⬡ Observe · Diagnose · Evaluate · Fix
Make every agent failure its last.
Neens turns your agent’s traces into answers: see every run, find why it failed, score it with automated judges, and close the loop with fixes that can’t regress.
Observe → Diagnose → Evaluate → Fix
👁️
Observe
Inspect every trace and session — spans, tool calls, inputs, outputs, latency, and cost.
🩺Diagnose
Recurring failures are clustered into failure modes and tracked as Issues you can manage.
⚖️Evaluate
Score traces with automated judges, curate golden datasets, and align judges to human labels.
🔧Fix
Turn failures into typed remediations, simulate a fix before shipping, and gate releases on your own evals.
Start here
Go deeper
🧪
Pre-prod evaluations
Replay a golden dataset against a candidate agent version and catch regressions before they ship.
📊Dashboards & insights
Slice quality, cost, and volume with the metrics catalogue, and let detectors surface anomalies.
🏢Administration
Orgs, agents, members and roles, API keys, LLM connections, and the audit log.