Compare variants

Two design variants of Compliance / Investigation Copilot, delivering the same unit event by different designs. The comparison states what differs; it does not rank the designs.

Common unit event

Investigation Case

INVESTIGATION_CASE

One investigation case taken through case-scope interpretation, document processing, internal-record evidence acquisition, external signal discovery, evidence normalization, analytical investigation, optional verification, and production of an investigation summary.

Left

Complete

Enhanced Investigation

Forty 20-page documents, seventy-five internal case records, six external searches, two analysis passes, one verification pass, a richer summary.

Direct cost per investigation case

Reference

5.25415 USD

Open scenariodv-enhanced-investigation

Right

Complete

Standard Investigation

Ten 20-page documents, twenty internal case records, two external searches, one analysis pass, no verification, a concise summary.

Direct cost per investigation case

Reference

1.24868 USD

Open scenariodv-standard-investigation

No difference figure is shown

A difference between two prices is itself a price, and this surface derives none. The read model carries each variant’s own reference result and no comparison of them, so both figures are shown as they were produced and are read against each other by eye.

Shared assumptions

Inputs both variants carry with the same meaning. Everything compared below stands on these; where a shared input holds a different value in each variant, the row says so.

62 shared

Input	Enhanced Investigation	Standard Investigation
Analysis Instruction TokensDiffers`au-analyze-investigation-evidence.analysis_instruction_tokens`	2400TOKEN	2500TOKEN
Cached Tokens`au-analyze-investigation-evidence.cached_tokens`	0TOKEN	0TOKEN
Analyze Investigation — offeringDiffers`au-analyze-investigation-evidence.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Findings TokensDiffers`au-analyze-investigation-evidence.expected_findings_tokens`	2800TOKEN	1400TOKEN
Analyze Investigation — mode`au-analyze-investigation-evidence.implementation_mode`	im-analyze-investigation-evidence-model	im-analyze-investigation-evidence-model
Normalized Evidence TokensDiffers`au-analyze-investigation-evidence.normalized_evidence_tokens`	15000TOKEN	6000TOKEN
Normalized Request TokensDiffers`au-analyze-investigation-evidence.normalized_request_tokens`	600TOKEN	500TOKEN
Analyze Investigation — occurrencesDiffers`au-analyze-investigation-evidence.occurrence_count`	2UNIT	1UNIT
Cached Tokens`au-discover-investigation-external-signals.cached_tokens`	0TOKEN	0TOKEN
Case Identity Tokens`au-discover-investigation-external-signals.case_identity_tokens`	100TOKEN	100TOKEN
Discover External Investigation Signals — offeringDiffers`au-discover-investigation-external-signals.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Discovery Instruction Tokens`au-discover-investigation-external-signals.discovery_instruction_tokens`	1000TOKEN	1000TOKEN
Expected External Evidence TokensDiffers`au-discover-investigation-external-signals.expected_external_evidence_tokens`	2500TOKEN	1000TOKEN
External Source CountDiffers`au-discover-investigation-external-signals.external_source_count`	20UNIT	6UNIT
Discover External Investigation Signals — mode`au-discover-investigation-external-signals.implementation_mode`	im-discover-investigation-signals-model	im-discover-investigation-signals-model
Investigation Plan TokensDiffers`au-discover-investigation-external-signals.investigation_plan_tokens`	400TOKEN	300TOKEN
Normalized Request TokensDiffers`au-discover-investigation-external-signals.normalized_request_tokens`	600TOKEN	500TOKEN
Discover External Investigation Signals — occurrences`au-discover-investigation-external-signals.occurrence_count`	1UNIT	1UNIT
Search Query TokensDiffers`au-discover-investigation-external-signals.search_query_tokens`	300TOKEN	200TOKEN
Search Result Context TokensDiffers`au-discover-investigation-external-signals.search_result_context_tokens`	9600TOKEN	1900TOKEN
Web Search QueriesDiffers`au-discover-investigation-external-signals.web_search_queries`	6QUERY	2QUERY
Ingest and Parse Document — offering`au-ingest-investigation-document.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-nool-2	ctxdex:offering:agent-makers:ctxdex-nool-2
Document Pages`au-ingest-investigation-document.document_pages`	20PAGE	20PAGE
Extracted Text Tokens`au-ingest-investigation-document.extracted_text_tokens`	6000TOKEN	6000TOKEN
Ingest and Parse Document — mode`au-ingest-investigation-document.implementation_mode`	im-ingest-document-service	im-ingest-document-service
Ingest and Parse Document — occurrencesDiffers`au-ingest-investigation-document.occurrence_count`	40UNIT	10UNIT
Cached Tokens`au-interpret-investigation-request.cached_tokens`	0TOKEN	0TOKEN
Case Context TokensDiffers`au-interpret-investigation-request.case_context_tokens`	1100TOKEN	900TOKEN
Interpret Investigation Request — offering`au-interpret-investigation-request.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Plan TokensDiffers`au-interpret-investigation-request.expected_plan_tokens`	400TOKEN	300TOKEN
Interpret Investigation Request — mode`au-interpret-investigation-request.implementation_mode`	im-interpret-investigation-model	im-interpret-investigation-model
Investigation Request TokensDiffers`au-interpret-investigation-request.investigation_request_tokens`	500TOKEN	400TOKEN
Interpret Investigation Request — occurrences`au-interpret-investigation-request.occurrence_count`	1UNIT	1UNIT
System Instruction TokensDiffers`au-interpret-investigation-request.system_instruction_tokens`	600TOKEN	500TOKEN
Document CountDiffers`au-normalize-investigation-evidence.document_count`	40UNIT	10UNIT
Expected Normalized Evidence TokensDiffers`au-normalize-investigation-evidence.expected_normalized_evidence_tokens`	15000TOKEN	6000TOKEN
External Source CountDiffers`au-normalize-investigation-evidence.external_source_count`	20UNIT	6UNIT
Normalize & Correlate Evidence — mode`au-normalize-investigation-evidence.implementation_mode`	im-normalize-investigation-evidence-deterministic	im-normalize-investigation-evidence-deterministic
Internal Record CountDiffers`au-normalize-investigation-evidence.internal_record_count`	75UNIT	20UNIT
Normalize & Correlate Evidence — occurrences`au-normalize-investigation-evidence.occurrence_count`	1UNIT	1UNIT
Cached Tokens`au-produce-investigation-summary.cached_tokens`	0TOKEN	0TOKEN
Produce Investigation Summary — offeringDiffers`au-produce-investigation-summary.commercial_offering`	ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro	ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast
Expected Summary TokensDiffers`au-produce-investigation-summary.expected_summary_tokens`	3500TOKEN	1200TOKEN
Produce Investigation Summary — mode`au-produce-investigation-summary.implementation_mode`	im-produce-investigation-summary-model	im-produce-investigation-summary-model
Investigation Findings TokensDiffers`au-produce-investigation-summary.investigation_findings_tokens`	2800TOKEN	1400TOKEN
Normalized Evidence TokensDiffers`au-produce-investigation-summary.normalized_evidence_tokens`	15000TOKEN	6000TOKEN
Normalized Request TokensDiffers`au-produce-investigation-summary.normalized_request_tokens`	600TOKEN	500TOKEN
Produce Investigation Summary — occurrences`au-produce-investigation-summary.occurrence_count`	1UNIT	1UNIT
Summary Instruction TokensDiffers`au-produce-investigation-summary.summary_instruction_tokens`	2100TOKEN	600TOKEN
Verification Notes TokensDiffers`au-produce-investigation-summary.verification_notes_tokens`	1500TOKEN	0TOKEN
Expected Internal Evidence TokensDiffers`au-retrieve-internal-investigation-records.expected_internal_evidence_tokens`	9000TOKEN	3000TOKEN
Retrieve Internal Case Records — mode`au-retrieve-internal-investigation-records.implementation_mode`	im-retrieve-investigation-records-unpriced	im-retrieve-investigation-records-unpriced
Internal Record CountDiffers`au-retrieve-internal-investigation-records.internal_record_count`	75UNIT	20UNIT
Internal Source CountDiffers`au-retrieve-internal-investigation-records.internal_source_count`	15UNIT	5UNIT
Retrieve Internal Case Records — occurrences`au-retrieve-internal-investigation-records.occurrence_count`	1UNIT	1UNIT
Cached Tokens`au-verify-investigation-findings.cached_tokens`	0TOKEN	0TOKEN
Expected Verification Tokens`au-verify-investigation-findings.expected_verification_tokens`	1500TOKEN	1500TOKEN
Verify Investigation Findings — mode`au-verify-investigation-findings.implementation_mode`	im-verify-investigation-findings-model	im-verify-investigation-findings-model
Investigation Findings Tokens`au-verify-investigation-findings.investigation_findings_tokens`	2800TOKEN	2800TOKEN
Normalized Evidence Tokens`au-verify-investigation-findings.normalized_evidence_tokens`	15000TOKEN	15000TOKEN
Verify Investigation Findings — occurrences`au-verify-investigation-findings.occurrence_count`	1UNIT	1UNIT
Verification Instruction Tokens`au-verify-investigation-findings.verification_instruction_tokens`	4200TOKEN	4200TOKEN

