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Performs deterministic startup and product opportunity audits, calculating market, demand, monetization, complexity, funding, hiring, unit-economics, and dealbreaker scores.
도구
입력 스키마
{'type': 'object', 'required': ['directCompetitorCount'], 'properties': {'serpNoise': {'type': 'number', 'default': 0, 'maximum': 1, 'minimum': 0}, 'directCompetitorCount': {'type': 'integer', 'minimum': 0}, 'adjacentCompetitorCount': {'type': 'integer', 'default': 0, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['pricingHitsCount'], 'properties': {'hasNamedPricing': {'type': 'boolean'}, 'pricingHitsCount': {'type': 'integer', 'minimum': 0}, 'reviewSiteHitsCount': {'type': 'integer', 'minimum': 0}, 'purchaseIntentMentions': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['externalApisCount'], 'properties': {'externalApisCount': {'type': 'integer', 'minimum': 0}, 'integrationsCount': {'type': 'integer', 'minimum': 0}, 'stackComplexityTags': {'type': 'array', 'items': {'type': 'string'}}}}
입력 스키마
{'type': 'object', 'required': ['analysisId', 'enrichedData'], 'properties': {'analysisId': {'type': 'string'}, 'enrichedData': {'type': 'object', 'description': 'EnrichedData with canonical_idea signals.'}}}
입력 스키마
{'type': 'object', 'required': ['stage', 'lensScores'], 'properties': {'stage': {'enum': ['idea', 'mvp', 'seed', 'series_a_plus'], 'type': 'string'}, 'sector': {'type': 'string'}, 'observer': {'type': 'object', 'required': ['founder_type'], 'properties': {'exit_goal': {'enum': ['lifestyle', 'acquisition', 'ipo', 'unicorn'], 'type': 'string'}, 'founder_type': {'enum': ['solo', 'cofounded_technical', 'cofounded_business', 'domain_expert', 'serial'], 'type': 'string'}, 'runway_months': {'type': 'integer', 'maximum': 60, 'minimum': 0}, 'risk_tolerance': {'enum': ['conservative', 'moderate', 'aggressive'], 'type': 'string'}, 'capital_usd_band': {'enum': ['under_50k', '50k_500k', '500k_5m', 'over_5m'], 'type': 'string'}, 'expertise_sectors': {'type': 'array', 'items': {'type': 'string', 'maxLength': 80, 'minLength': 2}, 'maxItems': 8}, 'time_horizon_years': {'type': 'integer', 'maximum': 15, 'minimum': 1}}, 'description': 'Founder profile that crosses with the substrate idea to produce an observer-relative verdict. When omitted, only the substrate verdict is returned.'}, 'lensScores': {'type': 'array', 'items': {'type': 'object', 'required': ['lens', 'score', 'confidence'], 'properties': {'lens': {'enum': ['team', 'problem_solution', 'traction', 'competition', 'gtm', 'finance'], 'type': 'string'}, 'score': {'type': 'number', 'maximum': 100, 'minimum': 0}, 'redFlag': {'type': 'boolean'}, 'confidence': {'type': 'number', 'maximum': 1, 'minimum': 0}}}}, 'stageProbabilities': {'type': 'object', 'properties': {'mvp': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'idea': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'seed': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'series_a_plus': {'type': 'number', 'maximum': 1, 'minimum': 0}}}, 'hasMajorContradiction': {'type': 'boolean', 'default': False}, 'unresolvedContradictions': {'type': 'integer', 'default': 0, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['stage', 'lensScores'], 'properties': {'stage': {'enum': ['idea', 'mvp', 'seed', 'series_a_plus'], 'type': 'string'}, 'sector': {'type': 'string'}, 'observer': {'type': 'object', 'required': ['founder_type'], 'properties': {'exit_goal': {'enum': ['lifestyle', 'acquisition', 'ipo', 'unicorn'], 'type': 'string'}, 'founder_type': {'enum': ['solo', 'cofounded_technical', 'cofounded_business', 'domain_expert', 'serial'], 'type': 'string'}, 'runway_months': {'type': 'integer', 