[
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    "id": "design-artifact-viewer-mobile-remediation",
    "name": "Mobile Artifact Viewer Remediation",
    "tier": "tier1_quick",
    "domain": "design",
    "description": "Produce a practical mobile UX remediation plan for a dense artifact viewer used to review generated outputs inside a live initiative room.",
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        "id": "practical-mobile-diagnosis",
        "description": "Identifies concrete mobile usability failures rather than generic responsive advice",
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        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "viewer-information-architecture",
        "description": "Defines a clear mobile IA for content, provenance, metadata, and review actions",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "state-coverage",
        "description": "Covers empty, loading, long-document, and error states with usable behavior",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "implementation-ready-guidance",
        "description": "Gives engineering-ready component guidance, not only visual critique",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "mobile-accessibility",
        "description": "Includes touch target, focus, reading order, and screen reader requirements",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      }
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      "costCents": 2600,
      "qualityScore": 91,
      "completeness": 1,
      "artifactCount": 1,
      "provenance": "senior mobile product design remediation estimate, Apr 2026",
      "methodology": "expert_estimate",
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      "collectedAt": "2026-04-11",
      "operatorProfile": "Senior product designer with mobile SaaS review-workflow experience"
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        "runId": "design-artifact-viewer-mobile-remediation-r1",
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          "maxCriterionDisagreementPoints": 20,
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        "runId": "design-artifact-viewer-mobile-remediation-r2",
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        "qualityScore": 88.89,
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        "runId": "design-artifact-viewer-mobile-remediation-r3",
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        "qualityScore": 90,
        "completeness": 0.9,
        "criterionScores": {
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  {
    "id": "design-live-room-critique",
    "name": "Live Room Design Critique",
    "tier": "tier1_quick",
    "domain": "design",
    "description": "Critique and improve a live execution-room interface with a focus on hierarchy, polish, and clarity.",
    "acceptanceCriteria": [
      {
        "id": "diagnoses-hierarchy",
        "description": "Clearly diagnoses information hierarchy failures",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "proposes-structure",
        "description": "Proposes a concrete above-the-fold structure, not only vague advice",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "references-component-system",
        "description": "Suggests how existing components should be reused or simplified",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "high-taste",
        "description": "Demonstrates taste and restraint rather than adding more dashboard chrome",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      }
    ],
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      "costCents": 2200,
      "qualityScore": 89,
      "completeness": 1,
      "artifactCount": 1,
      "provenance": "senior product design review estimate, Mar 2026",
      "methodology": "expert_estimate",
      "sourceSummary": "Redacted estimate from two senior product design reviews of the same prompt shape.",
      "sampleSize": 2,
      "collectedAt": "2026-03-07",
      "operatorProfile": "Senior product designer with SaaS execution-room experience"
    },
    "constraints": {
      "maxDurationMinutes": 8,
      "maxCostCents": 125
    },
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        "runId": "design-live-room-critique-r1",
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        "durationSeconds": 8.94,
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        "judgeAggregate": {
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          "disagreementPoints": 7,
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        "runId": "design-live-room-critique-r2",
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            "criterion disagreement >= 8 points"
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  {
    "id": "design-modal-mobile-interaction-spec",
    "name": "Mobile Modal Interaction Spec",
    "tier": "tier1_quick",
    "domain": "design",
    "description": "Create a mobile interaction specification for decision, approval, input, and confirmation modals inside an agentic workflow product.",
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        "id": "mobile-interaction-specificity",
        "description": "Specifies mobile-specific sheet, keyboard, scroll, and safe-area behavior",
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        "id": "action-hierarchy",
        "description": "Establishes clear primary, secondary, cancel, and destructive action hierarchy",
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        "weight": 1.5
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      "sampleSize": 2,
      "collectedAt": "2026-04-11",
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        "runId": "design-modal-mobile-interaction-spec-r1",
