Does the citation support the claim?
A real source can still be misused. The relevant control is an inspectable relationship between the proposition and the evidence, not merely a bibliography with valid URLs.
AI can accelerate regulatory research, due diligence and policy analysis. It also creates a governance problem: a polished answer can hide weak sourcing, derivative evidence, unreviewed assumptions or a citation that does not support the sentence it is attached to.
Epistamate is designed to make the evidence chain and the human review chain visible before consequential work leaves the team.
A real source can still be misused. The relevant control is an inspectable relationship between the proposition and the evidence, not merely a bibliography with valid URLs.
Multiple articles or multiple models repeating one underlying result do not create independent evidence. Provenance and source-family relationships matter.
A reviewer should be able to see what AI prioritised, what the analyst inspected, what they accepted or rejected, and what remained unresolved. Passive exposure to an AI result is not the same as review.
When a position is challenged later, the useful record is the contemporaneous evidence posture: sources, qualifications, contradictions, gaps and explicit human decisions.
Binding instruments, official guidance, proposals, enforcement positions and commentary should not be flattened into equivalent “sources.” The engine is designed to preserve role, authority, jurisdiction, applicability and effective-state distinctions.
Market, operational and regulatory claims can be linked to the evidence and uncertainty that existed when the view was formed. The objective is reconstructability, not a universal numerical confidence score.
Known unknowns should be explicit. A gap documented before a recommendation is different from an unsupported claim smoothed over by confident synthesis.
The long-term product direction is to let firms reuse prior evidence with provenance, review history, applicability and recency checks rather than retrieving old decks into a new prompt and hoping context does not drift.
Epistamate is a desktop application with local canonical persistence. Research state, review history and evidence artifacts are designed to remain under the researcher's control.
When web acquisition or model reasoning is enabled, external calls go only through configured services and explicit permissions. The product should make those boundaries visible rather than implying that every workflow is zero-network.
Document-led and source-bounded review remain important architectural directions for confidential work. Capability claims should be evaluated against the exact configured workflow rather than inferred from a broad “privacy-first” label.
We are looking for consequential workflows where evidence support, reviewer provenance and auditability matter more than faster prose.
Explore the advisory method →