Flagship synthetic workflow
A claims team uses AI to draft a synthetic coverage determination and legal assertion memo. The draft includes policy-period facts, exclusion language, claim-file timeline assertions, expert conclusions, causation statements, and proposed denial language. QEL checks whether each claim maps to the correct policy clause, endorsement, claim-file fact, expert report span, or review gate.
The draft
The draft says the policy period is clear, water damage is excluded, all damage resulted from seepage, notice was late, no coverage exists as a matter of law, and the denial letter is ready to send.
The risk
A coverage determination can become risky if denial language, legal conclusions, policy citations, timeline assertions, or expert interpretations are unsupported, overbroad, or mapped to the wrong clause. QEL blocks final-output leakage and preserves review-required assertions in an appendix.
What QEL controls
QEL extracts claims, maps evidence, applies the active rule pack, builds a registry, and compiles survived output only from admitted or caveated records.
Why QEL is needed
A coverage determination can become risky if denial language, legal conclusions, policy citations, timeline assertions, or expert interpretations are unsupported, overbroad, or mapped to the wrong clause. QEL blocks final-output leakage and preserves review-required assertions in an appendix.
The draft reads polished before its material claims are qualified.
Some claims need exact source spans, not just a credible nearby document.
Unsupported or review-required claims can be copied forward unless a firewall stops them.
Synthetic Draft Preview
The draft says the policy period is clear, water damage is excluded, all damage resulted from seepage, notice was late, no coverage exists as a matter of law, and the denial letter is ready to send.
Full synthetic source document
Synthetic source document inspected by QEL.
Synthetic QEL demonstration material - not legal advice - not insurance advice - not a real claim decision.
Evidence Packet
Type: policy source
Supports: Policy period and building limit.
Cannot support: Coverage application or legal conclusion.
Type: policy clause source
Supports: Exclusion B and wear-and-tear clause presence.
Cannot support: All-damage causation or denial readiness.
Type: claim file fact table
Supports: Discovery, notice, and inspection dates.
Cannot support: Legal effect of late notice.
Type: expert source
Supports: Limited visual inspection and partial corrosion causation.
Cannot support: Conclusive all-damage causation.
Configurable Rule Pack
The active synthetic insurance pack requires exact policy spans, endorsement IDs, claim-file dates, expert-report scope, and review gates for legal conclusions and denial readiness.
Synthetic sample rule pack only. Not official, not endorsed, not coverage guidance, not legal advisory guidance, and not a substitute for qualified human review.
{
"pack_id": "synthetic_insurance_coverage_determination_pack_v0",
"display_name": "Synthetic Insurance Coverage Determination Pack",
"version": "0.1.0",
"domain": "legal_insurance",
"workflow": "coverage_determination_legal_assertion_review",
"status": "synthetic_demo_only",
"not_official": true,
"synthetic_demo_only": true,
"intended_users": [
"insurance claims",
"coverage teams",
"coverage counsel",
"legal operations",
"litigation support",
"audit"
],
"compatible_outputs": [
"coverage determination",
"denial letter draft",
"claim memo",
"legal assertion memo",
"expert report review"
],
"required_evidence_types": [
"policy declarations",
"policy form",
"endorsement",
"claim-file timeline",
"adjuster report",
"expert report",
"photo log",
"synthetic authority packet"
],
"decision_states": [
"admitted",
"admitted_with_caveat",
"blocked",
"review_required"
],
"rule_categories": [
"policy provision claims",
"coverage grant claims",
"exclusion claims",
"endorsement claims",
"timeline claims",
"expert report claims",
"causation claims",
"legal assertion claims",
"denial-letter readiness claims"
],
"human_review_gates": [
"legal conclusion",
"case-law assertion",
"denial readiness",
"consumer communication",
"expert methodology challenge"
],
"blocked_language_patterns": [
"no coverage as a matter of law",
"ready to deny",
"all damage",
"conclusively established"
],
"caveat_triggers": [
"prejudice not established",
"limited expert scope",
"policy clause interpretation",
"mixed timeline evidence"
],
"freshness_requirements": [
"current policy form",
"current endorsement",
"complete claim timeline",
"final expert report"
],
"source_span_requirements": [
"policy form ID",
"clause span",
"endorsement ID",
"claim-file date",
"expert report section"
],
"audit_artifacts_generated": [
"claim map",
"evidence/source-span map",
"admission decision table",
"registry view",
"blocked/review appendix",
"survived output",
"provenance/audit summary"
],
"final_output_policy": "Final output allowed only for admitted or admitted_with_caveat registry records.",
"disclaimer": "Synthetic sample rule pack only. Not official, not endorsed, not coverage guidance, not legal advisory guidance, and not a substitute for qualified human review."
}Claim Firewall Process
Results dashboard
QEL separated admitted, caveated, blocked, and review-required claims before compiling survived output.
Top findings
admitted
Why it matters: Basic policy facts can survive when declarations support them.
Evidence / rule reason: Declarations page includes the exact date range.
Survived final output: yes
blocked
Why it matters: Overbroad causation can distort a coverage determination.
Evidence / rule reason: Expert report supports only corrosion damage, not all damage.
Survived final output: no
review_required
Why it matters: Legal conclusions must not be admitted as final output without review.
Evidence / rule reason: Rule pack routes legal assertions to a human-review gate.
Survived final output: no
blocked
Why it matters: Expert conclusions should not be expanded beyond the report scope.
Evidence / rule reason: Report states limited visual inspection.
Survived final output: no
admitted_with_caveat
Why it matters: Careful, scope-limited coverage language can survive with caveat.
Evidence / rule reason: Endorsement exists but application is not decided by QEL.
Survived final output: yes, with caveat
blocked
Why it matters: QEL does not approve final claim decisions or communications.
Evidence / rule reason: Denial checklist is incomplete and human review is required.
Survived final output: no
Claim Admission Report
QEL does not compile final output from raw AI text, unchecked draft language, or a final model polish step. Survived output is compiled only from registry records with admitted or admitted_with_caveat decisions and final_output_allowed = true.
Rule Pack Marketplace Preview
This synthetic pack previews how QEL could support industry-specific admission controls. In a future rule-pack ecosystem, teams could configure, review, version, and govern packs for their own workflows.
This is a synthetic preview only. The pack is not official, certified, endorsed, or a production claim.