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            "at least one judge recommended human review"
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    "name": "Marketing Launch Brief",
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        "id": "proof-emphasis",
        "description": "Uses proof, demo, or live evidence as a central conversion lever",
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      {
        "id": "has-cta",
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        "type": "binary",
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        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 98.24,
        "selfReportedCompleteness": 0.9,
        "selfReportedCriterionScores": {
          "has-positioning": 1,
          "has-message-pillars": 1,
          "has-channel-plan": 0.9,
          "proof-emphasis": 1,
          "has-cta": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 100,
          "completeness": 1,
          "criterionScores": {
            "has-positioning": 1,
            "has-message-pillars": 1,
            "has-channel-plan": 1,
            "proof-emphasis": 1,
            "has-cta": 1
          },
          "disagreementPoints": 4.41,
          "maxCriterionDisagreementPoints": 10,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.3269
      },
      {
        "runId": "marketing-launch-brief-r2",
        "autonomousCompleted": true,
        "durationSeconds": 5.6,
        "costCents": 0.0375,
        "usage": {
          "input_tokens": 410,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 887,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1297
        },
        "qualityScore": 98.12,
        "completeness": 1,
        "criterionScores": {
          "has-positioning": 1,
          "has-message-pillars": 1,
          "has-channel-plan": 0.96,
          "proof-emphasis": 0.97,
          "has-cta": 0.96
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 1,
        "selfReportedCriterionScores": {
          "has-positioning": 1,
          "has-message-pillars": 1,
          "has-channel-plan": 1,
          "proof-emphasis": 1,
          "has-cta": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 98.12,
          "completeness": 1,
          "criterionScores": {
            "has-positioning": 1,
            "has-message-pillars": 1,
            "has-channel-plan": 0.96,
            "proof-emphasis": 0.97,
            "has-cta": 0.96
          },
          "disagreementPoints": 4.12,
          "maxCriterionDisagreementPoints": 10,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.2593
      },
      {
        "runId": "marketing-launch-brief-r3",
        "autonomousCompleted": true,
        "durationSeconds": 6.56,
        "costCents": 0.0385,
        "usage": {
          "input_tokens": 410,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 912,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1322
        },
        "qualityScore": 93.53,
        "completeness": 0.92,
        "criterionScores": {
          "has-positioning": 1,
          "has-message-pillars": 0.8,
          "has-channel-plan": 0.9,
          "proof-emphasis": 1,
          "has-cta": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 92.65,
        "selfReportedCompleteness": 0.9,
        "selfReportedCriterionScores": {
          "has-positioning": 1,
          "has-message-pillars": 1,
          "has-channel-plan": 0.75,
          "proof-emphasis": 1,
          "has-cta": 0.75
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 93.53,
          "completeness": 0.92,
          "criterionScores": {
            "has-positioning": 1,
            "has-message-pillars": 0.8,
            "has-channel-plan": 0.9,
            "proof-emphasis": 1,
            "has-cta": 1
          },
          "disagreementPoints": 4.12,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.864
      }
    ]
  },
  {
    "id": "postmortem",
    "name": "Incident Postmortem",
    "tier": "tier1_quick",
    "domain": "ops",
    "description": "Write a structured incident postmortem from a timeline of events. Tests ability to synthesize operational data into a clear narrative with root cause analysis and action items.",
    "acceptanceCriteria": [
      {
        "id": "has-exec-summary",
        "description": "Includes a concise executive summary (2-3 sentences)",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1
      },
      {
        "id": "has-root-cause",
        "description": "Correctly identifies the root cause as connection pool exhaustion caused by the new analytics export endpoint's long-running transactions",
        "type": "rubric",
        "evaluator": "llm_judge",
        "judgePrompt": "Does the output correctly identify the root cause of the incident?\nThe correct root cause is: The new `/api/v2/analytics/export` endpoint\n(added in v2.41.0) opens long-running transactions (~45s each) that\nexhausted the PostgreSQL connection pool (100 max connections).\n\n## Output\n{{output}}\n\n## Criterion\n{{criterion}}",
        "weight": 3
      },
      {
        "id": "has-impact-quantified",
        "description": "Impact section includes specific numbers (duration, users, revenue)",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "has-action-items",
        "description": "Includes specific, actionable items (not vague recommendations)",
        "type": "rubric",
        "evaluator": "llm_judge",
        "judgePrompt": "Does the output include specific, actionable action items?\nGood action items should have: what to do, who owns it, and a deadline.\nVague items like \"improve monitoring\" without specifics score low.\n\n## Output\n{{output}}\n\n## Criterion\n{{criterion}}",
        "weight": 2
      },
      {
        "id": "has-timeline",
        "description": "Includes a condensed timeline of key events",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1
