VaultIQ

Enterprise Memory

VaultIQ Enterprise Memory turns your scattered, ever-changing information into a single governed memory that AI can reason over — accurately, securely, and over time.

The problem it solves

The answer to most questions already exists — scattered across files, email, tickets, chat, and code. Traditional tools look it up once, answer, then forget, so nothing is preserved and no one can tell what's trustworthy.

Why traditional AI and RAG aren't enough

Traditional AI & RAG

Starts from scratch on every query
Ignores trust, authority, and permissions
Can't tell current from outdated
Doesn't improve as you learn

Enterprise Memory

Remembers across interactions and workflows
Weighs trust, authority, and recency
Enforces permissions on every answer
Compounds — more useful over time

How Enterprise Memory works

Capture

Continuously ingests knowledge from the files, email, tickets, code, and tools you already use.

Connect

Links related documents, decisions, and people, preserving the context behind them.

Govern

Preserves permissions, ownership, recency, and source lineage on everything.

Serve

Teams and AI agents get trusted, source-backed answers in plain language.

Inside Enterprise Memory

Vaults

Governed, permission-aware containers that scope knowledge by team, project, or domain.

VaultAI

Domain-specific AI bound to a Vault — a reliable expert within a defined scope.

AI Teammates

Act on the memory, coordinating multi-step work across your systems and people.

Knowledge Graph

Connects documents, decisions, and people so context and relationships are preserved.

Memory Layer

The persistent layer that retains knowledge across interactions and users.

Retrieval

Permission-aware retrieval that returns trusted, source-backed answers.

Example workflow

Question

Why did we move off the original storage architecture, and who approved it?

VaultIQ Answer

The change was approved in the September architecture board meeting, driven by latency and cost concerns from the benchmarking report. Two alternatives were considered and ruled out.

Sources

Architecture Board Minutes — September
Storage Benchmarking Report
Q3 Performance Review

Frequently asked questions

Is Enterprise Memory the same as RAG?

No. RAG retrieves documents at query time and forgets them. Enterprise Memory manages knowledge over time — preserving context, permissions, and recency — so answers stay trustworthy and improve.

Does VaultIQ move or copy our data?

No. It works within your security boundary and existing permissions, and can run as managed SaaS, in your private cloud, on-premises, or fully air-gapped.

How are permissions handled?

Retrieval is permission-aware — every answer is limited to what the person asking is already allowed to see, with source attribution.