Practical guide
How to Apply AI to Every Row in a CSV
A practical, test-first workflow for enriching, classifying, summarizing, or transforming every row in a CSV with an AI model.
8 min read
Read guide BatchForge guides
Build batch AI workflows you can test, explain, and recover.
Practical guidance for operations, data, and content teams applying AI to CSV or JSON records. No vague automation promises, just the decisions that make a batch job dependable.
Workflow design
Batch LLM Processing: A Test-First Workflow
Learn how batch LLM processing works and why sampling, structured outputs, cost review, and selective retries should happen before a full run.
7 min read
Read guide Data preparation
CSV vs. JSON for Batch AI Processing
Choose between CSV and JSON for batch AI jobs by comparing structure, nested data, validation, editing, and export requirements.
6 min read
Read guide