      },
      {
        "id": "has-lessons",
        "description": "Includes lessons learned that go beyond restating what happened",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      }
    ],
    "humanBaseline": {
      "timeSeconds": 1800,
      "costCents": 1500,
      "qualityScore": 90,
      "completeness": 1,
      "artifactCount": 1,
      "provenance": "senior engineering manager postmortem estimate, Mar 2026",
      "methodology": "expert_estimate",
      "sourceSummary": "Baseline estimated from an experienced engineering manager writing a structured postmortem from the same inputs.",
      "sampleSize": 1,
      "collectedAt": "2026-03-05",
      "operatorProfile": "Senior engineering manager with incident review responsibility"
    },
    "constraints": {
      "maxDurationMinutes": 10,
      "maxCostCents": 100
    },
    "runs": [
      {
        "runId": "postmortem-r1",
        "autonomousCompleted": true,
        "durationSeconds": 6.92,
        "costCents": 0.0468,
        "usage": {
          "input_tokens": 827,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 1066,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1893
        },
        "qualityScore": 100,
        "completeness": 0.98,
        "criterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 1,
          "has-timeline": 1,
          "has-lessons": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 1,
        "selfReportedCriterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 1,
          "has-timeline": 1,
          "has-lessons": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 100,
          "completeness": 0.98,
          "criterionScores": {
            "has-exec-summary": 1,
            "has-root-cause": 1,
            "has-impact-quantified": 1,
            "has-action-items": 1,
            "has-timeline": 1,
            "has-lessons": 1
          },
          "disagreementPoints": 1.5,
          "maxCriterionDisagreementPoints": 10,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.8293
      },
      {
        "runId": "postmortem-r2",
        "autonomousCompleted": true,
        "durationSeconds": 91.3,
        "costCents": 0.0447,
        "usage": {
          "input_tokens": 827,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 1015,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1842
        },
        "qualityScore": 96.5,
        "completeness": 0.93,
        "criterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 0.9,
          "has-timeline": 1,
          "has-lessons": 0.9
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 0.95,
        "selfReportedCriterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 1,
          "has-timeline": 1,
          "has-lessons": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 96.5,
          "completeness": 0.93,
          "criterionScores": {
            "has-exec-summary": 1,
            "has-root-cause": 1,
            "has-impact-quantified": 1,
            "has-action-items": 0.9,
            "has-timeline": 1,
            "has-lessons": 0.9
          },
          "disagreementPoints": 3,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.9969
      },
      {
        "runId": "postmortem-r3",
        "autonomousCompleted": true,
        "durationSeconds": 183.58,
        "costCents": 0.0468,
        "usage": {
          "input_tokens": 827,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 1067,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1894
        },
        "qualityScore": 100,
        "completeness": 0.98,
        "criterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 1,
          "has-timeline": 1,
          "has-lessons": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 0.92,
        "selfReportedCriterionScores": {
          "has-exec-summary": 1,
          "has-root-cause": 1,
          "has-impact-quantified": 1,
          "has-action-items": 1,
          "has-timeline": 1,
          "has-lessons": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 100,
          "completeness": 0.98,
          "criterionScores": {
            "has-exec-summary": 1,
            "has-root-cause": 1,
            "has-impact-quantified": 1,
            "has-action-items": 1,
            "has-timeline": 1,
            "has-lessons": 1
          },
          "disagreementPoints": 3,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 1.9009
      }
    ]
  },
  {
    "id": "pr-description",
    "name": "PR Description from Diff",
    "tier": "tier1_quick",
    "domain": "engineering",
    "description": "Write a comprehensive pull request description given a code diff and commit messages. The output should include a summary, list of changes, testing instructions, and any migration notes.",
    "acceptanceCriteria": [
      {
        "id": "has-title",
        "description": "Output includes a clear, descriptive PR title",
        "type": "binary",
        "evaluator": "llm_judge",
        "judgePrompt": "Does the following output include a clear, descriptive one-line PR title that summarizes the change?\n\n## Output\n{{output}}\n\n## Criterion\n{{criterion}}",
        "weight": 1
      },
      {
        "id": "has-summary",
        "description": "Output includes a 2-3 sentence summary explaining what changed and why",
        "type": "rubric",
        "evaluator": "llm_judge",
        "judgePrompt": "Does the output include a concise summary (2-3 sentences) that explains both WHAT changed and WHY?\n\n## Output\n{{output}}\n\n## Criterion\n{{criterion}}",
        "weight": 2
      },
      {
        "id": "has-changes-list",
        "description": "Output includes a specific bullet list of changes",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "has-testing-instructions",
