Real-time performance & usage tracking

Real-Time Telemetry for Real-Time Agents

Monitor, analyze, and optimize your AI workflows in real-time—no guesswork, just results.

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Requests over time (Success Vs Failure)
Requests over time (Success Vs Failure)
1k
800
600
400
200
00
Jun 21
Jun 22
Jun 23
Jun 24
Jun 25
Jun 26
Jun 27
Time
Success
Failure
Request Count
Cost Over Time
Cost Over Time
1k
400
200
00
Time
Input cost
Output cost
total cost
Cost (USD)
Model Leaderboard
Model
Requests
Total Tokens
Avg Latency
Total Cost
Success rate
gr-test
1
0
0 ms
$0.0001
0.00%
Claude
36
0
0 ms
$0.0001
0.00%
groq - 1
155
65935
174 ms
$0.0001
0.00%
groq - 2
123
60734
256 ms
$0.0001
0.00%
g-gen-ai
30
1395
412 ms
$0.0002
0.00%
google-generative-ai
300
99002
474 ms
$0.0095
0.00%
google-gen-ai
450
148481
490 ms
$0.0143
0.00%
Open-ai
31
1963
597 ms
$0.0016
0.00%
amz-bedrock
123
44994
704 ms
$0.0000
0.00%
groq -  3
477
247170
1494 ms
$0.0136
0.00%
Tokens Over time
Tokens Over time
1k
600
400
200
00
Jun 21
Jun 22
Jun 23
Jun 24
Jun 25
Jun 26
Jun 27
Time
Input Tokens
Output Tokens
Token Count
Precision Performance Insights

Engineering-Grade Telemetry, Natively Integrated

Native Agent Telemetry with Fine-Grained Tracing

FloTorch automatically instruments every agent and tool execution with detailed telemetry—track inputs, outputs, latencies, retries, and errors at each step of your workflow.

Live Debug Panels with Step-Level Replay

Reproduce failures instantly with FloTorch’s visual replay of live sessions—drill into each tool call, API response, and intermediate state without re-running agents.

Integrated with FloTorch’s Control Plane

Performance insights are fully integrated with FloTorch's orchestration engine—link performance regressions to recent deployment changes or config diffs instantly.

Real-Time Token, Cost, and Latency Metrics by Agent & Chain

Understand exactly how each agent and chain performs: token consumption, cost per run, latency breakdowns, and throughput—all streamed in real time via FloTorch’s observability layer.

Workflow-Specific Performance Dashboards

FloTorch auto-generates dashboards per workflow or environment, exposing health, usage trends, and error rates across production, staging, or test deployments

Extensible with OpenTelemetry Export

Export telemetry data to your own Grafana or Prometheus setup, or feed into custom monitoring pipelines via FloTorch’s native OpenTelemetry support.