dbsof — one linked model for everything.
The company's private, air-gapped brain. Every system, database and document materialised as one seamless model. Open surfaces. GPU-first. Ready for agents.
On-prem or private cloud • Zero-copy export • FRAND APIs • Full audit
Why dbsof
Unified source of truth
Not an overlay. We ingest, canonicalise, and link. All writes land here.
GPU-first core
Vector, graph and columnar side-by-side for retrieval, joins and inference-adjacent workloads.
Open by design
Delta/Iceberg/Hudi-style tables, CDC streams and Graph/SQL/REST. No data prison.
THE DUBSOF WAY
What does putting everything on one dbsof linked model look like?
Connect everything
CRMs, ERPs/MRPs, WMS/TMS, finance, support tools, documents and IoT feeds flow into one ingestion layer. No duplicate records. No swivel-chair work.
source('erp').map(mapOrders).into(dbsof.ingest('orders')) source('crm').map(mapAccounts).into(dbsof.ingest('accounts'))Canonicalise & link
Data becomes canonical objects—customers, orders, SKUs, processes—linked into one model so relationships are first-class.
The private brain (air-gapped)
Run on-prem or private cloud under your keys and policies. It is your sovereign, auditable memory.
- ✓ Isolated tenancy
- ✓ Customer-controlled keys
- ✓ Strict egress
Event ledger
Every change is recorded and replayable. Analytics, audits and incident response stay explainable. Rollbacks are safe.
GPU-first core
Retrieval, joins, embeddings and inference-adjacent workloads run side by side on one core. No context shuffling between point tools.
Open surfaces, zero-copy
Query via Graph/SQL/REST, CDC streams and lakehouse tables. Keep sovereignty with zero-copy export and escrow.
Ligment OS on top
One workspace replaces the mosaic of apps. Apps are free. Only reasoning is billed.
AI decision blocks
Detect bottlenecks, qualify leads, price quotes and orchestrate workflows. Execute automatically with approvals.
THEN score(model:eta)
ROUTE assignee:ops
OPTION auto_execute:true
Governance, privacy, compliance
Role-based access, encryption, lineage and immutable audits make GDPR/CCPA/SOX/ISO simpler from day one.
- ✓ RBAC & ABAC
- ✓ Immutable audit logs
- ✓ PII tagging & redaction
Migration without drama
Catalogue sources, design the model, cleanse and map, stage in parallel, light up Ligment per team, then switch. Keep iterating post-go-live.
- Assess
- Map
- Populate
- Configure
- Cutover
Connect everything
CRMs, ERPs/MRPs, WMS/TMS, finance, support tools, documents and IoT feeds flow into one ingestion layer. No duplicate records. No swivel-chair work.
Canonicalise & link
Data becomes canonical objects—customers, orders, SKUs, processes—linked into one model so relationships are first-class.
The private brain (air-gapped)
Run on-prem or private cloud under your keys and policies. It is your sovereign, auditable memory.
- ✓ Isolated tenancy
- ✓ Customer-controlled keys
- ✓ Strict egress
Event ledger
Every change is recorded and replayable. Analytics, audits and incident response stay explainable. Rollbacks are safe.
GPU-first core
Retrieval, joins, embeddings and inference-adjacent workloads run side by side on one core. No context shuffling between point tools.
Open surfaces, zero-copy
Query via Graph/SQL/REST, CDC streams and lakehouse tables. Keep sovereignty with zero-copy export and escrow.
Ligment OS on top
One workspace replaces the mosaic of apps. Apps are free. Only reasoning is billed.
AI decision blocks
Detect bottlenecks, qualify leads, price quotes and orchestrate workflows. Execute automatically with approvals.
THEN score(model:eta)
ROUTE assignee:ops
OPTION auto_execute:true
Governance, privacy, compliance
Role-based access, encryption, lineage and immutable audits make GDPR/CCPA/SOX/ISO simpler from day one.
- ✓ RBAC & ABAC
- ✓ Immutable audit logs
- ✓ PII tagging & redaction
Migration without drama
Catalogue sources, design the model, cleanse and map, stage in parallel, light up Ligment per team, then switch. Keep iterating post-go-live.
- Assess
- Map
- Populate
- Configure
- Cutover
What changes
Work stops swivelling between systems. Decisions happen in-flow. Exceptions surface themselves. Cash arrives sooner. The stack gets smaller every week.