Trace fieldLive request topology
DRIFTRequestRetrieval drift3 collections
SCHEMAModelSchema rejectedtool_call.arguments
EVALEvaluationEval below thresholdfaithfulness 0.71 → 0.58
PROVIDERProvider degradedp99 3.9 s
OKResponseValidLow risk
Field aggregated.
Sonde
Observability for production AI
It didn’t fail.
It was wrong.
Sonde watches what your models and agents actually do in production — not whether the call returned, but whether the answer held up.
Sonde
All systems operational›
Sonde ProProduction
Observability
for what's next
for what's next
Global
49.7MResponses scored↑ +3%
99.91%Uptime (24h)↑ +0.01%
214msMedian latency↓ −12%
Drift detected
summarise_ticket · prompt v4
DRIFT
18s ago
Eval below threshold
faithfulness 0.71 → 0.58
EVAL
1m ago
likely cause retrieval drift
Schema rejected
tool_call.arguments · 412 calls
SCHEMA
2m ago
Provider degraded
p99 3.9s for 11 minutes
PROVIDER
3m ago
Drift detected
retrieval recall, 3 collections
DRIFT
4m ago
Incident resolved
europe-west1
INCIDENT
6m ago
1.2K events (24h)View all →
Response volumei24h ⌄
49.7M↑ +3%
2.7M14:00
00:0004:0008:0012:0016:0020:00
Top driversiView all →
Model behavior
ProvidersiView all →
Anthropic214 msOpenAI303 msGoogle272 msCohere193 msAzure443 msAWS308 ms
Evaluation performancei7d ⌄
0.72Answer faithfulness↑ +4%
0.82Context relevance↑ +2%
0.70Tool use accuracy↑ +6%
0.90Safety compliance↑ +1%
4.1 msAdded per call
99.96%Ingest success
90 daysTraces retained
12Providers monitored
34.5K req/minLive throughput
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