Compare variants
Two design variants of Data Analysis / BI Analyst Agent, delivering the same unit event by different designs. The comparison states what differs; it does not rank the designs.
Common unit event
Analysis Request
ANALYSIS_REQUESTOne business analysis question taken through interpretation, data-source/query planning, query generation and execution, deterministic result preparation, analytical reasoning, optional validation, and production of a business-facing analysis output.
Left
CompleteDeep Analysis
Up to three data sources, five fixed query occurrences, a larger prepared result, two analysis passes, an explicit validation pass, four charts, a detailed report.
Direct cost per analysis request
Reference
Open scenario
dv-deep-analysisRight
CompleteQuick Analysis
One data source, one generated query, one execution, a compact prepared result, one analysis pass, one chart, a concise report.
Direct cost per analysis request
Reference
Open scenario
dv-quick-analysisNo 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.
64 shared
| Input | Deep Analysis | Quick Analysis |
|---|---|---|
Analysis Dataset TokensDiffersau-analyze-business-results.analysis_dataset_tokens | 8000TOKEN | 2800TOKEN |
Analysis Instruction TokensDiffersau-analyze-business-results.analysis_instruction_tokens | 300TOKEN | 500TOKEN |
Cached Tokensau-analyze-business-results.cached_tokens | 0TOKEN | 0TOKEN |
Analyze Business Results — offeringDiffersau-analyze-business-results.commercial_offering | ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro | ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast |
Derived Metrics Context TokensDiffersau-analyze-business-results.derived_metrics_context_tokens | 200TOKEN | 300TOKEN |
Expected Findings TokensDiffersau-analyze-business-results.expected_findings_tokens | 1200TOKEN | 700TOKEN |
Analyze Business Results — modeau-analyze-business-results.implementation_mode | im-analyze-business-results-model | im-analyze-business-results-model |
Normalized Question TokensDiffersau-analyze-business-results.normalized_question_tokens | 500TOKEN | 400TOKEN |
Analyze Business Results — occurrencesDiffersau-analyze-business-results.occurrence_count | 2UNIT | 1UNIT |
Execute Data Query — modeau-execute-data-query.implementation_mode | im-execute-data-query-external-unpriced | im-execute-data-query-external-unpriced |
Execute Data Query — occurrencesDiffersau-execute-data-query.occurrence_count | 5UNIT | 1UNIT |
Query Result Context TokensDiffersau-execute-data-query.query_result_context_tokens | 4000TOKEN | 1200TOKEN |
Query Result Row CountDiffersau-execute-data-query.query_result_row_count | 20000UNIT | 500UNIT |
Source Rows ScannedDiffersau-execute-data-query.source_rows_scanned | 50000000UNIT | 50000UNIT |
Cached Tokensau-generate-data-query.cached_tokens | 0TOKEN | 0TOKEN |
Generate Data Query — offeringau-generate-data-query.commercial_offering | ctxdex:offering:runvora-inference:ctxdex-code-2 | ctxdex:offering:runvora-inference:ctxdex-code-2 |
Expected Query TokensDiffersau-generate-data-query.expected_query_tokens | 500TOKEN | 350TOKEN |
Generate Data Query — modeau-generate-data-query.implementation_mode | im-generate-data-query-code-model | im-generate-data-query-code-model |
Normalized Question TokensDiffersau-generate-data-query.normalized_question_tokens | 500TOKEN | 400TOKEN |
Generate Data Query — occurrencesDiffersau-generate-data-query.occurrence_count | 5UNIT | 1UNIT |
Prior Query Context TokensDiffersau-generate-data-query.prior_query_context_tokens | 200TOKEN | 0TOKEN |
Query Generation Instruction TokensDiffersau-generate-data-query.query_generation_instruction_tokens | 300TOKEN | 450TOKEN |
Query Plan TokensDiffersau-generate-data-query.query_plan_tokens | 1000TOKEN | 450TOKEN |
Schema Context TokensDiffersau-generate-data-query.schema_context_tokens | 1000TOKEN | 900TOKEN |
Analysis Request TokensDiffersau-interpret-analysis-request.analysis_request_tokens | 300TOKEN | 250TOKEN |
Business Context TokensDiffersau-interpret-analysis-request.business_context_tokens | 1000TOKEN | 750TOKEN |
Cached Tokensau-interpret-analysis-request.cached_tokens | 0TOKEN | 0TOKEN |
Interpret Analysis Request — offeringau-interpret-analysis-request.commercial_offering | ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast | ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast |
Expected Objective TokensDiffersau-interpret-analysis-request.expected_objective_tokens | 400TOKEN | 250TOKEN |
Interpret Analysis Request — modeau-interpret-analysis-request.implementation_mode | im-interpret-analysis-model | im-interpret-analysis-model |
Interpret Analysis Request — occurrencesau-interpret-analysis-request.occurrence_count | 1UNIT | 1UNIT |
System Instruction TokensDiffersau-interpret-analysis-request.system_instruction_tokens | 700TOKEN | 500TOKEN |
Derived Metric CountDiffersau-normalize-analysis-results.derived_metric_count | 30UNIT | 8UNIT |
Normalize Analysis Results — modeau-normalize-analysis-results.implementation_mode | im-normalize-analysis-results-deterministic | im-normalize-analysis-results-deterministic |