Only in Enhanced Investigation

Verify Investigation Findings — offeringau-verify-investigation-findings.commercial_offeringctxdex:offering:agent-makers:ctxdex-intelligence-4-pro

Only in Standard Investigation

Verify Investigation Findings — enabledau-verify-investigation-findings.enabledDisabled

Design differences

What the two designs do differently, before any money is involved.

Analyze Investigation

How many times it runs

au-analyze-investigation-evidence

Ingest and Parse Document

How many times it runs

au-ingest-investigation-document

4010

Operations

Aligned on canonical identity, never on a display name.

In both6

Acquire Case Evidenceop-acquire-case-evidence
Analyze & Verify Investigationop-analyze-verify-investigation
Discover External Signalsop-discover-investigation-signals
Normalize & Correlate Evidenceop-normalize-correlate-evidence
Produce Investigation Summaryop-produce-investigation-summary
Understand Investigationop-understand-investigation

Only in Enhanced Investigation0

None

Only in Standard Investigation0

None

Activities

Aligned on canonical identity, never on a display name.

In both8

Analyze Investigationau-analyze-investigation-evidence
Discover External Investigation Signalsau-discover-investigation-external-signals
Ingest and Parse Documentau-ingest-investigation-document
Interpret Investigation Requestau-interpret-investigation-request
Normalize & Correlate Evidenceau-normalize-investigation-evidence
Produce Investigation Summaryau-produce-investigation-summary
Retrieve Internal Case Recordsau-retrieve-internal-investigation-records
Verify Investigation Findingsau-verify-investigation-findings

Only in Enhanced Investigation0

None

Only in Standard Investigation0

None