ManujG AI Labs · Proof of Concept / Experiment

Bengaluru Traffic-Risk Calendar

Quickly see when Bengaluru roads are likely to be easier or harder to travel, and why.

POC only. Experimental research demo, not an official traffic forecast or navigation service. The core forecast is deterministic and uses no AI/LLM calls. No Google traffic data is used.
About this experiment

This non-commercial proof of concept uses a rolling forecast window. Festival-specific Bengaluru history and documented local event hotspots are used where evidence exists; weak-evidence events deliberately stay close to the normal pattern rather than inventing precision. Weather is refreshed automatically. Unstructured news/advisory links are shown for people or external AI to inspect but do not alter the score automatically.

How to read it

Traffic levelThe 5-step scale tells you how busy the roads are expected to be for that time window. Hover or tap the information controls for more detail.
Lighter or heavier than usualThe percentage compares that date with a normal same weekday and time. Festival-specific history and long-weekend behaviour can materially change the normal pattern.
WhyEach day keeps one visible explanation. Time-specific details remain available through the information control beside each window.

Historical backbone: public TomTom Traffic Index Bengaluru patterns. Event layer: Bengaluru-specific historical reporting and Bengaluru Traffic Police observations. Weather: Open-Meteo. The site itself makes no LLM/API inference calls.

Have feedback or better Bengaluru traffic data?

This is an experiment and suggestions are welcome. Please use the contact page.

Sources used in this POC

These links are provided for transparency. The POC derives signals and summaries rather than republishing source datasets.