{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:XXG5KXHLG4GSNXGPAUW6HBH2N6","short_pith_number":"pith:XXG5KXHL","schema_version":"1.0","canonical_sha256":"bdcdd55ceb370d26dccf052de384fa6fa4af4cba8ad771ae96cdad5a18c7020e","source":{"kind":"arxiv","id":"2409.06643","version":1},"attestation_state":"computed","paper":{"title":"Strategic management analysis: from data to strategy diagram by LLM","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Adam Bradley, David Jonker, Richard Brath","submitted_at":"2024-09-10T16:59:33Z","abstract_excerpt":"Strategy management analyses are created by business consultants with common analysis frameworks (i.e. comparative analyses) and associated diagrams. We show these can be largely constructed using LLMs, starting with the extraction of insights from data, organization of those insights according to a strategy management framework, and then depiction in the typical strategy management diagram for that framework (static textual visualizations). We discuss caveats and future directions to generalize for broader uses."},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2409.06643","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2024-09-10T16:59:33Z","cross_cats_sorted":[],"title_canon_sha256":"bdcb6cfe7616144660f2edb53bf58acaac5d8d5bde38f844f19b03fca1fe48ef","abstract_canon_sha256":"a5d0a34066810e5abfe1d4a6198a93adc9e1cf303933853d8254733d16fda0cb"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:05:27.568123Z","signature_b64":"ydy4JYRDurUwxpjh/I1CahhdsZl/nmzhqhzmdNIvMzysLGjCQWMOWvCJftVVE47XPMmrCAnLsCH/PepVXZZWDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bdcdd55ceb370d26dccf052de384fa6fa4af4cba8ad771ae96cdad5a18c7020e","last_reissued_at":"2026-07-05T09:05:27.567691Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:05:27.567691Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Strategic management analysis: from data to strategy diagram by LLM","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Adam Bradley, David Jonker, Richard Brath","submitted_at":"2024-09-10T16:59:33Z","abstract_excerpt":"Strategy management analyses are created by business consultants with common analysis frameworks (i.e. comparative analyses) and associated diagrams. We show these can be largely constructed using LLMs, starting with the extraction of insights from data, organization of those insights according to a strategy management framework, and then depiction in the typical strategy management diagram for that framework (static textual visualizations). We discuss caveats and future directions to generalize for broader uses."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.06643","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2409.06643/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2409.06643","created_at":"2026-07-05T09:05:27.567748+00:00"},{"alias_kind":"arxiv_version","alias_value":"2409.06643v1","created_at":"2026-07-05T09:05:27.567748+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.06643","created_at":"2026-07-05T09:05:27.567748+00:00"},{"alias_kind":"pith_short_12","alias_value":"XXG5KXHLG4GS","created_at":"2026-07-05T09:05:27.567748+00:00"},{"alias_kind":"pith_short_16","alias_value":"XXG5KXHLG4GSNXGP","created_at":"2026-07-05T09:05:27.567748+00:00"},{"alias_kind":"pith_short_8","alias_value":"XXG5KXHL","created_at":"2026-07-05T09:05:27.567748+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":1,"sample":[{"citing_arxiv_id":"2502.05731","citing_title":"Visual Text Mining with Progressive Taxonomy Construction for Environmental Studies","ref_index":5,"is_internal_anchor":true}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6","json":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6.json","graph_json":"https://pith.science/api/pith-number/XXG5KXHLG4GSNXGPAUW6HBH2N6/graph.json","events_json":"https://pith.science/api/pith-number/XXG5KXHLG4GSNXGPAUW6HBH2N6/events.json","paper":"https://pith.science/paper/XXG5KXHL"},"agent_actions":{"view_html":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6","download_json":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6.json","view_paper":"https://pith.science/paper/XXG5KXHL","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2409.06643&json=true","fetch_graph":"https://pith.science/api/pith-number/XXG5KXHLG4GSNXGPAUW6HBH2N6/graph.json","fetch_events":"https://pith.science/api/pith-number/XXG5KXHLG4GSNXGPAUW6HBH2N6/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6/action/timestamp_anchor","attest_storage":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6/action/storage_attestation","attest_author":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6/action/author_attestation","sign_citation":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6/action/citation_signature","submit_replication":"https://pith.science/pith/XXG5KXHLG4GSNXGPAUW6HBH2N6/action/replication_record"}},"created_at":"2026-07-05T09:05:27.567748+00:00","updated_at":"2026-07-05T09:05:27.567748+00:00"}