vectory

LLM evaluation platform

Evaluate LLM behavior before production users find the failure.

A production LLM evaluation platform should compare model, prompt, retrieval, and tool changes against the workflows users actually run. Vectory focuses on traces, evidence, stop conditions, and release decisions.

Direct answer

An LLM evaluation platform should score final answers and the trace that produced them. The trace shows whether the system retrieved useful evidence, used tools with discipline, recovered after failures, and verified completion.

Trace capture

Collect inputs, model outputs, retrieved context, tool calls, errors, latency, and cost for each representative workflow.

Deterministic checks

Enforce required observations, source use, tool budgets, approval gates, stop conditions, and completion verification.

Reviewer workflow

Route high-judgment failures to calibrated human or LLM-as-judge review with stable rubrics.