        "description": "Output includes testing instructions",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1
      },
      {
        "id": "mentions-auth-tokens",
        "description": "Output correctly identifies this as a token refresh fix, not a generic auth change",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      }
    ],
    "humanBaseline": {
      "timeSeconds": 600,
      "costCents": 500,
      "qualityScore": 85,
      "completeness": 1,
      "artifactCount": 1,
      "provenance": "senior engineer PR authoring estimate, Mar 2026",
      "methodology": "expert_estimate",
      "sourceSummary": "Baseline estimated from a senior engineer writing a PR description from the same diff and commit context.",
      "sampleSize": 1,
      "collectedAt": "2026-03-05",
      "operatorProfile": "Senior software engineer working in a code review workflow"
    },
    "constraints": {
      "maxDurationMinutes": 5,
      "maxCostCents": 50
    },
    "runs": [
      {
        "runId": "pr-description-r1",
        "autonomousCompleted": true,
        "durationSeconds": 4.49,
        "costCents": 0.0314,
        "usage": {
          "input_tokens": 761,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 690,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1451
        },
        "qualityScore": 100,
        "completeness": 1,
        "criterionScores": {
          "has-title": 1,
          "has-summary": 1,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 1,
        "selfReportedCriterionScores": {
          "has-title": 1,
          "has-summary": 1,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 100,
          "completeness": 1,
          "criterionScores": {
            "has-title": 1,
            "has-summary": 1,
            "has-changes-list": 1,
            "has-testing-instructions": 1,
            "mentions-auth-tokens": 1
          },
          "disagreementPoints": 7.14,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 2.7208
      },
      {
        "runId": "pr-description-r2",
        "autonomousCompleted": true,
        "durationSeconds": 4.67,
        "costCents": 0.0302,
        "usage": {
          "input_tokens": 761,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 661,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1422
        },
        "qualityScore": 94.29,
        "completeness": 0.92,
        "criterionScores": {
          "has-title": 1,
          "has-summary": 0.8,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 0.92,
        "selfReportedCriterionScores": {
          "has-title": 1,
          "has-summary": 1,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 94.29,
          "completeness": 0.92,
          "criterionScores": {
            "has-title": 1,
            "has-summary": 0.8,
            "has-changes-list": 1,
            "has-testing-instructions": 1,
            "mentions-auth-tokens": 1
          },
          "disagreementPoints": 10,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": [
            "judge quality disagreement >= 8 points",
            "criterion disagreement >= 8 points"
          ]
        },
        "judgeCostCents": 1.9698
      },
      {
        "runId": "pr-description-r3",
        "autonomousCompleted": true,
        "durationSeconds": 4.81,
        "costCents": 0.0336,
        "usage": {
          "input_tokens": 761,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 746,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1507
        },
        "qualityScore": 100,
        "completeness": 0.96,
        "criterionScores": {
          "has-title": 1,
          "has-summary": 1,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 0.92,
        "selfReportedCriterionScores": {
          "has-title": 1,
          "has-summary": 1,
          "has-changes-list": 1,
          "has-testing-instructions": 1,
          "mentions-auth-tokens": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 100,
          "completeness": 0.96,
          "criterionScores": {
            "has-title": 1,
            "has-summary": 1,
            "has-changes-list": 1,
            "has-testing-instructions": 1,
            "mentions-auth-tokens": 1
          },
          "disagreementPoints": 5.71,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 3.5065
      }
    ]
  },
  {
    "id": "product-initiative-brief",
    "name": "Product Initiative Brief",
    "tier": "tier1_quick",
    "domain": "product",
    "description": "Turn a founder request into a crisp initiative brief with goals, user, scope, metrics, and sequencing. Benchmarks product framing quality.",
    "acceptanceCriteria": [
      {
        "id": "has-problem-statement",
        "description": "Includes a clear product problem statement tied to the user pain",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "has-success-metrics",
        "description": "Includes measurable success metrics, not vague goals",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      },
      {
        "id": "has-scope",
        "description": "Clearly defines in-scope and out-of-scope work",
        "type": "binary",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "has-workstreams",
        "description": "Recommends sensible workstreams or execution lanes",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
      },
      {
        "id": "founder-decision-moment",
        "description": "Recognizes the one-session founder decision moment as central to the task",
        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 2
      }
    ],
    "humanBaseline": {
      "timeSeconds": 2400,
      "costCents": 1800,
      "qualityScore": 88,
      "completeness": 1,
      "artifactCount": 1,
      "provenance": "PM lead + founder review estimate, Mar 2026",
      "methodology": "hybrid",
      "sourceSummary": "Combined estimate from PM-led initiative framing and founder review of the same request.",
