When a regulator asks why your firm took a position eighteen months ago, you don’t reconstruct — you replay. Hand the auditor the manifest; they re-run every NodeVersion, agent, and LLM call to a bit-identical result. The killer feature for regulator-defensible AI.
Reproduce a decision from 18 months ago. Press ▶ — every NodeVersion, agent, and LLM call replays to a bit-identical result.
Live replay · press reproduce to walk the provenance chain to a bit-identical result.
A regulator asks why you took a credit position on an entity a year and a half ago. Your team has exactly three options — and only one of them survives the meeting.
Re-run any historical query with bit-identical results. Same NodeVersions, agents, and LLM providers within their cache windows.
“What did Living Map look like for actor:84a2 on Nov 15, 2025?” — answerable instantly, not reconstructed.
Not just the output — the reasoning trace. Which agents fired, what context they saw, what the sisters concluded.
Compare two manifests side by side. See exactly what changed between two decisions on the same entity.
JSON for machines, PDF for auditors, CSV for the compliance team’s own analysis.
Customer-key signed. Tamper-evident. Verifiable by your auditor independently of DEINO.
Before DEINO, every audit cycle was six weeks of evidence-gathering. Now we hand the auditor the manifest directly. Six weeks became six hours.
Compliance Officer · LATAM Tier-2 BankThe same chain the replay above walks is the chain this call runs — and the one your auditor re-runs offline.
from deino import Client client = Client(api_key="dno_live_...") # "What was our exposure model on Nov 15, 2024?" past = client.forensics.reproduce(manifest_id="q_8c4d2a1f") print(past.distribution) # [0.62, 0.28, 0.10] — bit-identical print(past.node_versions) # [actor:84a2@v128, gov:ar-bcra@v89, …] print(past.agents) # ['a2a:profiler@v3.1', …] # Export for the auditor past.export(format="pdf", path="audit_2024_nov.pdf")
Forensics replays anything the other products produced — because they all wrote to the same versioned ontology in the first place.
Founder-led demos for design partners. A free tier is active today for self-serve evaluation.