Enterprise Memory
for Agentic AI

Deploy the most accurate AI agents and applications grounded in trusted enterprise knowledge
Learn how Pryon speeds the path
from Proof of Concept to production
Trusted By
Enterprises
&
U.S. Agencies
U.S. Department

of Defense
U.S. Department

of the Air Force
U.S. Department

of the Army
U.S. Department

of the Navy
U.S. Department

of the Treasury

The Problem

95% of AI projects languish
in Proof of Concept purgatory due to memory failure...

Parsers silently fail on PDFs, tables, images, or audio
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
source:
MIT Project NANDA, The GenAI Divide: State of AI in Business 2025, p. 7 (July 2025)

The Pryon Solution

Pryon's Memory Layer helps you
put your 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
Advanced Data Preparation
Turn raw content into AI-ready knowledge without manual preprocessing. Whether it’s PDFs, scans, slides, spreadsheets, diagrams, or anything else, we meet your data where it’s at.
Management Made Simple
Management Made Simple
Focus on what matters most to you, instead of index management. We provision, tune, and scale the underlying vector and keyword indexes for you, eliminating the overhead of database ops.
Secure Architecture
Secure Architecture
Whether you deploy Pryon in the cloud or on-prem, document-level access controls ensure data security while fine-grained attributions ensure transparency and auditability.
Dynamic Retrieval
Dynamic Retrieval
Ensure accuracy with every response. Pryon leverages hybrid search, intelligent query expansion, re-ranking, iterative deep dives, and context sufficiency checks.
Advanced Data Prep

See Pryon in Action

Our solutions work across a multitude of industries
Smart enterprises choose Pryon

Let's
get started today!