Trace
Inspect agent trees, tool calls, cost, and latency on a single span. Replay a miss without reconstructing the prompt by hand.
Product
Quality as a shared instrument.
Scorith is for companies that already have five AI initiatives and zero shared evals. One hall of scores. One merge rule. One red-team calendar.
Dataset
Auto-curate failures from production. Label once. Reuse in every PR so the suite grows with the street.
Grade
Metric families you version in git. Merge only when the suite holds. The comment on the PR is the record.
Red team
Adversarial chats and PDF-ready risk notes for regulated desks. A calendar, a pack, a named owner.
AI on the hall
Grade agents. Do not become one.
Named AI surfaces from the product notes.
Traces
Live misses become gold
Every LLM and tool call is a span you can label and replay into the next suite.
CI graders
Delta vs main on the PR
The same suite runs in CI and on a nightly sample. Failures become tickets with the span attached.
Models
Claude, GPT-4o, Gemini, Llama, Mistral
Access via Bedrock, Anthropic, OpenAI Direct, Hugging Face. Frameworks under test: LangChain, LangGraph, homebrew.
Teams
Who it is for
Product
Add gold rows from the studio. See which persona or policy still fails after a prompt change.
QA
The same suite runs in CI and on a nightly sample. Failures become tickets with the span attached.
Compliance
SSO, audit logs, and a red-team packet Ujjwal Kumar Singh can walk a reviewer through. He signs the DPA.