{"slug":"singapore-starter-kit-testing-llm-based-applications","id":"AIPT-POL-0242","permanent_url":"https://aipolicytracker.org/id/AIPT-POL-0242","title":"Starter Kit for Testing LLM-Based Applications for Safety and Reliability (v1.0)","short_title":"Singapore starter kit for testing LLM applications","jurisdiction":"singapore","instrument_type":"guidance","status":"guidance","is_binding":false,"ai_specific":true,"issuing_body":"Infocomm Media Development Authority (IMDA)","summary_plain":"Voluntary guidelines for testing applications built on large language models against five risks: hallucination and inaccuracy, bias in decision-making, undesirable content, data leakage and adversarial prompts. Baseline tests are available on Project Moonshot.","adopted_on":null,"in_force_on":null,"applies_from":null,"official_source_url":"https://www.imda.gov.sg/-/media/imda/files/about/emerging-tech-and-research/artificial-intelligence/starter-kit-for-testing-llm-based-applications-for-safety-and-reliability.pdf","last_verified_at":null,"reviewed_by":null,"content_version":1,"review_status":"pending_review","confidence_level":"medium","updated_at":"2026-10-15T06:46:24+00:00","url":"https://aipolicytracker.org/policies/singapore-starter-kit-testing-llm-based-applications","status_note":"Recorded on 15 October 2026 from search-engine extracts of the official pages listed; the official text could not be opened from the research environment, so every date and duty here is pending review against it.","scope_summary":"Organisations building or deploying LLM-based applications; voluntary.","who_it_applies_to":"Developers, deployers and testers of LLM-based applications.","key_dates_summary":"Draft consulted on in 2025 (closed 25 June 2025); version 1.0 published January 2026.","penalties_summary":null,"what_organizations_must_do":null,"published_on":null,"date_notes":"The exact day of publication of version 1.0 and the start of the 2025 consultation were not confirmed.","taxonomy":{"actor":["provider","deployer"],"ai_system_type":["generative_ai","conversational_agent"],"sector":["cross_sector"],"risk_category":["unclassified"],"use_case":["generative_ai"]},"sections":[],"obligations":[],"applicability_rules":[],"deadlines":[],"versions":[],"enforcement_events":[],"procurement_rules":[],"sources":[{"title":"Starter Kit for Testing LLM-Based Applications for Safety and Reliability","publisher":"Infocomm Media Development Authority","url":"https://www.imda.gov.sg/-/media/imda/files/about/emerging-tech-and-research/artificial-intelligence/starter-kit-for-testing-llm-based-applications-for-safety-and-reliability.pdf","document_date":null,"document_type":"guidance","tier":1,"tier_label":"Official primary source (government, legislature, regulator, court, standards body, intergovernmental)"}],"related_policies":["singapore-model-ai-governance-framework","singapore-starter-kit-testing-agentic-systems"],"related_frameworks":[],"faq":[],"source":{"official_source_url":"https://www.imda.gov.sg/-/media/imda/files/about/emerging-tech-and-research/artificial-intelligence/starter-kit-for-testing-llm-based-applications-for-safety-and-reliability.pdf","source_title":"Starter Kit for Testing LLM-Based Applications for Safety and Reliability","source_publisher":"Infocomm Media Development Authority","source_document_date":null,"source_reference":null,"source_tier":1,"last_checked_at":"2026-10-15","last_verified_at":null,"review_status":"pending_review","confidence_level":"medium","content_version":1,"change_summary":"Added in the October 2026 sub-national research round. Recorded on 15 October 2026 from search-engine extracts of the official pages listed; the official text could not be opened from the research environment, so every date and duty here is pending review against it.","reviewed_by":null},"second_review":null}