CHARLEE.AIINSURANCE AI KNOWLEDGE CENTER

Insurance AI Document Intelligence Correspondence and Knowledge Management Center

Design, govern, test, and measure AI across insurance document intake, extraction, retrieval, correspondence, knowledge, records, and agent actions.

32document intelligence and knowledge-management practices
8control domains
12document intelligence AI risks
32practices shown

Document intelligence AI planner

Map the document source, identity, customer or case association, type, jurisdiction, authoritative corpus, AI role, access, evidence, retention, and downstream action. Add OCR, extraction, classification, retrieval, grounding, citation, sensitive-data, human-review, and customer-outcome tests.
Document intelligence correspondence and knowledge-management practice library32
DesignGOV-01

Document intelligence policy and objectives

Set approved outcomes, scope, prohibited uses, governance, evidence, records, escalation, and accountability for document AI.
PilotGOV-02

Use case boundary risk tier and authority

Define users, document classes, decisions, AI influence, autonomy, affected parties, risk, human authority, exclusions, and unacceptable outcomes.
OperateGOV-03

Information architecture ownership and stewardship

Assign ownership for source repositories, taxonomies, metadata, templates, knowledge articles, versions, access, retention, and quality.
ImproveGOV-04

Portfolio sequencing capacity and value

Sequence uses by value, risk, document readiness, integration, jurisdiction, workforce, vendor dependency, security, and customer impact.
DesignINT-01

Channel source and identity verification

Authenticate channels and sources, detect duplicates or tampering, and preserve receipt, sender, timestamp, consent, custody, and integrity.
PilotINT-02

Document type taxonomy and classification

Classify documents using an approved taxonomy with confidence thresholds, unknown categories, multi-label rules, and human correction.
OperateINT-03

Case policy claim and customer association

Associate each document with the correct customer, policy, claim, submission, transaction, jurisdiction, period, and system-of-record identifier.
ImproveINT-04

Priority queue and exception routing

Prioritize and route work using service obligations, materiality, vulnerability, deadlines, skills, capacity, and explicit exception rules.
DesignEXT-01

Image quality OCR and handwriting control

Assess scan, image, page, orientation, language, handwriting, form, barcode, attachment, and OCR quality before downstream use.
PilotEXT-02

Field table and entity extraction

Extract fields, tables, dates, entities, amounts, clauses, signatures, and relationships without inventing absent information.
OperateEXT-03

Normalization validation and business rules

Normalize formats and validate values against schemas, calculations, reference data, policy rules, tolerances, and cross-document consistency.
ImproveEXT-04

Source span provenance and confidence

Trace every material field and statement to file, page, region, source span, version, extraction method, confidence, reviewer, and correction.
DesignKNO-01

Authoritative corpus scope and approval

Define which manuals, policies, forms, filings, procedures, knowledge articles, decisions, and records are authoritative for each use.
PilotKNO-02

Chunk metadata index and version control

Control chunking, metadata, embeddings, indexes, effective dates, superseded content, duplicates, deletions, and rebuilds.
OperateKNO-03

Retrieval relevance access and jurisdiction filtering

Filter retrieval by user access, entity, product, state, effective date, language, confidentiality, and approved knowledge scope.
ImproveKNO-04

Citation grounding and no-answer behavior

Require sentence or claim-level source support, distinguish facts from inference, show uncertainty, and decline when evidence is insufficient.
DesignCOR-01

Approved template language and disclosure control

Use approved current templates, required language, variable controls, brand standards, legal review, and disclosure placement.
PilotCOR-02

Fact grounded drafting and source support

Generate drafts only from supported case facts and approved knowledge, with citations, contradiction checks, and prohibited-content rules.
OperateCOR-03

Recipient channel accessibility and translation

Confirm recipient, purpose, language, accessibility, translation quality, channel permission, confidentiality, and required attachments.
ImproveCOR-04

Human approval delivery and withdrawal

Require appropriate human approval before consequential delivery and support correction, recall, withdrawal, replacement, and audit evidence.
DesignAUT-01

System of record write and reconciliation

Write validated data only to authorized records and reconcile source documents, extracted values, downstream transactions, and final status.
PilotAUT-02

Agent tool permissions and transaction limits

Constrain agents by identity, tool, record, action, amount, recipient, environment, approval, rate, time, and reversible transaction boundaries.
OperateAUT-03

Handoff task deadline and service control

Create and monitor tasks, handoffs, deadlines, acknowledgments, queues, escalations, and closure without silently dropping obligations.
ImproveAUT-04

Failure rollback continuity and manual fallback

Handle missing, corrupt, conflicting, malicious, or unavailable content through quarantine, safe failure, retry, rollback, recovery, and manual work.
DesignSEC-01

Purpose access minimization and redaction

Limit collection and use to approved purposes, enforce least privilege, redact sensitive data, segregate tenants, and prevent inappropriate reuse.
PilotSEC-02

Prompt injection malware and content isolation

Treat external documents as untrusted data, scan files and content, isolate instructions, restrict tools, and test direct and indirect prompt injection.
OperateSEC-03

Record retention legal hold and disposition

Apply record schedules, legal holds, preservation, immutable history, deletion, disposition approval, retrieval, export, and examination production.
ImproveSEC-04

Vendor model data service and exit controls

Align vendors on data use, model changes, subcontractors, performance, security, incidents, evidence access, continuity, portability, and exit.
DesignMON-01

Representative test corpus and acceptance criteria

Test representative document types, layouts, languages, populations, scans, edge cases, attacks, downstream actions, and human review before release.
PilotMON-02

Production quality drift and exception monitoring

Monitor classification, extraction, retrieval, grounding, drafting, routing, latency, drift, overrides, exceptions, and control thresholds.
OperateMON-03

Complaint correction incident and impact review

Connect defects to affected records, communications, decisions, complaints, corrections, incidents, causes, remediation, and recurrence.
ImproveMON-04

Outcome value assurance and continuous improvement

Measure accuracy, service, customer and employee outcomes, compliance, security, total cost, capacity, risk, and realized value together.