AI that sees. Intelligence that acts. Impact that scales.
One model. Every surface. Every industry.
AI& is a single, sovereign AI World Model trained on 500M+ customer-validated images across metal, plastic, glass, rubber, and concrete surfaces. The platform doesn't specialise by industry — it specialises in understanding the physics of damage and defect, then applies that intelligence wherever inspection matters.
24B
Parameters
500M+
Images
6σ
Accuracy
8 Yrs
In Prod
Total inspections completed till date
One model. Three capabilities.
AI& expresses itself as three product capabilities:
Vigil by CamCom — Detection with Ontologies. Edge-deployed, real-time. Ontologies: Public Safety, Hospitality, Facilities, Automotive Aftermarket (edge).
Vernier by CamCom — Damage Assessment with Ontologies. Cloud-based, returns repair-or-replace decisions. Ontologies: Insurance, Automotive Aftermarket, Aviation.
Modulus by CamCom — Defect Assessment with Ontologies. In-line, manufacturing-precision inspection. Ontologies: OEM & Manufacturing.
Every solution page traces back to this architecture. One model underneath. Three ways it meets the world.
Physics over pixels. Four pillars that make it real.
Physics over pixels. Four pillars that make it real.
Most computer vision systems match patterns. AI& understands the physical world — how surfaces degrade, how damage propagates, how anomalies signal risk. Four tightly integrated intelligence layers make this possible.
Most computer vision systems match patterns. AI& understands the physical world — how surfaces degrade, how damage propagates, how anomalies signal risk.
Every pixel. Every surface. Every condition.
AI& ingests visual data from any source — CCTV, dashcams, smartphones, drones, satellite imagery, or fixed RIG installations. The model normalises image quality, corrects for real-world capture conditions (low light, motion blur, occlusion, adverse weather), and extracts every structurally relevant feature before a single classification is made. Powered by a custom encoder trained on 18 billion tokens. Pattern-matching models fail at this step — AI& doesn’t. AI& ingests visual data from any source — CCTV, dashcams, smartphones, drones, satellite imagery, or fixed RIG installations. The model normalises image quality, corrects for real-world capture conditions (low light, motion blur, occlusion, adverse weather), and extracts every structurally relevant feature before a single classification is made.
Not what it looks like. What it means.
AI& doesn’t label images. It reasons about them. Through seamless fusion with a Visual Language Model (VLM), the platform understands context — what caused this damage, how severe it is, what it implies for safety or cost, and what action is required. A dent on a car door is classified differently depending on its location, depth, proximity to structural panels, and relationship to prior inspection baselines. That’s reasoning. Not recognition. AI& doesn’t label images. It reasons about them. Through seamless fusion with a Visual Language Model (VLM), the platform understands context — what caused this damage, how severe it is, what it implies for safety or cost, and what action is required.
Better with every inspection. Built for the long run.
AI& improves continuously. Every enterprise deployment generates annotated, validated inspection data that feeds back into model training — reinforcing accuracy on edge cases, rare defect types, and geography-specific damage patterns. After 8 years and 500M+ validated images, the model’s data advantage compounds in ways no new entrant can replicate. The learning loop is the moat. AI& improves continuously. Every enterprise deployment generates annotated, validated inspection data that feeds back into model training — reinforcing accuracy on edge cases, rare defect types, and geography-specific damage patterns.
Structured intelligence. Delivered where it's needed.
The output of every AI& inspection is structured data — damage maps, severity scores, part-level health reports, threat alerts, compliance flags, repair-vs-replace recommendations — delivered via API into the enterprise systems that act on them. Not a description. Not a PDF report. Structured intelligence, first-time-right, wired directly into your claims platform, operations dashboard, or safety command centre. The output of every AI& inspection is structured data — damage maps, severity scores, part-level health reports, threat alerts, compliance flags, repair-vs-replace recommendations — delivered via API into the enterprise systems that act on them.
The AI World Model. Built for the hardest surfaces on earth.
The AI World Model. Built for the hardest surfaces on earth.
AI& is powered by a 24-billion parameter vision model and a custom encoder trained on 18 billion tokens. It is domain-specific, sector-agnostic, and built in India for the world — demonstrating how sovereign AI can redefine safety, quality, and resilience at national and enterprise scale.
