[{"data":1,"prerenderedAt":64},["ShallowReactive",2],{"project-en-crmaize":3},{"id":4,"title":5,"body":6,"category":44,"description":38,"extension":45,"featured":46,"maturity":47,"meta":48,"navigation":49,"order":50,"path":51,"period":52,"repositoryUrl":53,"seo":54,"slug":55,"status":56,"stem":55,"summary":57,"technologies":58,"__hash__":63},"projects_en\u002Fcrmaize.md","CRMAIze",{"type":7,"value":8,"toc":37},"minimark",[9,14,18,22,30,34],[10,11,13],"h2",{"id":12},"problem","Problem",[15,16,17],"p",{},"CRMAIze explores customer-retention workflows for e-commerce teams: grouping customer records and using those groups in campaign-management screens.",[10,19,21],{"id":20},"implementation-and-decisions","Implementation and decisions",[15,23,24,25,29],{},"The application is organized around PHP controllers, repositories, and services, with Twig-rendered pages. Its ",[26,27,28],"code",{},"AIService"," groups customers using explicit purchase and recency thresholds, and the campaign controller requires authentication before rendering campaign workflows. This makes the current segmentation logic understandable and rule-based rather than dependent on an opaque model.",[10,31,33],{"id":32},"status-and-limitations","Status and limitations",[15,35,36],{},"The inspected segmentation service uses fixed business rules; I do not claim trained machine learning or validated churn predictions. When checked, the configured public deployment returned a database connection error, so I am not linking it as a working demo. The source revision is available for review.",{"title":38,"searchDepth":39,"depth":39,"links":40},"",2,[41,42,43],{"id":12,"depth":39,"text":13},{"id":20,"depth":39,"text":21},{"id":32,"depth":39,"text":33},"selected project","md",false,"5",{},true,"6","\u002Fcrmaize","2025-2026","https:\u002F\u002Fgithub.com\u002FKarolGitHub\u002FCRMAIze\u002Ftree\u002F075efd63faaf736c582a014864ddf609f048a528",{"title":5,"description":38},"crmaize","live","A PHP\u002FTwig customer-retention application with customer segmentation and campaign-management workflows.",[59,60,61,62],"PHP","Twig","PostgreSQL","JavaScript","T9lBznRar3CyH2VtGAjh7gSPGcz7Fo7yznkT1iGlsxM",1792326467468]