Enterprise Memory for Agentic AI
Deploy the most accurate AI agents and applications grounded in trusted enterprise knowledge
Pryon unlocks AI you can trust
The Problem
95% of AI projects languish in Proof-of-Concept purgatory due to memory failure.
Chunking strategies shred document meaning and/or 10× ingestion compute
Duplicate versions and stale files trigger repeated full re-indexes
Manual PII scrubbing and ACL tagging invite compliance slips
Ingestion pipelines aren’t monitored, so errors and costs surface late
Embedding model upgrades force costly re-embedding and quality drift checks
Keyword-plus-vector tuning lacks stable defaults across datasets
Missing query rewrites or decompositions return “no results” too often
Tail-latency spikes under load break response-time targets
No precision/recall tracking leaves relevance issues invisible
Per-query permission filters double latency or risk data leaks
Separate collections with incompatible embedding spaces hurt recall
Multi-hop retrieval chains multiply token usage for marginal gains
Long-tail or off-topic questions fall through and spark hallucinations
Semantic similarity alone overlooks exact IDs, part numbers, and dates
Over-fetching of chunks overflows context windows and inflates LLM spend
Parsers silently fail on PDFs, tables, images, or audio
Source: MIT Project NANDA, The GenAI Divide: State of AI in Business 2025, p. 7 (July 2025)
The Pryon Solution
Pryon's Memory Layer drives AI projects into production, fast.
Unify all Enterprise Intelligence for...
Search across all your company's data repositories
Consolidate your structured and unstructured organizational knowledge into one comprehensive search platform for rapid answers and simplified oversight.
Ground your AI strategy in your firm's memory
Integrate state-of-the-art information retrieval with your trusted data sources and ship AI agents & assistants users can rely on.
Deploy trusted custom AI agents
Enable AI agents to perform context-aware actions, firmly grounded in your organization’s own data and workflows.
How We Do It
Tap into your organization's data intelligently
Advanced Data Prep
- Management Made Simple
- Secure Architecture
- Dynamic Retrieval
See Pryon in Action
Our solutions work across a multitude of industries
Defense & Intelligence
Energy
Life Sciences
About Us
From the AI Pioneers who brought you Alexa, Siri, and Watson
Pryon transforms how the world’s leading enterprise and government organizations operate by enabling them to deliver AI apps and agents grounded in trusted content.