AI& is powered by a 24-billion parameter vision model and a custom encoder trained on 18 billion tokens. It is domain-specific, sector-agnostic, and built in India for the world — demonstrating how sovereign AI can redefine safety, quality, and resilience at national and enterprise scale.
24B Parameter Vision Model
The largest domain-specific vision model for defect and damage assessment anywhere in the world. Parameter depth separates Six Sigma accuracy from ‘good enough’. The largest domain-specific vision model for defect and damage assessment anywhere in the world. Parameter depth separates Six Sigma accuracy from ‘good enough’.
500M+ Validated Images
Not scraped data. Not synthetic augmentation. 8 years of production deployments have produced the most relevant training corpus in existence for this domain. Not scraped data. Not synthetic augmentation. 8 years of production deployments have produced the most relevant training corpus in existence for this domain.
18B Token Custom Encoder
A bespoke encoder trained from scratch on inspection-domain data. Understands spatial relationships, surface topography, and damage propagation patterns. A bespoke encoder trained from scratch on inspection-domain data. Understands spatial relationships, surface topography, and damage propagation patterns.
Six Sigma-Level Accuracy
Defect detection measured against the industrial gold standard. From 50-micron manufacturing defects to 96%+ accuracy in vehicle/property damage. Defect detection measured against the industrial gold standard. From 50-micron manufacturing defects to 96%+ accuracy in vehicle/property damage.
Sector-Agnostic by Design
Architected to understand surfaces and damage. A single model handles public safety, property, and vehicle assessment from the same pipeline. Architected to understand surfaces and damage. A single model handles public safety, property, and vehicle assessment from the same pipeline.
Physics over pixels.
Conventional vision AI is trained to recognise what damage looks like in its training data. AI& is trained to understand how damage happens — the physics of material failure, surface degradation, and structural stress.
Conventional vision AI is trained to recognise what damage looks like in its training data. AI& is trained to understand how damage happens — the physics of material failure, surface degradation, and structural stress.
This is what proof looks like.
8 years. 30+ countries. Deployments at national and enterprise scale.
The inspection starts at capture. Most platforms assume it ends there.
TriNetra™ is CamCom's AI-powered image capture tool — deployed on any smartphone. It turns a customer's own device into a guided inspection instrument, ensuring every image is complete, correctly angled, and technically sufficient for AI analysis before it ever reaches the model. No rejections. No back-and-forth. No surveyor dispatch.
- Real-time guided captureVisual feedback flags incorrect framing, lighting, blur, and missing angles in real time.
- Multi-angle structured capturePrompts users through every required angle automatically.
- Close-up damage captureGuides macro-photography for part-level assessment.
- VIN and odometer verificationOCR cross-references and confirms identity instantly.
- Geo-tagging and timestampEliminates retrospective photo submissions and fraud.
Distributed facility intelligence. For every space that can't have a full-time observer.
Mizhi connects to your existing CCTV and sensor networks, converting passive surveillance into proactive, automated intelligence: hazard detection, compliance monitoring, operational anomaly alerts, and incident routing.
When cameras aren't enough, we build the rig.
For manufacturing environments where ambient imaging can't deliver the precision required, CamCom builds bespoke Retrofit Inspection Gantries (R.I.G.) — patented physical inspection infrastructure that integrates directly with AI&.
- Retrofit by designNo operational disruption or line stoppage.
- DeflectometryCaptures surface waviness at 50-micron resolution.
- Under 20-sec cycleProduction line speed maintained perfectly.
- Digital part passportDirect integration with MES and upstream alerting.
One platform. From first image to final decision.
CamCom is not a collection of AI tools. It is an end-to-end visual intelligence platform — from the moment an image is captured to the moment a structured decision is delivered into your enterprise systems. Every layer connects. Every component reinforces the others.
CamCom is not a collection of AI tools. It is an end-to-end visual intelligence platform — from the moment an image is captured to the moment a structured decision is delivered.
Image Capture
Via TriNetra™ (guided smartphone capture), existing CCTV infrastructure, dashcams, drones, satellite imagery, or bespoke R.I.G. installations.
Every input channel normalised and validated before AI analysis begins.
AI& Analysis
The 24-billion parameter AI World Model runs the full Perceive → Reason → Learn → Act pipeline. Every surface analysed.
