Approve before the hold expires?
Provenance is thin. Condition is pending. Export and dispute checks have to land before Friday.
AI diligence for private assets
Bernard helps galleries, advisors, family offices, lenders, and diligence teams decide whether to proceed, pause, or ask for proof when records are fragmented, sources disagree, and the window is short.
Decision pressure
Bernard is built for the professional buyer. The principal benefits.
Provenance is thin. Condition is pending. Export and dispute checks have to land before Friday.
Title, beneficial ownership, debt, licensing posture, revenue assumptions, and regulatory exposure sit in different places.
Ownership history, title notices, planning issues, price comparables, and counterparty risk need one defensible view.
Research loop
Bernard runs diligence as a working record. Each pass checks claims, adds proof, preserves conflicts, and keeps gaps visible until the next move is clear.
Subject, documents, current claims, evidence, gaps, and decision window.
Missing proof and weak claims are ranked by decision risk.
Targeted questions and primary-source paths are selected.
Sources are checked against the open claims and known conflicts.
New proof, contradictions, confidence changes, and citations enter the pack.
Proceed, pause, ask for proof, or keep an open gap visible.
Knowledge Pack
A Knowledge Pack is the decision record Bernard produces. It preserves what was claimed, what evidence supports it, where sources disagree, what remains unproven, how confidence changed, and what action is justified next.
Claim C014 Lender released artwork
Status Unproven - release letter missing
Confidence Low
Evidence E021 (consignment file) · E022 (lender schedule)
Next move Ask for proof before approval
The reviewer sees the recommendation and the reason for it. The next move can be challenged, updated, or cleared when proof arrives.
A Knowledge Pack is a folder of plain-text files (.kpack) in the KP1 format. It can be opened in Bernard, handed to a colleague, or read by any system that understands the format.
KP1
KP1 is the plain-text format Bernard uses for Knowledge Packs. It is published as an open preview, with a public spec, examples, and a permanent identifier. It keeps the shape of a decision inspectable: claims, evidence, confidence, contradictions, relationships, and revision history in files people can read and systems can validate.
Use structured claims, evidence, entities, conflicts, and history as reasoning context.
Read views, risk summaries, source notes, and open actions while preserving the underlying record.
Keep a reusable, inspectable record across handoffs, revisions, and later questions.
The public KP1 preview includes the file contract, examples, and permanent identifier for teams that need implementation details.
View the KP1 spec on GitHub Permanent identifier (Zenodo DOI)Trust boundary
Local-first means the Knowledge Pack remains the durable record the user keeps. Each research pass works from a scoped slice of the pack and returns cited findings, not opaque summaries.
Source discipline
Bernard separates retrieval breadth from evidentiary strength. Repeated mentions of the same source do not raise confidence; independent source lineage can.
Repeated mentions of one underlying source are treated as one source.
Filings, registries, records, databases, and source documents anchor claims where available.
Missing primary routes stay visible as gaps, open actions, or contradictions.
Markets
Bernard starts where mistakes are public, evidence is fragmented, and tooling is decades behind. The research lens changes by asset class; the record stays one thing.
Provenance, condition, ownership, market context.
Target output: source-backed provenance view, condition gaps, comparable range, and questions before the hold expires.
Title, obligations, planning, comps, counterparty risk.
Target output: offer-readiness view, red and amber flags, comparable support, and next requests before the decision window closes.
Authority, pledge status, identity, release proof.
Target output: proceed, pause, or ask for proof with every material claim tied to a source.
Infrastructure path
Knowledge Packs are the wedge: a decision record that can accumulate into signals, then become an exchangeable record between counterparties.
Source-linked decision records for a specific consignment, acquisition, loan, or counterparty question.
Saved buyer requirements become a private market sensor for new evidence, changing risk, and better-timed action.
A lockable, signable, exchangeable record that lets counterparties inspect the same claims, evidence, and open actions.
Plain answers
Yes. KP1 keeps the record in plain-text files so a colleague, reviewer, or system can inspect claims, evidence, contradictions, confidence, gaps, and next actions without treating the output as a black box.
Bernard produces Knowledge Packs: source-linked decision records containing claims, evidence, contradictions, confidence, gaps, and next actions.
The responsible professional does. Bernard supports professional diligence by organizing evidence, claims, confidence, contradictions, and open actions. It does not replace legal, fiduciary, appraisal, authentication, compliance, or other professional judgment.
Professional judgment
Bernard runs the research. The professional makes the call.
Bernard finds facts, connects sources, tracks uncertainty, and preserves what still needs proof. Bernard supports professional diligence by organizing evidence, claims, confidence, contradictions, and open actions. It does not replace legal, fiduciary, appraisal, authentication, compliance, or other professional judgment.
If you want to try Bernard on a real consignment, transaction, or counterparty review, we are accepting a small number of early partners.