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INDUSTRY 07 / Public infrastructure & environment

Intelligence where
it makes a difference.

Bring cameras, geographic context, field communication, and private knowledge together across distributed and sensitive environments.

THE EXPERIENCE WE BRING

Rajasthan forest monitoring and the North Bengal camera-trap micro-pilot demonstrate different ends of the same challenge: turning a visual event into usable field context.

Related engineering experience
Production precedent

A forest event that reaches the field team.

THE SITUATION

A distributed camera estate needs to connect visual events with location and a practical communication path.

THE APPROACH

Analyze streams, place events in a GIS view, and route relevant messages through GSM, digital radio handsets, and mobile applications.

  1. 01Camera estate
  2. 02Event detection
  3. 03GIS context
  4. 04Field communication

OUTCOME & CONTEXT

The documented Rajasthan deployment, developed for RISL, covers roughly 400 camera streams across five forest zones and is described as operating since 2019.

WHAT TO MEASURE

Event coverage, message delivery, operator acknowledgement.

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Documented micro-pilot

An observation from beyond cellular coverage.

THE SITUATION

Remote monitoring locations may have no dependable cellular connection or grid power.

THE APPROACH

Pair solar-powered Pi-class camera traps with a small custom detector and LoRa communication for detection statistics. Preserve local evidence according to the storage and power budget.

  1. 01Solar camera trap
  2. 02Local detection
  3. 03LoRa message
  4. 04Control-centre view

OUTCOME & CONTEXT

The supplied North Bengal work describes five trap cameras in a micro-pilot. It demonstrates a design approach to test, not unlimited range or uptime.

WHAT TO MEASURE

Detection precision, power availability, radio delivery.

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Illustrative application

Operational knowledge within the organization’s boundary.

THE SITUATION

Procedures, historical reports, and incident guidance are fragmented across internal document stores.

THE APPROACH

Deploy a private language model with permission-aware retrieval, source citations, and auditable access. Keep it focused on answering questions and drafting records for human review.

  1. 01Authenticated question
  2. 02Permitted documents
  3. 03Cited draft
  4. 04Authorized reviewer

OUTCOME & CONTEXT

A practical way to make internal knowledge usable while retaining control of the infrastructure and data path.

WHAT TO MEASURE

Permission enforcement, answer grounding, audit coverage.

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YOUR NEXT MOVE

What would this
look like in your business?

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