Gen AI end-to-end walkthrough
Step 1: Ingest and structure data
Step 2: Curate for grounding
Step 3: Collect human feedback
Step 4: Evaluate model behavior
Step 5: Iterate continuously
What success looks like

Gen AI end-to-end walkthrough

This walkthrough shows how teams commonly operationalize Gen AI using Encord.

Step 1: Ingest and structure data

Centralize documents, text, and multimodal assets with metadata for traceability. Docs

Step 2: Curate for grounding

Filter, cluster, and select trusted sources for retrieval and evaluation. Docs

Step 3: Collect human feedback

Design annotation workflows for correctness, preference, and alignment. Docs

Step 4: Evaluate model behavior

Compare outputs across prompts, datasets, and model versions. Docs

Step 5: Iterate continuously

Feed insights back into curation, annotation, and prompting.

What success looks like

Hallucinations are detectable
Feedback is consistent and structured
Improvements are measurable over time
Teams iterate with confidence

RAG and RLHF Workflows Enterprise AI Overview