Benchmark Explorer
Compare cost vs. performance across different approaches.
Manual Review
Internal expert review. High marginal cost, low fixed cost.
Human Delegated
Outsourced human review (BPO). Lower marginal cost, low fixed cost.
Pretrained Model
Using off-the-shelf LLMs. Moderate marginal cost, very low fixed cost.
Rules Engine
Static if/then logic. Low marginal cost, high fixed cost.
Custom Trained
Fine-tuned models. Low marginal cost, very high fixed cost.
High Marginal CostHigh Fixed Cost
Costs scale linearly with volume (e.g. human time)Upfront investment, low incremental cost (e.g. software dev)
Select Benchmark Task
Simple identification of specific words or phrases. Trivial for both AI and Humans.
Cost Evolution by Scale
How costs scale from prototyping to production.Manual (High Variable) vs. Rules/Custom (High Fixed) vs. AI (Low Fixed/Variable)
Error Rate by Scale
Consistency and quality retention as volume increases.Comparing error rates across different methodologies.
Efficiency vs. Scale
Finding the optimal processing method as data volume grows exponentially.