Supply Chain
Document-vision reconciliation
Match images of shipments or inventory with manifests, invoices, and compliance documents — beyond basic object detection.
Context-aware defect detection
Detect product or packaging defects that vary by customer-specific criteria, contract, or policy — something traditional models can’t generalize to.
Multimodal inventory intelligence
Understand combined CCTV, barcode scans, and text logs to track asset movement, identify misplaced stock, or missing items.
Manufacturing
Nuanced quality control
Detect visual defects that are context-sensitive (e.g., acceptable cosmetic imperfections vs functional flaws), factoring in production specs and policies.
Process deviation detection
Identify if human workers or machines deviate from SOPs (Standard Operating Procedures) using visual and text/video logs together.
Contextual operational risk alerts
Alert when environmental, operational, and visual cues together suggest risk (e.g., tool left near sensitive machine, which traditional CV misses).
Disaster response
Multimodal situational awareness
Fuse aerial drone footage, street-level imagery, sensor data, and emergency call transcripts to produce a comprehensive, context-rich disaster map faster than siloed CV models.
Dynamic threat assessment and response routing
Interpret real-time conditions (e.g. debris blocking roads, flooding severity) and policy constraints (e.g. restricted zones, hospital capacities) to optimize evacuation and aid delivery.
Damage assessment with integrated context
Not just spotting collapsed structures or blocked roads, but understanding their importance (e.g. proximity to shelters, critical utilities) for prioritization.
Data Centers
Multimodal incident diagnosis
Combine visual feeds (thermal cameras, security footage) with logs, alerts, and sensor text data to identify root causes of hardware failures or overheating faster.
Policy-aware security monitoring
VLMs can understand nuanced access rules and detect policy violations (e.g., someone lingering too long in a sensitive area with no matching access logs), not just basic intrusion.
Equipment label and environment recognition
Identify mislabeled or wrongly installed hardware based on context and accompanying documents.
Energy Production & Delivery
Multimodal inspection of remote or dangerous sites
Combine drone imagery, maintenance logs, and environmental data for complex asset inspections (e.g. turbine blades, transformers, pipelines).
Policy-driven anomaly detection
Understand operational safety policies and detect nuanced compliance risks (e.g., rust level thresholds, improper human access to certain zones) in context.
Language-integrated fault reasoning
Generate natural language reports explaining why an issue matters and which policy or regulation it violates.
