{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:ionworks-q132396336-answer-9f6ff09668dc77dd6a5f","key":"buyer_question:ionworks-q132396336-answer-9f6ff09668dc77dd6a5f","kind":"buyer_question","slug":"ionworks-q132396336-answer-9f6ff09668dc77dd6a5f","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/ionworks-q132396336-answer-9f6ff09668dc77dd6a5f","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/ionworks-q132396336-answer-9f6ff09668dc77dd6a5f.json","datePublished":"2026-10-23","dateModified":"2026-10-23","materialFingerprint":"fnv1a64:1733a541d8c34ce6","membershipFingerprint":"fnv1a64:22160dbd7202dcfd","relatedEntitySlugs":["ionworks-q132396336"],"relatedSurfaceKeys":["buyer_question:ionworks-q132396336-answer-02c249998be9ee1ea841","buyer_question:ionworks-q132396336-answer-03a39b006b898d41cb4f","buyer_question:ionworks-q132396336-answer-13fd301b76eb45d9c8e2","buyer_question:ionworks-q132396336-answer-2d3df845145005d25f36","buyer_question:ionworks-q132396336-answer-3c767393177a4e767aa7","buyer_question:ionworks-q132396336-answer-6479806cca150674dc52","buyer_question:ionworks-q132396336-answer-6b8a2adcbad2dfbb2e73","buyer_question:ionworks-q132396336-answer-895730a2c478f6981169","buyer_question:ionworks-q132396336-answer-9249b58ca0aea102cda5","buyer_question:ionworks-q132396336-answer-9caba7f98017274a9815","buyer_question:ionworks-q132396336-answer-9f091f94319e8bd96711","buyer_question:ionworks-q132396336-answer-a15db5a31c4efb394968","buyer_question:ionworks-q132396336-answer-cef56bda6bb45f526628","buyer_question:ionworks-q132396336-answer-d26a4a01db12862f0174","buyer_question:ionworks-q132396336-answer-da2ef69c52690a00bfba","buyer_question:ionworks-q132396336-answer-db2a81ce8008468d79a4","buyer_question:ionworks-q132396336-answer-dc1e225f123a163d0513","buyer_question:ionworks-q132396336-answer-df803743f2d65ec83088","buyer_question:ionworks-q132396336-answer-e6aa19994c877585bd6b","buyer_question:ionworks-q132396336-answer-e982c2d69ff43a8f549d","buyer_question:ionworks-q132396336-answer-ea973dea3d591c7effd5","buyer_question:ionworks-q132396336-answer-f63c0475670ee4531ef7","buyer_question:ionworks-q132396336-answer-ffdc530868822832fadf","evidence:ionworks-q132396336"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"ionworks-q132396336-content-9a09d5813440ec90-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q132396336","sourceRevisionId":"Q132396336:content:f306c6d21cdf44da","sourceContentHash":"fnv1a64:8910797721d4de27","recordRevisionId":"Q132396336:content:f306c6d21cdf44da","recordContentHash":"fnv1a64:1cef76932e6bdde5","sourceCanonicalUrl":"https://www.ionworks.com/","sourceModifiedAt":"2026-10-23T11:34:09.942Z","observedOn":"2026-10-23","permission":{"basis":"public_information","evidenceUrl":"https://www.ionworks.com/"},"attributionUrl":"https://www.ionworks.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Do I need a modeling team to use Ionworks?","summary":"Cited source answers across 1 active corpus record.","question":"Do I need a modeling team to use Ionworks?","answers":[{"entitySlug":"ionworks-q132396336","entityName":"Ionworks","answer":"“No. Ionworks Studio gives test engineers, lab managers, and analysts a browser interface for planning tests, reviewing live cycler data, and running simulations without writing code. Teams with dedicated modelers still get full programmatic access through the Python SDK and REST API. Both work against the same data and the same parameterized models.”","sourceUrls":["https://ionworks.com/"]}]}