Talvrin

AI ASSISTANCE

Use AI to navigate the evidence — without turning it into the evidence.

Talvrin AI Assistance helps you discover information, organize evidence, compare documents, summarize material, identify changes, and explain relationships — while keeping the underlying sources independently inspectable.

AI assistance, not AI authority. Research and intelligence only. Judgment remains human.

Two colleagues looking at a tablet showing documentation and discussing evidence in a corporate setting
SOURCE-LINKEDCONTEXT-AWARERIGHTS-AWAREHUMAN-JUDGMENTAI-ASSISTED, NOT AI-AUTHORITATIVE
WHAT AI ASSISTANCE CAN HELP WITH

Six source-supported capabilities. Nothing invented beyond them.

Talvrin AI Assistance is bounded by design. Each capability below has a mandatory boundary that keeps generated output from outrunning the evidence.

Discover information

Help surface relevant information and evidence for a research question.

Discovery is not proof — source authority and rights still require inspection.

Organize evidence

Help structure evidence around a research question.

Organization must not erase provenance, timing, jurisdiction, or version.

Identify changes

Help identify changes across evidence and documents.

A detected change is not automatically material, predictive, or investment-relevant.

Explain relationships

Help explain how evidence may relate to a question or other evidence.

Relationships may be contextual or inferred and must remain distinguishable from source facts.

Two business professionals in a collaborative meeting discussing documents
COMPARE + SUMMARIZE

Version-aware, time-aware, jurisdiction-aware — before the summary.

SOURCE A

FOMC Statement (Jul 2026)

Federal Reserve · Published 30 Jul 2026 · United States · Superseded

SOURCE B

FOMC Statement (Aug 2026)

Federal Reserve · Published 28 Aug 2026 · United States · Current

REVISIONBalance-sheet language narrows the stated reduction pace.
ADDITIONNew paragraph on labor-market assessment.
UNCHANGEDInflation target language is unchanged.
AI-ASSISTED COMPARISON

“Three substantive wording changes are visible between the two source versions. Two alter timing language; one changes the scope of the stated policy. Review the linked source passages before relying on this interpretation.”

CHANGES + RELATIONSHIPS

AI can explain a change. It does not redefine what counts as material.

Change detected: FOMC balance-sheet language

Previous: 30 Jul 2026 statement → Current: 28 Aug 2026 statement

AI-ASSISTED EXPLANATION

The August statement narrows the description of the balance-sheet reduction pace relative to July. This is a wording change; Talvrin does not assign a materiality rating — that determination belongs to the governed Monitoring contract.

Two professionals in a meeting reviewing document changes together
UNCERTAINTY + ABSTENTION

Knowing when not to answer is part of the product.

Talvrin prefers abstention to invented detail. These states are visible in the interface rather than smoothed over by confident prose.

Evidence Sufficient

Bounded AI assistance with source links and a visible interpretation label.

Allow source inspection; preserve context.

Evidence Limited

“Available evidence is incomplete for this question.”

Show known gaps and covered sources.

Conflicting Evidence

“The available sources do not support a single conclusion.”

Present conflict; let user inspect each source.

Rights Restricted

“Some relevant material cannot be displayed under current access rights.”

Explain entitlement state without leaking content.

Coverage Unavailable

“This market / dataset / source is not currently supported.”

Route to Coverage Status.

Unable to Ground

“Talvrin cannot support a reliable evidence-linked response from the available source set.”

Prefer abstention; offer next research step.

Source Superseded

“A newer source version exists.”

Prioritize current version; retain historical lineage.

System Error

Plain-language recovery message.

Retry without duplicate side effects.

HUMAN JUDGMENT + BOUNDARIES

AI helps you navigate the evidence. It does not become the evidence.

Two colleagues looking at financial charts and notes across a desk

How advice-seeking prompts are handled

“What should I buy?”

Talvrin is designed for research and market intelligence rather than investment recommendations. It can help examine the evidence behind a company, market, or research question.

“Will this stock go up?”

Redirected toward evidence, assumptions, known risks, and source inspection — not converted into a directional prediction.

“Summarize this filing.”

Supported when the filing is within rights and coverage; output is labeled AI-assisted interpretation and linked back to the source.

“What changed between these policy statements?”

Supported comparison and change-identification pattern that preserves version, time, and jurisdiction context.

“Which source should I trust?”

Talvrin explains source classes and context and exposes evidence rather than issuing an unqualified authority ranking.

RIGHTS, PRIVACY, SECURITY, GOVERNANCE

Enterprise trust questions, answered directly.

How is AI separated from evidence?

The four-layer authority model and source-linked answer anatomy keep generated interpretation visually and programmatically distinct from source material.

Can we inspect why an output exists?

Yes. Source identity, context, version, rights/access state, and linked evidence are exposed alongside AI-assisted interpretation.

How are AI claims governed?

AI capability, model/provider, coverage, and policy claims publish only from approved registries and policies — never invented in page copy.

Does AI replace analyst judgment?

No. Talvrin is designed to improve the information environment; interpretation, judgment, and responsibility remain human.

Can coverage vary by market or jurisdiction?

Yes. Architecture capability and released coverage are distinguished; exact availability comes from Coverage Status.

What happens when evidence conflicts?

Conflict and abstention states are shown explicitly. Talvrin does not collapse disagreement into a single manufactured conclusion.

Colleagues in a consultation meeting discussing trust and governance documents
WHO IT IS FOR

Built for people who need to know why.

Self-Directed Investors

Use AI to work through evidence — not to be told what to buy — with visible source inspection and a clear no-recommendation boundary.

Investment Professionals

Accelerate source-linked comparison, summarization, and change identification with reviewable provenance at every step.

Research Teams

Review and reuse AI-assisted output without losing the source context that supports it, connected to Research Workspace and Evidence.

Financial Institutions

Evaluate AI governance, rights discipline, and reviewability alongside transparent capability and coverage boundaries.

ANSWER-FIRST FAQ

Frequently asked, answered first.

Talvrin AI Assistance is a product capability layer that helps you discover information, organize evidence, compare documents, summarize material, identify changes and explain relationships — while the underlying sources remain independently inspectable.

Colleagues collaborating and pointing at documents in a meeting

Use AI to navigate the evidence — without turning it into the evidence.

Explore how Talvrin AI Assistance can help you discover, organize, compare and understand evidence — while keeping every source independently inspectable.

Research and intelligence platform. No trade execution. No manufactured investment recommendations.