Guides

Practical guides for using Stickler effectively, from choosing comparators to running evaluations at scale.

Comparators

Choose the right comparison algorithm for each field type: exact matching, numeric tolerance, fuzzy text, semantic similarity, and more.

Customize evaluation behavior with thresholds, clipping, aggregation, and the evaluator engine.

Real-world patterns for document extraction, OCR evaluation, ML model output comparison, and ETL validation.

Tips, tricks, and optimization strategies for getting the most out of Stickler in production.