AHANSH CURRENT R&D
RailSentryAI
AI-focused edge/cloud direction for railway rolling-stock defect detection.
Camera → AI → Report
Problem
Why railway inspection needs better structure
Freight and passenger rolling-stock inspection is still often manual, slow and hard to turn into structured defect data.
How it works
AI pipeline for rolling-stock inspection
Illustrative development direction — not a finished commercial product flow.
Inspection interface
Simulated RailSentryAI dashboard
Interactive demonstration for explaining the product direction.
RAILSENTRYAI
Simulated inspection interface · R&D visualization
Detection
Scanning frame
Result
In progress
Coach type
LHB
Component
Bogie
Detected regions
- Wheel rim regionAnalyzing
- Bogie frame zoneQueued
- Brake gear areaQueued
This UI is a simulation for product storytelling. No accuracy percentage, live railway feed, or commercial deployment is claimed.
Components
Rolling-stock focus areas
Focus
Coach
Focus
Bogie
Focus
Wheel
Focus
Brake
Focus
Underframe
Focus
Equipment
Architecture
Edge + cloud development direction
Capability direction
- Computer vision and AI inference for rolling-stock defect detection
- Edge deployment and cloud application architecture as a development direction
- Freight and passenger application focus
- Status will be identified as R&D, prototype, pilot or production as development progresses
Intended users
- Railway operators
- Workshops and depots
- Rolling-stock inspection teams
Camera / sensor → Edge AI → API → Database → Dashboard → Inspection report
Current status
AHANSH current R&D
This is current AHANSH R&D, not a completed commercial deployment. We will not describe it as production until that status is true.
Do not interpret this page as evidence of railway deployments, accuracy claims, certifications, or government approvals.
Future direction
How the work can mature
- 01
Refine edge and cloud inference paths as R&D progresses
- 02
Strengthen operator review and reporting workflows
- 03
Validate concepts with controlled pilots before any production claim
- 04
Keep status honest: R&D → prototype → pilot → production only when true
Next step