DataFab ·
CORE Banking
PAYMENTS Rails
CRM Customer
SCREENING Vendor
TRADE Finance
DOCS Content
ALERT BACKLOG
YOUR ENVIRONMENT · FABRICLOUD BOUNDARY
cloud · vpc · on-prem · air-gapped
DATAFAB · GOVERNED EXECUTION
Agentic Studio
compose the agency · set policy + attribution
= one agency
ship
Agencies run · in place
compliance agency · running
remediation agency · running
screening agency · running
policy · audit · attribution — on by default
CONTROL PLANE — orchestration over metadata
↑ metadata & config only
ACTIVE METADATA AND RELATIONSHIPS — NOT A DUPLICATE STORE OF RAW RECORDS
resolved
entity
lens · compliance
lens · risk
lens · onboarding
lens · M&A
one graph · many governed, versioned interpretations
DATA PLANE — YOUR SYSTEMS · NO RAW DATA LEAVES
RAW EGRESS · 0 B
warehouses documents core systems lakes streams
DATA STAYS IN PLACE →
↑ GOVERNED AGENTIC EXECUTION
Snowflake Databricks BigQuery MS Fabric Palantir AWS agents DataFab
Illustrative architectural positioning based on publicly documented deployment models and capabilities.
YOUR ENVIRONMENT — NO RAW DATA LEAVES
DataFab
INTELLIGENCE PLATFORM
Agentic studio
Wisdom search
Agencies
FabriCloud
SOVEREIGN FOUNDATION
Knowledge fabric
Govern & audit
In-boundary compute
sovereign foundation + intelligence platform
Control plane
METADATA · POLICY · IDENTITY
only metadata crosses
Data plane — in your environment
unify · govern · search · enrich · activate
CPU / GPU runtime · processed in place
NO RAW DATA LEAVES
SECURITY & PRIVACY — identity · role/attribute access · differential privacy · federated learning
Sources any type
Data Integration semantic detection
Entity Resolution attribute · active
Knowledge Fabric resolved graph
Composite + Gen AI explainable
Output grounded
your moat ↑
model access
EXECUTION HISTORY · TIME →
DEFENSIBILITY
Typologies known patterns
Scenarios graph queries
Risk scoring weighted, tunable
Orchestration processes
Case prioritised
every block configurable · versioned · explainable — no black-box scoring
DBs APIs ERP · HR SaaS Warehouses Docs · Streams
The Knowledge Fabric
unify in place · discover · schema & ontology · entity resolution
no raw data leaves
ONE RESOLVED KNOWLEDGE GRAPH
The Agentic Layer
rules & logic · agencies of agents · dialogue · agentic widgets
governed · attributable
Prioritised alerts Investigated cases Defensible narratives
Agency
mon
scr
tri
inv
nar
qa
coordinated agents · one purpose
AUTONOMY
L0 · BPM L1 · Supervised L2 · Self-org L4 · Agentic
set per agency, per risk — human-in-the-loop where it matters
CONTROL PLANE — VENDOR-OPERATED (PROFESSIONAL)
schedule · configure within pinned policy · observe allow-listed · offer signed updates
single-tenant · private link · customer-managed keys
EGRESS BOUNDARY — DEFAULT DENY · FAIL-CLOSED
control signal ↓
telemetry ↑ (allow-listed)
signed updates ↓
⊘ no customer data crosses
CUSTOMER BOUNDARY — DEDICATED / PRIVATE (no customer-data exposure)
SYSTEMS OF RECORD
Core systems
Mainframe / legacy
Documents / content
Case / records
Reference / lists
Read-only connectors
source-granted · cannot write · no egress
DATA PLANE — RUNS ON YOUR COMPUTE
ENTITY GRAPH one graph, multiple governed lenses
Policy engine versioned · signed customer-approved
Deterministic engine decides / gates outcome
Model runtime
in-boundary · assists
NO egress route
never finalises
Resolution active metadata · read in place
Governance — RBAC · lineage · tamper-evident audit
MCP GATEWAY — the single governed route to data
datastore accepts the gateway identity only · fail-closed
DATAFAB
Agencies · Agentic Studio
Governed Agentic Utilities
(domain packs, reusable)
scoped · logged · revocable
agencies & console reach data only through the gateway (governed calls) →
Console / UI
no customer data at rest
private in-boundary console
BOUNDARY INTEGRATIONS
IdP identity
KMS / HSM
your keys (KMS)
SIEM audit export
C3
C2
C1
C5
C4
GOVERNED AGENTIC UTILITY — REUSABLE DOMAIN PATTERN
Rule Studio no-code authoring by domain experts
DAG rule engine rules assemble into a governed graph
Agencies governed agent teams scoped · logged
Deterministic validation gates every action
Governed actions / outputs
Knowledge estate resolved graph + data in place
Model (assist) extract · summarise never finalises
Audit & lineage every decision → source + rule version reproducible · defensible
THE PATTERN
Domain experts author rules in a no-code Studio → the rules compile into a deterministic DAG →
agencies execute the workflow through the governed gateway → a deterministic engine validates every action →
outputs and every decision are audited to source and rule version. The model assists; it never decides.
The same skeleton is reused per domain — the domain lives in the rules and lenses, not in new code.
PROOF
The Financial Crime Unit
Everything so far, running at once
duplicates →
Customer Account UBO
Txn Entity Counterparty
transaction stream · in context
Scenarios + scoring typologies on the graph
+ counterparty risk + ownership + history
Prioritised alert context-rich · ranked
GOVERNANCE AT EVERY LAYER
access · policy · approval · full audit trail
IN-BOUNDARY · NO RAW DATA LEAVES
DATA SEGREGATION · TENANT-ISOLATED
wk 0 10 20 30 40+
0 · Mobilise & POV
1 · Connect & unify
2 · Build the Fabric
3 · Compose logic
4 · Build agencies
5 · Assure & go-live
6 · Run & comply →
value proven on 1 utility
SERVICES · CONSULTING → DELIVERY → KNOWLEDGE → SUPPORT → COMPLIANCE-AS-A-SERVICE
ONE RESOLVED ESTATE · THE ENTERPRISE COMPOUNDS
value only compounds
traditional firm — value leaks at every exit
INCEPTION
incepted on — or adopts
SCALE · RESHAPE
operating model = reconfigurable agencies
FOREVER
compounds
never forgets
more clients · no linear hiring
DATAFAB · AGENTIC UTILITY — THE SUBSTRATE EVERY COMPANY IS BUILT & COMPOUNDS ON
MORE TOOLS · A DISCONNECTED ESTATE ONE LIVING GRAPH
DataFab
THE AGENTIC ENTERPRISE
ON YOUR OWN DATA
Bring the cloud to your data
An enterprise briefing · DataFab
The Agentic Enterprise.
The governed world-model for your enterprise — an ontology derived, not drawn, on data you never move. One platform, in four parts: FabriCloud, the private-data-cloud foundation that unifies your estate in place; a resolved knowledge graph, one governed picture of the business; an enterprise logic layer your own experts control; and the Agentic Studio, where a governed workforce of agencies reasons and acts. Sovereign, in place, across your whole estate.
press play · move the mouse or tap to show controls · ← → by chapter