{"ai_json_enabled":true,"answer":"In practice, we begin with discovery to understand the current platform: what parts work well, what\u2019s constraining, and where data, integrations or user flows are fragile. This helps map dependencies and risks early. We then evaluate options: incremental enhancements, targeted refactors, or a full rebuild. Each option is weighed against criteria like business urgency, risk to operations, security/compliance, maintainability, and total cost of ownership. We also consider governance, hosting and performance requirements, and how changes will affect accessibility and user experience. Finally we draft a staged delivery roadmap with clear milestones, tests (security, performance, accessibility), and a plan for data migration and cutover. The path chosen aims to minimize disruption, protect critical services, and deliver measurable benefits, while aligning with the client's environment and constraints.","answer_source":"approved_parent_and_related_qas","category":"Secure & Scalable Digital Platforms","category_slug":"secure-scalable-digital-platforms","created_at":"2026-10-04T19:04:33+00:00","daily_publish_cap":2,"date_published":"2026-10-04","display_date":"2026-10-04","drip_batch":"daily_conversation_breadcrumb","drip_status":"published_topup","id":"conv-daily-20261004-eeada71c","image_ids":["annex_generated_021"],"image_url":"","last_updated":"2026-10-04T19:04:57+00:00","local_cache_status":"pending_airtable_sync","publish_status":"published","published":true,"published_at":"2026-10-04T19:04:33+00:00","question":"What criteria help you decide between incremental changes and a full rebuild?","question_intent":"conversational_followup","rss_enabled":true,"rss_pub_date":"Sun, 04 Oct 2026 19:04:33 GMT","scheduled_for":"2026-10-04T19:04:33+00:00","schema_enabled":true,"site_key":"annexaidt","slug":"what-criteria-help-you-decide-between-incremental-changes-and-a-full-rebuild","source":"daily_qa_drip_conversational_followup","source_queue_id":"","source_record_ids":[],"source_type":"daily_qa_drip_conversational_followup","source_urls":[],"status":"active","tags":["conversation follow-up","daily drip"],"updated_at":"2026-10-04T19:04:57+00:00"}