Apkallu

AI infrastructure for complex real-world systems.

A single-sensor simulator for reviewing hidden road risk before live field testing.

Product Demo

See how the simulator reviews hidden road risk before a field test.

Primary simulator

IntelliWay Single-Sensor Simulator

A single-sensor scenario shows how IntelliWay estimates road risk and tests beyond-line-of-sight interactions before live use.

Review One Intersection First

Start with one high-risk intersection. Use the simulator to see hidden risk before testing anything live.

Pick a Site

Choose one intersection where a single camera or operator cannot see risk soon enough.

Connect Sensing

Connect existing or temporary sensing around that site.

Review Warnings

Compare possible warnings before any live use.

Measure Decision Fit

Review latency, usefulness, false positives, and operator response.

Real-World Systems Are Hard to Predict

Roads already produce signals. The hard part is seeing hidden risk early enough to decide what to test.

Fragmented Sensing

Cameras and sensors see fragments, but safety teams may not see hidden risk early enough.

Dynamic Agents

A single hidden vehicle or pedestrian can change the whole intersection story in seconds.

Reactive Infrastructure

Many systems document what happened. Apkallu is designed to simulate conflict risk before field action.

Sense, Simulate, Review, Learn

Apkallu turns each pilot site into a repeatable loop: sense risk, simulate conflict, review possible warnings, and improve the next test.

Sense See the actors and paths a single camera or operator may not see yet.
Simulate Test risky interactions in simulation before any controlled field test.
Review Show the warning at the useful moment, then measure whether it helped.

Our Vision

AI infrastructure for complex real-world systems.

Starting with Traffic Safety

Apkallu starts with traffic safety, then extends the same evidence loop to broader physical-world systems.

Meet the Team

Yin Yan Tseng

Yin Yan Tseng

Founder

Builds Apkallu's product direction, AI model strategy, and traffic-safety simulator workflow.

Rahul Erattu Balaraman

Rahul Erattu Balaraman

Co-Founder / CSO

Brings geospatial, satellite-data, and engineering experience to simulation and sensing work.

Macho Arthur

Macho Arthur

CCOO

Supports operations and business development for AI-powered infrastructure pilots.