Model HQ

Back to video tutorials
LLMWare · AI & ML Tutorials

Build a No-Code Classification Test or Use Custom Test Sets to Test Models (Root Cause Analysis)

Subscribe to the LLMWare channel

Stay updated with the latest tutorials, walkthroughs, and product news.

In Part 2 of our Models series, I’ll show you how to go beyond “download a model” and start testing models with custom test sets—all no-code and fully on-device in Model HQ. We’ll generate a quick test set (JSON), run it against different models, compare speed + quality, and then level up to a real enterprise use case of how to use your own custom test set: root-cause / classification with a 200-row dataset using one-shot prompting—all running offline once your models are downloaded. ✅ In this video: Generate a custom test set in seconds Run the same test set across different models Review first-token time + total processing time Run a 200-row classification dataset for enterprise-style analysis Compare model responses to gold answers (and refine prompts) Learn more about Model HQ: https://llmware.ai #ModelHQ #LLMWare #OnDeviceAI #PrivateAI #LocalAI #NoCodeAI #AIAgents #RAG #SmallLanguageModels #SLM #EnterpriseAI #EdgeAI