'maximum': 60, 'minimum': 0}, 'risk_tolerance': {'enum': ['conservative', 'moderate', 'aggressive'], 'type': 'string'}, 'capital_usd_band': {'enum': ['under_50k', '50k_500k', '500k_5m', 'over_5m'], 'type': 'string'}, 'expertise_sectors': {'type': 'array', 'items': {'type': 'string', 'maxLength': 80, 'minLength': 2}, 'maxItems': 8}, 'time_horizon_years': {'type': 'integer', 'maximum': 15, 'minimum': 1}}, 'description': 'Founder profile that crosses with the substrate idea to produce an observer-relative verdict. When omitted, only the substrate verdict is returned.'}, 'lensScores': {'type': 'array', 'items': {'type': 'object', 'required': ['lens', 'score', 'confidence'], 'properties': {'lens': {'enum': ['team', 'problem_solution', 'traction', 'competition', 'gtm', 'finance'], 'type': 'string'}, 'score': {'type': 'number', 'maximum': 100, 'minimum': 0}, 'redFlag': {'type': 'boolean'}, 'confidence': {'type': 'number', 'maximum': 1, 'minimum': 0}}}}, 'stageProbabilities': {'type': 'object', 'properties': {'mvp': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'idea': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'seed': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'series_a_plus': {'type': 'number', 'maximum': 1, 'minimum': 0}}}, 'hasMajorContradiction': {'type': 'boolean', 'default': False}, 'unresolvedContradictions': {'type': 'integer', 'default': 0, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['hitsByTier'], 'properties': {'hitsByTier': {'type': 'object', 'properties': {'tier_1': {'type': 'integer', 'minimum': 0}, 'regional': {'type': 'integer', 'minimum': 0}, 'vertical': {'type': 'integer', 'minimum': 0}, 'presswire': {'type': 'integer', 'minimum': 0}}}, 'recent30dHits': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['sites'], 'properties': {'sites': {'type': 'array', 'items': {'type': 'object', 'required': ['domain', 'hits', 'priority'], 'properties': {'hits': {'type': 'integer', 'minimum': 0}, 'domain': {'type': 'string'}, 'priority': {'enum': [1, 2, 3], 'type': 'integer'}}}}}}
입력 스키마
{'type': 'object', 'required': ['searchVelocityScore', 'socialPainScore', 'barrierScore', 'monetizationScore'], 'properties': {'barrierScore': {'type': 'number', 'maximum': 24, 'minimum': 0}, 'socialPainScore': {'type': 'number', 'maximum': 30, 'minimum': 0}, 'monetizationScore': {'type': 'number', 'maximum': 21, 'minimum': 0}, 'searchVelocityScore': {'type': 'number', 'maximum': 25, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['searchVelocityScore', 'socialPainScore', 'barrierScore', 'monetizationScore', 'xSignalScore', 'budgetProofScore'], 'properties': {'barrierScore': {'type': 'number', 'maximum': 24, 'minimum': 0}, 'xSignalScore': {'type': 'number', 'maximum': 20, 'minimum': 0}, 'sectorProfile': {'enum': ['default', 'ai_native', 'creator', 'crypto'], 'type': 'string', 'description': 'Opt-in sector weight override. Default uses Python canonical weights.'}, 'socialPainScore': {'type': 'number', 'maximum': 30, 'minimum': 0}, 'budgetProofScore': {'type': 'number', 'maximum': 10, 'minimum': 0}, 'monetizationScore': {'type': 'number', 'maximum': 21, 'minimum': 0}, 'searchVelocityScore': {'type': 'number', 'maximum': 25, 'minimum': 0}, 'buildComplexityPenalty': {'type': 'number', 'maximum': 10, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['pricingAnchorsCount'], 'properties': {'dealCycle': {'type': 'string', 'description': 'instant/days/weeks/months/quarters'}, 'modelTags': {'type': 'array', 'items': {'type': 'string'}, 'description': 'e.g. ["subscription","usage","marketplace"]'}, 'pricingAnchorsCount': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['inputs'], 'properties': {'inputs': {'type': 'array', 'items': {'type': 'object', 'required': ['source', 'text'], 'properties': {'text': {'type': 'string'}, 'source': {'type': 'string'}, 'estimateYear': {'type': 'integer', 'maximum': 2100, 'minimum': 1990, 'description': 'Optional: year the estimate was published.'}}}}}}
