Enterprise Memory for Agentic AI

Deploy the most accurate AI agents and applications grounded in trusted enterprise knowledge

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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...

AI Search

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.

Apps

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.

Agents

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: 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: 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: 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: Ensure accuracy with every response. Pryon leverages hybrid search, intelligent query expansion, re-ranking, iterative deep dives, and context sufficiency checks.

See Pryon in Action

Our solutions work across a multitude of industries

  • Defense & Intelligence:
  • State and Local Government:
  • Energy:
  • Life Sciences:
  • Manufacturing:
  • Education:

Smart enterprises choose Pryon

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.

We have so much more to say.

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