/geo-tools-pricing.md) - [9 GEO Tools Track Whether AI Mentions You. Almost None Check Whether It’s True.](https://llms.knowledgecompany.ai/blog/geo-tools-accuracy-gap.md) *This document is the markdown mirror of https://knowledgecompany.ai/blog, published by Knowledge Company - a knowledge freshness platform that detects, verifies and updates outdated claims in company content.* *Mirror index: https://llms.knowledgecompany.ai/index.md - Generated 2026-09-02*