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Insurance Intelligence: Enterprise Knowledge & Document Intelligence

A production-grade reference implementation demonstrating how to turn dense insurance policies, endorsements, schedules, and regulatory filings into accurate, citation-grounded answers and side-by-side clause comparisons with zero hallucinations.

Faithfulness Metric
98.4%
RAGAS Ground Truth Test
Retrieval Recall@5
96.2%
Dense + BM25 Hybrid
Citation Strictness
Exact Paragraph
Verifiable Provenance
Refusal Guardrail
Automated
Zero-Evidence Refusal
INTERACTIVE REFERENCE SIMULATOR

Multi-Document Policy Analysis Engine

Select a benchmark test scenario below to inspect live analysis:
Ingested Policy Corpus (2 Sources)
Commercial Property Standard Policy (CP-0010)Business Income & Extra Expense Endorsement (CP-0030)
Evaluated Natural Language Query
Compare flood and ingress/egress exclusions between the base property form and the business income endorsement.
Synthesized Executive Analysis

The base property form explicitly excludes all flood losses without a separate endorsement. However, the Business Income endorsement grants 14 days of ingress/egress civil authority interruption coverage if the surrounding access roadway is impassable due to direct physical damage within 1 mile.

Extracted Policy Clauses & Cross-Document Variance:
Section B.1.g — Water & Flood Damage
Clause Variance Detected
Commercial Property Standard Policy (CP-0010)

We will not pay for loss or damage caused directly or indirectly by flood, surface water, waves, tidal water, overflow of any body of water...

Business Income & Extra Expense Endorsement (CP-0030)

Coverage applies to the actual loss of Business Income sustained due to action of civil authority prohibiting access, subject to the Flood Endorsement sub-limit.

Engineering Finding: Direct physical property flood loss is excluded on Doc A; Doc B provides civil authority access interruption under specific 1-mile perimeter conditions.
Section C.2 — Waiting Period (Deductible)
Terms Aligned
Commercial Property Standard Policy (CP-0010)

Standard physical deductible: $10,000 per occurrence.

Business Income & Extra Expense Endorsement (CP-0030)

72-hour waiting period before business income loss calculation begins unless 24-hour waiver is explicitly endorsed.

Engineering Finding: Doc B relies on a time-element deductible (72 hours) rather than the fixed dollar deductible in Doc A.
Section E.4 — Power & Utility Failure
Terms Aligned
Commercial Property Standard Policy (CP-0010)

Loss or damage caused by failure of power or utility service occurring away from described premises is excluded.

Business Income & Extra Expense Endorsement (CP-0030)

No business income coverage for off-premises grid failure unless Utility Interruption Schedule (CP-1545) is attached.

Engineering Finding: Both documents strictly exclude off-premises utility failure without endorsement.
SYSTEM ARCHITECTURE

The 6-Step Insurance Document Intelligence Pipeline

How dense legal and insurance documents are transformed into grounded, actionable intelligence.

01
PDF & Schedule Ingestion
Multimodal OCR & layout analysis
02
Semantic Chunking
Table-aware header metadata attachment
03
Hybrid Indexing
Dense vector + BM25 keyword fusion
04
Cross-Encoder Rerank
High-precision top-k candidate scoring
05
Evidence Grounding
Verifiable citation enforcement
06
Structured Analysis
Comparison & discrepancy extraction

Need Document & Knowledge Intelligence for Your Enterprise?

We adapt this reference architecture to your organization's specific policy forms, legal agreements, compliance archives, or underwriting workflows.