Applied AI engineering / 2 min read
On-device or cloud AI: choosing around the workflow
A practical decision guide for teams comparing local and hosted AI: data sensitivity, connectivity, quality, device constraints and evaluation.
Untropy XR / Field notes
Practical notes on applied AI, technical decisions and spatial software. Explore a use case, assess a platform, or plan your next build.
Start here
Three practical guides to scope useful AI work.
Applied AI engineering / 2 min read
A practical decision guide for teams comparing local and hosted AI: data sensitivity, connectivity, quality, device constraints and evaluation.
AI strategy and delivery / 2 min read
Define one useful AI task, evaluate it against the current process, and leave a feasibility sprint with a clear build, revise or stop decision.
Applied AI engineering / 2 min read
How to turn inspection photos and notes into reviewable records, with source evidence, structured findings, semantic search and human approval.
Construction Infrastructure / 2 min read
Support visual comparison between intended work and observed site conditions. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Document contractor work progress and blockers from a first-person view. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Capture defects with visual context, voice notes, and automatic summaries. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Capture bridges, roads, rail, utilities, and public assets during inspections. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Capture future maintenance tasks during infrastructure inspections. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Create QA evidence while inspectors keep moving through the site. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Let engineers review live field context without sending another crew member. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Guide visitors and new workers through zones, rules, and hazards. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Turn site walks into structured progress, risk, and action reports. A practical AI glasses use case for construction and infrastructure teams.
Construction Infrastructure / 2 min read
Help teams remember utility markings, access points, and field conditions. A practical AI glasses use case for construction and infrastructure teams.
Executive Operations / 2 min read
Prepare spatial and visual evidence from site visits for leadership communication. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Record first-person customer journey observations for service design teams. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Use AI glasses to find where spatial computing and applied AI actually fit. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Turn executive walkthroughs into structured observations, questions, and follow-ups. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Document space use, equipment placement, and future planning constraints. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Capture evidence from AI glasses pilots and compare use cases systematically. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Capture what leaders see during operational reviews and convert it into actions. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Document bottlenecks, movement, wait times, and friction during process walks. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Capture visible risk signals during executive or audit walkthroughs. A practical AI glasses use case for executive and operations teams.
Executive Operations / 2 min read
Summarize vendor demos, site visits, and procurement observations. A practical AI glasses use case for executive and operations teams.
Field Service / 2 min read
Give newer technicians a guided assistant during live service tasks. A practical AI glasses use case for field service teams.
Put the idea to work
Work directly with Ravi to assess the use case, build a prototype or move an existing system forward.