INSTITUTIONAL KNOWLEDGE RETRIEVAL

AI Knowledge Assistant for Financial Institutions — Answers Cited to Your Own Documents

Ask it the way you would ask a colleague. Every answer comes back cited to the exact document and passage it came from, scoped to what the person asking is entitled to read, and generated inside your own environment.

Citedto its source
Scopedto entitlements
Privatein your estate
HOW IT RUNS

From Scattered Documents to a Cited Answer

Seven steps take a firm from document collections nobody can search to answers a reviewer can verify at the source — without moving a single document outside your perimeter.

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1. Connect Your Document Collections

Point the assistant at the material your desks already rely on — research, compliance manuals, term sheets, runbooks, incident logs. Collections stay separate, so each keeps its own access rule.

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2. Index Privately, With Permissions Attached

Every document is parsed and segmented inside your environment, and each segment carries its source reference and access rules into the private index. Re-indexing runs on your schedule, per collection.

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3. Map Roles, Desks and Entitlements

The permission model is inherited from the directory groups your firm already uses. Before granting anything, run the same question as two different roles and see what each one can and cannot be told.

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4. Ask in Plain Language

A trader asks about collateral terms, an operations lead asks for an escalation path, a compliance officer asks which control version is in force. No query syntax and no knowing which folder it lives in.

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5. Retrieve Only What the Asker May See

Access rules are applied at query time, not after. Retrieval searches only the passages that user may read, and the answer is grounded solely in those. Restricted material is left out, and the decision recorded.

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6. Answer With Citations, Verify at the Source

Every claim carries a citation to the document, version, section and page behind it, openable beside the answer. Answers copy out with citations intact for a memo, a review file or a regulator.

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7. Log Every Query and Every Access Decision

Questions asked, passages used, and answers withheld for lack of entitlement are written to an audit trail. Filter by user, collection or date and export it. Retention is set by your firm.

RETRIEVAL ARCHITECTURE

RAG With Your Permission Model Enforced at Query Time

Retrieval-augmented generation means the assistant retrieves passages from your document set first and writes its answer only from what it retrieved — which is what makes every claim traceable to a source.

Diagram: document collections behind permission-aware retrieval producing citation-based answers

Collections are indexed with their access rules attached. A question carries the asker’s identity, retrieval is filtered to the passages that user may read, and the answer is grounded in those alone — each claim linked to its source.

INSIDE THE ASSISTANT

Ask, Verify, Control
The Screens Your Team Works In

Ask, and Get the Answer With Its SourcesEvery Collection Carries Its Own Access RulePreview What Each Role Can Be Told
CORE CAPABILITIES

Six Capabilities That Make Institutional Retrieval Usable

Not a general-purpose search box. Each capability exists because a trading, compliance or operations team could not act on an answer without it.

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Citation-Based Answers

Every claim links to the exact document, version, section and page, with the quoted passage shown beside the answer. A reviewer reads the source, not a summary of it.

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Permission-Aware Retrieval

Access rules are applied at retrieval, so the assistant searches only what the asker may read. Material outside an entitlement is withheld outright and logged — never paraphrased or hinted at.

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Private Deployment

Deployed inside the environment your firm controls. Documents, queries and answers stay in your perimeter, which is what makes it usable on board papers and term sheets.

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Document Collection Management

Connect collections one by one, each with its own entitlement and re-indexing schedule, so a control question returns the policy in force today rather than a superseded edition.

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Built for the Documents a Desk Actually Uses

Research notes, compliance manuals, term sheets, counterparty agreements, runbooks, incident logs and product specs — the vocabulary of a trading institution, not an afterthought.

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Query Audit Trail

Who asked what, which passages answered it, and every access decision including withheld answers. Filter by user, collection or date, export it, and set the retention yourself.

SCOPE OF THE ASSISTANT

What It Retrieves, What Your Team Decides

The assistant finds, cites and assembles what your firm has already written; every judgement call and approval stays with a named person on your team. That split is deliberate — it is a retrieval system, not an adviser.

#TaskWhat the assistant doesWhat your team decides
1Finding the policy in forceCompliance manuals and policiesRetrieves the current passage and cites the document, version and pageSuperseded editions are not returned as currentWhether the policy applies to the case in front of you
2Reviewing a term sheetAgreements and counterparty documentsPulls the relevant clauses and shows them against the standard templateClause text quoted, not summarised awayWhether to accept, negotiate or escalate the terms
3Answering an operational questionTrading and operational runbooksAssembles the procedure steps and the named escalation path from your own runbooksCited step by stepWhether to run the procedure, and who signs it off
4Preparing for an internal reviewControls, procedures and change recordsGathers the control documents and change-register entries that relate to the questionWith an exportable trail of what was usedWhat is submitted, and how the firm's position is stated
5Onboarding a new joiner or a new counterpartyResearch, analysis and desk notesSurfaces what the firm has already written on the market, product or counterpartyEvery point traceable to its author's documentWhat weight that prior work carries in a live decision
6Handling restricted materialBoard and committee papersWithholds it from anyone outside the entitlement and records the access decisionNo partial disclosure, no paraphraseWho is granted the entitlement in the first place
CONTROLS & GOVERNANCE

The Access Rules You Already Have, Enforced on Every Answer

An assistant that can read everything is a data-leak surface. This one reads what the asker reads — and writes down what it did.