      "sampleSize": 2,
      "collectedAt": "2026-03-06",
      "operatorProfile": "Product lead working with a technical founder on initiative framing"
    },
    "constraints": {
      "maxDurationMinutes": 8,
      "maxCostCents": 125
    },
    "runs": [
      {
        "runId": "product-initiative-brief-r1",
        "autonomousCompleted": true,
        "durationSeconds": 7.57,
        "costCents": 0.0432,
        "usage": {
          "input_tokens": 435,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 1026,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1461
        },
        "qualityScore": 95.28,
        "completeness": 0.95,
        "criterionScores": {
          "has-problem-statement": 1,
          "has-success-metrics": 0.9,
          "has-scope": 0.85,
          "has-workstreams": 1,
          "founder-decision-moment": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 91.67,
        "selfReportedCompleteness": 0.72,
        "selfReportedCriterionScores": {
          "has-problem-statement": 1,
          "has-success-metrics": 1,
          "has-scope": 0.75,
          "has-workstreams": 0.75,
          "founder-decision-moment": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 95.28,
          "completeness": 0.95,
          "criterionScores": {
            "has-problem-statement": 1,
            "has-success-metrics": 0.9,
            "has-scope": 0.85,
            "has-workstreams": 1,
            "founder-decision-moment": 1
          },
          "disagreementPoints": 7.78,
          "maxCriterionDisagreementPoints": 20,
          "humanReviewRecommended": true,
          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
        },
        "judgeCostCents": 3.1524
      },
      {
        "runId": "product-initiative-brief-r2",
        "autonomousCompleted": true,
        "durationSeconds": 5.57,
        "costCents": 0.0422,
        "usage": {
          "input_tokens": 435,
          "input_tokens_details": {
            "cached_tokens": 0
          },
          "output_tokens": 1000,
          "output_tokens_details": {
            "reasoning_tokens": 0
          },
          "total_tokens": 1435
        },
        "qualityScore": 94.44,
        "completeness": 0.95,
        "criterionScores": {
          "has-problem-statement": 1,
          "has-success-metrics": 0.9,
          "has-scope": 0.9,
          "has-workstreams": 0.9,
          "founder-decision-moment": 1
        },
        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 86.67,
        "selfReportedCompleteness": 0.92,
        "selfReportedCriterionScores": {
          "has-problem-statement": 1,
          "has-success-metrics": 1,
          "has-scope": 0.6,
          "has-workstreams": 0.6,
          "founder-decision-moment": 1
        },
        "judgeAggregate": {
          "judgeCount": 3,
          "qualityScore": 94.44,
          "completeness": 0.95,
          "criterionScores": {
            "has-problem-statement": 1,
            "has-success-metrics": 0.9,
            "has-scope": 0.9,
            "has-workstreams": 0.9,
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          },
          "disagreementPoints": 8.89,
          "maxCriterionDisagreementPoints": 20,
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            "criterion disagreement >= 8 points"
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        },
        "judgeCostCents": 1.8755
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      {
        "runId": "product-initiative-brief-r3",
        "autonomousCompleted": true,
        "durationSeconds": 6.12,
        "costCents": 0.0457,
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          "output_tokens": 1089,
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          "total_tokens": 1524
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        "qualityScore": 95.56,
        "completeness": 0.95,
        "criterionScores": {
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          "has-success-metrics": 0.8,
          "has-scope": 1,
          "has-workstreams": 1,
          "founder-decision-moment": 1
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        "scoringSource": "independent_judges",
        "selfReportedQualityScore": 100,
        "selfReportedCompleteness": 0.92,
        "selfReportedCriterionScores": {
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        "judgeAggregate": {
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          "disagreementPoints": 2.22,
          "maxCriterionDisagreementPoints": 10,
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          "lowConfidenceReasons": ["criterion disagreement >= 8 points"]
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        "judgeCostCents": 1.6439
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  },
  {
    "id": "sales-outreach-sequence",
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    "domain": "sales",
    "description": "Build a founder-quality outreach sequence for a specific ICP with message angles and proof-driven CTA.",
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        "id": "personalized-icp",
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        "evaluator": "llm_judge",
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      },
      {
        "id": "multi-step-sequence",
        "description": "Includes all required steps in a coherent sequence",
        "type": "binary",
        "evaluator": "llm_judge",
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      },
      {
        "id": "objection-angle",
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        "type": "rubric",
        "evaluator": "llm_judge",
        "weight": 1.5
