Langotime
analyzes the time-series
behind your Grafana panels and explains
causes, contributors, and recommended actions - directly inside Grafana.
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Why it’s different
Built on a Time Series World Model (TSWM)
Langotime is not a generic LLM.
It runs on our proprietary Time Series World Model,designed to understand:
This is AI for metrics, not text
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How it works
01. Install the Chrome plugin
02. Open Grafana
03. Ask questions on any dashboard
04. Get root causes, not charts
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What Engineers
use it for
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Free & Safe by Design
Free to use
We don’t store your data
Read-only analysis
Runs on your existing dashboards
No agents, no backend access
Your data stays where it is - in Grafana
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Who it’s for
Live in Grafana
Debug time-series systems
Correlate metrics manually
Langotime is for you
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Langotime is built for engineers
debugging complex, time-dependent
systems. Here’s how it’s used in
practice.
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01. Root Cause Analysis (RCA)
The problem: A KPI degrades. Dashboards light up. You’re left manually correlating metrics, alarms, and timelines. What Langotime does: - Identifies which components are true outliers. - Correlates KPI changes with alarms, events, or configuration changes. - Separates root cause from downstream symptoms. Result: ✔ Faster MTTR ✔ Clear ownership of the fix ✔ Fewer war rooms
02. Network-Wide Anomaly Discovery
The problem: A global metric spikes - but only a few entities are responsible. Aggregates hide the real cause. What Langotime does: - Pinpoints the exact nodes, cells, or services driving the anomaly. - Explains why they matter mathematically. - Confirms or disproves engineering hypotheses. symptoms. Result: ✔ No needle-in-a-haystack searches ✔ Confidence in decisions ✔ Less guesswork
03. Silent Failures & Hidden Inefficiencies
The problem: Everything looks “green”, but performance is clearly sub-optimal. What Langotime does: - Detects abnormal behavior hidden inside aggregates. - Finds configuration gaps or underutilized capacity. - Explains why expected behavior didn’t happen. Result: ✔ Unlocks unused performance ✔ Improves efficiency without new hardware ✔ Surfaces issues dashboards miss
04. Impact & Propagation Analysis
The problem: One component degrades - others follow. It’s unclear whether this is cause or coincidence. What Langotime does: - Traces how behavior propagates across the system. - Distinguishes shared failures from load shifts. - Quantifies downstream impact over time. Result: ✔ Prevents cascade failures ✔ Enables proactive mitigation ✔ System-level understanding
05. Planning & Optimization
The problem: Planning decisions rely on static assumptions or partial data. What Langotime does: - Analyzes historical time-series behavior. - Identifies real demand and usage patterns. - Recommends optimal configurations or placements. Result: ✔ Better planning decisions ✔ Faster ROI on capacity ✔ Fewer rework cycles
Langotime is a free Chrome plugin for Grafana AI reasoning on time-series data - so engineers can move from dashboards to root cause in minutes.
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