The ontology,
alive.
A real-time view across the four GNL networks. Hover a node for its current state, version history, and the agents that last touched it. Click to drill into the audit trail. Bloomberg shows market data; AlphaSense shows documents. Living Map shows the probabilistic state of entities — with confidence, citing sources.
- SEC 8-K · 2026-05-12
- Reuters · interview
- analyst ensemble 5/5
Live console · click any node to inspect its state, version, and sources.
4-layer ontology
Instruments, Governments, Companies, Actors — each independently versioned and cross-linked.
Version pinning
Query any past state. Diff two versions. See the exact moment an attribute changed.
Source citation
Every value links back to the document, event, or agent that produced it.
Confidence intervals
No false certainty. Every attribute carries a calibrated confidence score.
P95 < 150 ms
Sub-second queries on million-node ontologies. Rust on the hot path.
Manifest export
Every query produces an audit manifest you can hand to your regulator.
Compliance review
See every AI-relevant entity your firm tracks, with full provenance. Regulators understand entities — not “embeddings.”
Risk monitoring
Watch confidence intervals widen on tracked actors. The early-warning signal before Drift Alerts even fire.
Due diligence
Investigate a new counterparty across instruments, governments, companies, and actors — one view, every citation.
Investigation
Forensic teams start in Living Map, then drill into Path Queries or Backtest Forensics from the same node.
Six lines to a cited, versioned state.
The same manifest the console renders is the manifest the SDK returns — and the one your auditor re-runs.
from deino import Client client = Client(api_key="dno_live_...") # Query an entity's current state state = client.living_map.get("actor:84a2") print(state.attributes) # {"sentiment": 0.62, ...} print(state.version) # 143 print(state.confidence) # 0.87 print(state.sources) # [...citations...] # Get state as of a past timestamp past = client.living_map.get_at( entity="actor:84a2", timestamp="2025-11-15T00:00:00Z", ) assert past.version == 128
Living Map is the starting node.
Because every product reads the same ontology, what you select here is the input to everything else — no export, no integration project.
What is Living Map?
A real-time view across DEINO’s four ontological networks — Instruments, Governments, Companies, and Actors. Each node is independently versioned and cross-linked, so you see an entity’s current probabilistic state with its confidence score and the sources behind it.
How is it different from Bloomberg or AlphaSense?
Bloomberg shows market data; AlphaSense shows documents. Living Map shows the probabilistic state of entities across a typed, versioned ontology — every attribute carries a calibrated confidence score and links back to the document, event, or agent that produced it.
Can I query a past state of the ontology?
Yes. Every node is versioned, so you can pin a query to any past state, diff two versions, and see the exact moment an attribute changed — and every query produces an audit manifest you can hand to a regulator.
See Living Map in production.
Founder-led demos for design partners. A free tier is active today for self-serve evaluation.