{"data":{"slug":"viability-score","term":"Viability Score","bucket":"scoring","definition":"A 0-10 rating of an AI paper's commercial viability. Higher scores cluster with code, demo, dataset, and beats-SOTA signals.","short_definition":"A 0-10 rating of an AI paper's commercial viability. Higher scores cluster with code, demo, dataset, and beats-SOTA signals.","long_definition":"ScienceToStartup scores every new AI paper from 0 to 10 for commercial viability. The score is produced by an LLM under hard rules that link flag counts (has_code, has_demo, has_dataset, beats_sota) to numeric ranges, then sanity-checked against the corpus distribution. Higher scores are the primary signal that drives the Today Rail, the trends desk, and the Foresight ledger.","related_terms":["signal-fusion","commercial-flags","one-liner","viability-breakdown"],"related_term_routes":[{"slug":"signal-fusion","term":"Signal Fusion","route":"/resources/glossary/signal-fusion"},{"slug":"commercial-flags","term":"Commercial Flags","route":"/resources/glossary/commercial-flags"},{"slug":"one-liner","term":"One-Liner","route":"/resources/glossary/one-liner"},{"slug":"viability-breakdown","term":"Viability Breakdown","route":"/resources/glossary/viability-breakdown"}],"canonical_route":"/resources/glossary/viability-score","api_route":"/api/v1/resources/glossary/viability-score","jsonld_id":"https://sciencetostartup.com/resources/glossary/viability-score","variants":[],"tldr":"A 0-10 rating of an AI paper's commercial viability. Higher scores cluster with code, demo, dataset, and beats-SOTA signals.","key_points":[],"quality_tier":null,"citation_count":null,"source_state":"curated_static","source_module":"apps/web/data/glossary/terms.ts","definition_sections":{"schema_version":1,"intro":"ScienceToStartup scores every new AI paper from 0 to 10 for commercial viability. The score is produced by an LLM under hard rules that link flag counts (has_code, has_demo, has_dataset, beats_sota) to numeric ranges, then sanity-checked against the corpus distribution. Higher scores are the primary signal that drives the Today Rail, the trends desk, and the Foresight ledger.","sections":[{"title":"Definition","items":[{"subtitle":"Viability Score","text":"ScienceToStartup scores every new AI paper from 0 to 10 for commercial viability. The score is produced by an LLM under hard rules that link flag counts (has_code, has_demo, has_dataset, beats_sota) to numeric ranges, then sanity-checked against the corpus distribution. Higher scores are the primary signal that drives the Today Rail, the trends desk, and the Foresight ledger."}]},{"title":"Related vocabulary","items":[{"subtitle":"Signal Fusion","text":"The composite score combining viability, prediction, community vote, and GitHub star velocity into one primary ranking number."},{"subtitle":"Commercial Flags","text":"Boolean signals attached to a paper: has_code, has_demo, has_dataset, beats_sota, is_quick_build, is_series_a, is_high_potential."},{"subtitle":"One-Liner","text":"A 25-words-or-fewer startup pitch generated for every paper. Names a specific user and a specific action."},{"subtitle":"Viability Breakdown","text":"The decomposed view of a viability score: numeric value, individual commercial flags, and a rationale string."}]}],"cited_arxiv_ids":[]}},"meta":{"canonical_route":"/resources/glossary/viability-score","api_route":"/api/v1/resources/glossary/viability-score","source":{"label":"curated glossary catalog","source_state":"curated_static","source_module":"apps/web/data/glossary/terms.ts","method_version":"public_glossary_curated_terms_v2","freshness":{"status":"versioned","observed_at":null,"fresh_until":null,"reason":"Git-versioned curated catalog; daily ingestion freshness windows do not apply.","reason_code":"git_versioned_curated_catalog"},"source_count":111,"bucket_count":7,"buckets":["scoring","surfaces","agents","distribution","data","foresight","buildability"]}}}