입력 스키마
{'type': 'object', 'required': ['avgCpcUsd', 'totalMonthlySpendUsd'], 'properties': {'avgCpcUsd': {'type': 'number', 'minimum': 0}, 'competition': {'type': 'number', 'maximum': 1, 'minimum': 0}, 'competitorBidders': {'type': 'integer', 'minimum': 0}, 'totalMonthlySpendUsd': {'type': 'number', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['timelineValues'], 'properties': {'geoRegionCount': {'type': 'integer', 'minimum': 0}, 'timelineValues': {'type': 'array', 'items': {'type': 'number', 'maximum': 100, 'minimum': 0}, 'description': 'Monthly Trends values 0-100 (e.g. last 10-12 months).'}, 'risingQueriesCount': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['trendsTimelineValues', 'externalVolumeNorm', 'intentNorm', 'geoSpreadNorm'], 'properties': {'intentNorm': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': '0-1 commercial/transactional intent ratio.'}, 'geoSpreadNorm': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': '0-1 geographic spread (regions with interest > threshold).'}, 'externalVolumeNorm': {'type': 'number', 'maximum': 1, 'minimum': 0, 'description': 'Normalized 0-1 demand volume from EXTERNAL sources (Amazon, app stores, jobs). Caller normalizes before passing.'}, 'daysSinceLastSignal': {'type': 'number', 'minimum': 0, 'description': 'Optional: days since most recent confirming signal. Triggers exponential freshness decay (half-life 90d).'}, 'trendsTimelineValues': {'type': 'array', 'items': {'type': 'number', 'maximum': 100, 'minimum': 0}, 'description': 'Monthly Trends values 0-100. Used ONLY to derive trendNorm — never as raw volume.'}}}
입력 스키마
{'type': 'object', 'required': ['painMentions'], 'properties': {'painMentions': {'type': 'integer', 'minimum': 0}, 'categoryCounts': {'type': 'object', 'properties': {'trend': {'type': 'integer', 'minimum': 0}, 'business': {'type': 'integer', 'minimum': 0}, 'consumer': {'type': 'integer', 'minimum': 0}}}, 'intentMentions': {'type': 'integer', 'default': 0, 'minimum': 0}, 'urgencyMentions': {'type': 'integer', 'default': 0, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['newsSignalScore', 'painSignalScore', 'hiringSignalScore'], 'properties': {'newsSignalScore': {'type': 'number', 'maximum': 10, 'minimum': 0}, 'painSignalScore': {'type': 'number', 'maximum': 10, 'minimum': 0}, 'hiringSignalScore': {'type': 'number', 'maximum': 10, 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': ['mentionsCount'], 'properties': {'mentionsCount': {'type': 'integer', 'minimum': 0}, 'recent7dCount': {'type': 'integer', 'minimum': 0}, 'founderMentions': {'type': 'integer', 'minimum': 0}, 'sentimentNegative': {'type': 'integer', 'minimum': 0}, 'sentimentPositive': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': [], 'properties': {'unitEcon': {'type': 'object', 'description': 'The result of validate_unit_economics.'}, 'dealbreakers': {'type': 'object', 'description': 'The result of compute_dealbreakers_v2.'}, 'icpDriftCount': {'type': 'integer', 'minimum': 0}}}
입력 스키마
{'type': 'object', 'required': [], 'properties': {}}
입력 스키마
{'type': 'object', 'required': ['customers', 'arpu', 'annualRevenue'], 'properties': {'cac': {'type': 'number'}, 'ltv': {'type': 'number'}, 'arpu': {'type': 'number'}, 'customers': {'type': 'number'}, 'grossMargin': {'type': 'number'}, 'monthlyChurn': {'type': 'number'}, 'annualRevenue': {'type': 'number'}}}
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