Normalized Result TokensDiffersau-normalize-analysis-results.normalized_result_tokens | 8000TOKEN | 2800TOKEN |
Normalize Analysis Results — occurrencesau-normalize-analysis-results.occurrence_count | 1UNIT | 1UNIT |
Analysis Objectives TokensDiffersau-plan-data-analysis.analysis_objectives_tokens | 400TOKEN | 250TOKEN |
Cached Tokensau-plan-data-analysis.cached_tokens | 0TOKEN | 0TOKEN |
Plan Data Analysis — offeringDiffersau-plan-data-analysis.commercial_offering | ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro | ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast |
Data Catalog Context TokensDiffersau-plan-data-analysis.data_catalog_context_tokens | 3800TOKEN | 1650TOKEN |
Expected Query Plan TokensDiffersau-plan-data-analysis.expected_query_plan_tokens | 1000TOKEN | 450TOKEN |
Plan Data Analysis — modeau-plan-data-analysis.implementation_mode | im-plan-data-analysis-model | im-plan-data-analysis-model |
Normalized Question TokensDiffersau-plan-data-analysis.normalized_question_tokens | 500TOKEN | 400TOKEN |
Plan Data Analysis — occurrencesau-plan-data-analysis.occurrence_count | 1UNIT | 1UNIT |
Planning Instruction TokensDiffersau-plan-data-analysis.planning_instruction_tokens | 800TOKEN | 500TOKEN |
Analysis Dataset TokensDiffersau-produce-bi-analysis-output.analysis_dataset_tokens | 8000TOKEN | 2800TOKEN |
Analysis Findings TokensDiffersau-produce-bi-analysis-output.analysis_findings_tokens | 1200TOKEN | 700TOKEN |
Cached Tokensau-produce-bi-analysis-output.cached_tokens | 0TOKEN | 0TOKEN |
Chart CountDiffersau-produce-bi-analysis-output.chart_count | 4UNIT | 1UNIT |
Produce BI Analysis Output — offeringDiffersau-produce-bi-analysis-output.commercial_offering | ctxdex:offering:agent-makers:ctxdex-intelligence-4-pro | ctxdex:offering:agent-makers:ctxdex-intelligence-4-fast |
Expected Report TokensDiffersau-produce-bi-analysis-output.expected_report_tokens | 2500TOKEN | 900TOKEN |
Produce BI Analysis Output — modeau-produce-bi-analysis-output.implementation_mode | im-produce-bi-analysis-output-model | im-produce-bi-analysis-output-model |
Normalized Question TokensDiffersau-produce-bi-analysis-output.normalized_question_tokens | 500TOKEN | 400TOKEN |
Produce BI Analysis Output — occurrencesau-produce-bi-analysis-output.occurrence_count | 1UNIT | 1UNIT |
Report Instruction TokensDiffersau-produce-bi-analysis-output.report_instruction_tokens | 4400TOKEN | 1300TOKEN |
Validation Notes TokensDiffersau-produce-bi-analysis-output.validation_notes_tokens | 900TOKEN | 0TOKEN |
Analysis Dataset Tokensau-validate-analysis-findings.analysis_dataset_tokens | 8000TOKEN | 8000TOKEN |
Analysis Findings Tokensau-validate-analysis-findings.analysis_findings_tokens | 1200TOKEN | 1200TOKEN |
Cached Tokensau-validate-analysis-findings.cached_tokens | 0TOKEN | 0TOKEN |
Derived Metrics Context Tokensau-validate-analysis-findings.derived_metrics_context_tokens | 2300TOKEN | 2300TOKEN |
Expected Validation Tokensau-validate-analysis-findings.expected_validation_tokens | 900TOKEN | 900TOKEN |
Validate Analysis Findings — modeau-validate-analysis-findings.implementation_mode | im-validate-analysis-findings-model | im-validate-analysis-findings-model |
Validate Analysis Findings — occurrencesau-validate-analysis-findings.occurrence_count | 1UNIT | 1UNIT |
Validation Instruction Tokensau-validate-analysis-findings.validation_instruction_tokens | 500TOKEN | 500TOKEN |
Only in Deep Analysis
- Validate Analysis Findings — offering
au-validate-analysis-findings.commercial_offeringctxdex:offering:agent-makers:ctxdex-intelligence-4-pro
Only in Quick Analysis
- Validate Analysis Findings — enabled
au-validate-analysis-findings.enabledDisabled
Design differences
What the two designs do differently, before any money is involved.
Analyze Business Results
How many times it runs
au-analyze-business-resultsExecute Data Query
How many times it runs
au-execute-data-queryGenerate Data Query
How many times it runs
au-generate-data-queryOperations
Aligned on canonical identity, never on a display name.
In both6
- Analyze & Validate
op-analyze-validate-data - Generate Insights
op-generate-analysis-insights - Identify Data & Plan Queries
op-plan-data-analysis - Produce Analysis Output
op-produce-analysis-output - Query / Retrieve Data
op-query-retrieve-data - Understand Analysis Question
op-understand-analysis-question
Only in Deep Analysis0
None
Only in Quick Analysis0
None
Activities
Aligned on canonical identity, never on a display name.
In both8
- Analyze Business Results
au-analyze-business-results - Execute Data Query
au-execute-data-query - Generate Data Query
au-generate-data-query - Interpret Analysis Request
au-interpret-analysis-request - Normalize Analysis Results
au-normalize-analysis-results - Plan Data Analysis
au-plan-data-analysis - Produce BI Analysis Output
au-produce-bi-analysis-output - Validate Analysis Findings
au-validate-analysis-findings
Only in Deep Analysis0
None
Only in Quick Analysis0
None