What Your Organization Knows Shouldn't Disappear When a Session Ends.
Fabric Mind captures your institutional intelligence — every expert decision, every outcome, every pattern — and makes it durable, governed, and compounding. So your AI agents don't just remember the last prompt. They reason from your organization's accumulated wisdom.
Built for enterprises deploying AI in insurance, financial services, and other regulated industries.
Built for teams deploying AI in complex enterprise environments
The Problem
Your Organization Is Forgetting. Every Day.
Every AI session starts from zero. Agents reconstruct the same history repeatedly — leading to inconsistent decisions, frustrated users, and wasted cycles.
Reconstructed every session
Your best people carry 10, 20, 30 years of judgment in their heads. When they make a decision, that pattern is never captured. It doesn't transfer. It leaves when they do.
Lost the moment it's made
Without shared memory, AI agents diverge — making contradictory decisions across teams, systems, and time. Even under identical policies.
Diverges across agents and sessions
These aren't prompt problems. They're memory problems. And they're not just slowing your AI down — they're costing your organization its institutional intelligence.
How It Works
Memory That Compounds. Intelligence That Grows.
Fabric Mind observes every decision — human or AI agent — and encodes what happened, what was decided, and what it meant. Those encoded patterns become institutional priors that every agent reasons from going forward. Your junior agent inherits the judgment of your most experienced people. Without anyone writing a single thing down.
Every cycle deposits richer institutional knowledge. Your agents don't just respond to context — they accumulate judgment.
Structured impressions persist across agents, sessions, and systems — not trapped in isolated contexts.
Every decision is policy-constrained, attributed, and auditable before it executes. Governance at the memory layer, not the prompt layer.
What You Get
Three Things That Change How Your Organization Performs
These capabilities emerge from shared, durable enterprise memory — not stateless prompts or ad-hoc retrieval.
Decisions, outcomes, and context stored as governed memory primitives — not embeddings, not logs. Durable, entity-linked, and retrievable across sessions.
Persists across agents and systems
Fabric Mind observes what your experts do and encodes the pattern — automatically. When a senior adjuster handles a claim differently than protocol, that deviation is recorded, linked to its outcome, and propagated forward as a prior. You capture institutional wisdom without asking anyone to articulate it.
No documentation required
Policy enforcement at the memory layer. Every agent decision is constrained, attributed, and traceable before it executes.
Auditable by design
Every outcome feeds back into institutional priors. Your AI gets better at your workflows over time — without touching the model.
No retraining required
Model-agnostic. Deploy on-prem, VPC, or air-gapped. Bring your own models.
Two Planes of Enterprise Intelligence
Fabric Mind operates as dual infrastructure: memory that persists, and control that governs.
Memory Plane
Events → Impressions → Patterns: Raw signals become structured memory, revealing long-horizon trends across time.
Cross-system timelines: Memory persists across agents, sessions, and systems—not trapped in isolated contexts.
Entity-linked, durable memory: Every interaction is anchored to entities, creating a continuous history that survives system changes.
Control Plane
Identity and authority: Every action is attributed, every decision is traceable to a known actor.
Policy enforcement: Governance rules constrain what memory can be accessed, how it's used, and when it expires.
Action gating: Decisions pass through policy checks before execution, ensuring compliance at every step.
Audit and replay: Full traceability of memory access and agent decisions, enabling forensic analysis and regulatory compliance.
Actor-aware writes: Every memory write is attributed to a known actor — human, agent, or system — with policy scope binding and conflict resolution built in.
Together, these planes enable AI systems that are both intelligent and accountable.
Design Partners
We're Building This With Enterprises, Not For Them
Fabric Mind is a new category. Organizational memory for AI doesn't exist yet as governed infrastructure — and we're building it with a small number of enterprises who are experiencing the problem firsthand. If your teams are deploying AI agents and hitting the wall of statelessness, inconsistency, or knowledge loss — we want to talk.
Early access to the Fabric Mind memory infrastructure
Direct influence on memory schemas, governance primitives, and ontology design
White-glove technical onboarding tailored to your industry and systems
A seat at the table as we define what enterprise organizational memory looks like
Security
Built for Enterprise From Day One
SOC 2 (In Progress)
Controls applied across memory ingestion and recall paths
GDPR-Aligned
Retention, deletion, and replay enforced at the memory layer
Tenant-Isolated Memory
Hard boundaries across memory graphs, impression stores, and audit trails. No shared state between tenants.
Actor-Attributed Writes
Every memory write is attributed to a known actor — human, agent, or system — with full policy scope binding and conflict resolution.
Fabric Mind introduces stateful memory as infrastructure — not a feature.
What If Your Organization Never Forgot?
The most valuable thing your enterprise produces isn't data. It's judgment — the accumulated pattern recognition of your best people, applied consistently, over time. Fabric Mind makes that durable.