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      "sourceSummary": "Estimate from founder-led outbound workflow for a three-step proof-first sequence.",
      "sampleSize": 1,
      "collectedAt": "2026-03-06",
      "operatorProfile": "Founder-operator running early outbound without a dedicated SDR"
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    "constraints": {
      "maxDurationMinutes": 8,
      "maxCostCents": 125
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          "total_tokens": 1392
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        "qualityScore": 91.07,
        "completeness": 1,
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        "scoringSource": "independent_judges",
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        "judgeAggregate": {
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          "disagreementPoints": 6.79,
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        "judgeCostCents": 2.3533
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        "runId": "sales-outreach-sequence-r2",
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        "durationSeconds": 5.35,
        "costCents": 0.0405,
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          "output_tokens": 962,
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        "qualityScore": 87.14,
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        "judgeAggregate": {
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          "completeness": 1,
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          "disagreementPoints": 6.43,
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        "judgeCostCents": 2.6331
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        "runId": "sales-outreach-sequence-r3",
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        "qualityScore": 88.57,
        "completeness": 0.98,
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        "scoringSource": "independent_judges",
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        "judgeAggregate": {
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          "disagreementPoints": 16.07,
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        "judgeCostCents": 2.7403
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        "id": "proof-orientation",
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        "id": "measurable-metrics",
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      "sampleSize": 2,
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      "operatorProfile": "Founder, product lead, and functional leads coordinating a launch plan"
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    "constraints": {
      "maxDurationMinutes": 20,
      "maxCostCents": 250
    },
    "runs": [
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        "durationSeconds": 8.33,
        "costCents": 0.0611,
        "usage": {
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          "output_tokens": 1475,
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          "total_tokens": 1903
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        "qualityScore": 95,
        "completeness": 0.93,
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        "scoringSource": "independent_judges",
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        "judgeAggregate": {
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        "judgeCostCents": 1.9392
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      {
        "runId": "cross-functional-launch-plan-r2",
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        "durationSeconds": 10.25,
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        "judgeCostCents": 1.7931
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        "judgeAggregate": {
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        "judgeCostCents": 2.0438
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        "evaluator": "llm_judge",
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        "evaluator": "llm_judge",
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      {
        "id": "artifact-and-blocker-flows",
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        "evaluator": "llm_judge",
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      "timeSeconds": 7200,
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      "operatorProfile": "Principal product designer with design-system and responsive SaaS experience"
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    "runs": [
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        "durationSeconds": 14.51,
        "costCents": 0.087,
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        "judgeAggregate": {
          "judgeCount": 3,
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        "judgeCostCents": 3.6015
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        "runId": "design-live-room-responsive-system-r2",
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    "id": "engineering-release-readiness-review",
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        "evaluator": "llm_judge",
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        "id": "incident-thinking",
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        "evaluator": "llm_judge",
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    "domain": "marketing",
    "description": "Build a campaign brief that uses real outputs, artifacts, and live evidence as the primary conversion mechanism. Benchmarks proof-led marketing judgment.",
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        "evaluator": "llm_judge",
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        "evaluator": "llm_judge",
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