Inherited EntitlementsRoles, desks and document permissions come from the directory groups your firm already maintains. Revoking a group revokes retrieval.
Enforcement at Query TimeFiltering happens before generation. The model only sees passages the asker may read, so nothing restricted leaks through a summary.
Withheld, Not SoftenedWhen the answer lives outside a user access level, the assistant says so and stops, and that is recorded as an access decision.
Full Query Audit TrailEvery question, the passages used to answer it, the time and the user are logged. Filter by user, collection or date and export.
Retention on Your TermsLog retention is set by your firm and applies across every workspace, alongside the indexing schedule you define per collection.
Access Preview Before You GrantRun the same question as two roles and compare what each is told, so an entitlement change is tested before it reaches a desk.
Talk to Us About a Private Deployment
BUILT FOR

Institutions Whose Knowledge Lives in Documents, Not Databases

Trading firms, funds and exchange operators accumulate written knowledge faster than anyone can index it — and lose most of its value to the fact that nobody can find it under time pressure.

Trading Desks

Collateral terms, product specifications and prior desk research retrieved when they are needed, not reconstructed from memory.

Compliance and Risk Teams

Query manuals, procedures and change registers in plain language, and answer a control question with the version in force, cited.

Operations and Support

Runbooks, escalation paths and incident history answerable in seconds, so a stuck process does not depend on who is online.

Exchange and Fund Leadership

A permission-aware assistant leadership can use on restricted material without creating a shadow copy of it.

COMMON QUESTIONS

Institutional Knowledge Assistant FAQ

An institutional knowledge assistant is a privately deployed AI system that answers staff questions from a firm's own documents — research, policies, term sheets and operational records — and cites the source behind every claim. Coiny Exchange's Institutional Knowledge Assistant runs inside your environment, enforces your existing access rules on every query, and links each answer back to the exact document and passage it came from.

RAG, or retrieval-augmented generation, is a method in which an AI system first retrieves passages from a defined document set and then writes its answer only from what it retrieved, so every statement can be traced to a source. Financial institutions use RAG to query research, compliance manuals, term sheets and operational runbooks without exposing that material to a public model. Coiny Exchange's Institutional Knowledge Assistant applies RAG with your permission model enforced at retrieval time and a citation on every claim.

The Institutional Knowledge Assistant applies your access rules at retrieval time: it searches only the passages the person asking is entitled to read, and grounds the answer solely in those passages. Material a user cannot open is not summarised, paraphrased or hinted at — it is left out of the answer and the access decision is recorded. Entitlements are inherited from the directory groups your firm already uses to control document access.

The Institutional Knowledge Assistant is deployed privately, inside the environment your firm controls, so documents and queries stay within your perimeter rather than moving into a shared public index. Deployment covers connecting your document collections, indexing them with their access rules attached, and mapping roles and desks onto the permission model before anyone asks a question.

The Institutional Knowledge Assistant answers from the collections you connect: research and desk notes, compliance manuals and internal policies, term sheets and counterparty agreements, trading and operational runbooks, incident logs and product specifications. Each collection carries its own access rule, is indexed separately and is re-indexed on a schedule you set, so answers reflect the current version of a document rather than a stale copy of it.

Every claim in an answer from the Institutional Knowledge Assistant carries a citation to the exact document and passage behind it, openable beside the answer in one click. Verification is therefore a read rather than a research task: the reviewer sees the source text with its document name, version and page, and judges whether the passage supports the claim. Answers can be copied out with their citations intact.

The Institutional Knowledge Assistant records every query, the documents and passages used to answer it, and each access decision — including answers withheld because the asker lacked the entitlement. The log is filterable by user, collection and date range and can be exported for internal review. Retention is set by your firm and applies across every workspace in the deployment.

Compliance teams query manuals, procedures and control records the same way anyone else does — in plain language, with each answer cited to the policy version it came from. Because the assistant retrieves rather than recalls, a control question returns the passage in force today instead of a summary of a superseded edition. It sits alongside the AML/KYC/KYT compliance infrastructure Coiny Exchange deploys on the exchange platform itself.

ACROSS THE INTELLIGENCE STACK

Where the Knowledge Assistant Sits

The assistant answers from what your firm has written. These are the systems that generate, govern and act on the rest of it.

AI trading intelligence platform

The wider Intelligence & Automation platform the knowledge assistant belongs to — research, strategy, execution, portfolio, operations and compliance workflows under operator-controlled approvals.

market & research intelligence

Cited answers from external market, on-chain, news and filing data, alongside the internal documents the knowledge assistant retrieves from.

AML/KYC/KYT compliance infrastructure

The compliance stack whose manuals, procedures and control records compliance teams query through the knowledge assistant.

OMS/EMS & multi-venue execution

Institutional order and execution management, whose operating procedures, venue documentation and desk runbooks the assistant makes answerable.

SEE IT ON YOUR OWN DOCUMENTS

Bring a Collection, Ask It Anything

Walk through a private deployment on your material: connecting collections, mapping entitlements, previewing what each role can be told, and reading an answer back to its source.

Book a Demo