Every anomaly classified. Every finding scored with a confidence level and mapped to a structured output schema.
Intelligence Layer
Structured damage maps, severity scores, Delta Reports, compliance flags, threat alerts, and part-level health assessments assembled by the intelligence layer
Context-aware, client-configurable, and ready for automated rules-engine processing.
Enterprise Delivery
Structured API output delivered directly into your existing systems — Guidewire, Salesforce, claims platforms, safety command centres, operations dashboards, or any custom stack.
One integration. End-to-end intelligence. No disruption to existing workflows.
Image Capture
Via TriNetra™ (guided smartphone capture), existing CCTV infrastructure, dashcams, drones, satellite imagery, or bespoke R.I.G. installations.
AI& Analysis
The 24-billion parameter AI World Model runs the full Perceive
Act pipeline. Every surface analysed. Every anomaly classified. Every finding scored with a confidence level and mapped to a structured output schema.
Intelligence Layer
Structured damage maps, severity scores, Delta Reports, compliance flags, threat alerts, and part-level health assessments assembled by the intelligence layer
Context-aware, client-configurable, and ready for automated rules-engine processing.
Enterprise Delivery
Structured API output delivered directly into your existing systems
Guidewire, Salesforce, claims platforms, safety command centres, operations dashboards, or any custom stack. One integration.
Not a report. Not a description. A decision.
Not a report. Not a description. A decision.
Every AI& inspection produces structured data output — not a paragraph for a human to read and re-interpret. Damage maps, severity scores, part-level assessments, compliance flags, and recommendations delivered as API responses, ready to feed rules engines, workflows, and enterprise systems without human translation.
Every AI& inspection produces structured data output — not a paragraph for a human to read and re-interpret.
Damage Maps & Severity Scores
Delta Reports
Part-Level Health Reports
Condition score per component — objective, consistent, and comparable across time and geography. Condition score per component — objective, consistent, and comparable across time and geography.
Threat & Compliance Alerts
API-First Delivery
Three structural advantages. Built over 8 years.Three structural advantages. Built over 8 years.
Three structural advantages. Built over 8 years.Three structural advantages. Built over 8 years.
A competitor can build an API in months. They cannot replicate what CamCom has accumulated in production across 25+ countries.
A competitor can build an API in months. They cannot replicate what CamCom has accumulated in production across 25+ countries.
The world's deepest inspection training corpus
Every model is only as good as the data it was trained on. AI& was built on 500M+ images annotated by real enterprise clients across real production deployments. Not scraped. Not synthetic. Validated.
500M+ customer-validated training images
8 years in production
30+ countries · Domain-specific annotation at enterprise scale
500M+ customer-validated training images
8 years in production
30+ countries · Domain-specific annotation at enterprise scale
Physical intelligence that holds in the real world
Most vision AI is trained on clean images in controlled conditions. AI& was trained on the worst conditions data comes in: low light, motion blur, reflectance artifacts. The model understands the physics of what it sees.
24B parameter AI World Model
Six Sigma-level accuracy · 50-micron defect resolution
Maintains accuracy in low light, motion blur, and adverse weather
24B parameter AI World Model
Six Sigma-level accuracy · 50-micron defect resolution
Maintains accuracy in low light, motion blur, and adverse weather
Full-stack deployment
CamCom doesn't sell a model. We orchestrate the full visual intelligence workflow: AI-guided capture (TriNetra™), multi-channel image ingestion (CCTV, drones, R.I.G.), AI World Model analysis (AI&), and structured API output to enterprise systems.
End-to-end from capture to API output
TriNetra™ + R.I.G. + AI& in a single platform
Integrates with insurance, manufacturing, safety, and hospitality enterprise stacks
End-to-end from capture to API output
TriNetra™ + R.I.G. + AI& in a single platform
Integrates with insurance, manufacturing, safety, and hospitality enterprise stacks
Frequently Asked Questions
What is AI& and how is it different from regular computer vision?
Do I need to replace my existing cameras to use CamCom?
How does TriNetra™ ensure image quality if a customer is capturing their own inspection?
What is a Delta Report and how does it prevent insurance fraud?
What is Deflectometry and when do you use it?
Can the platform work in poor lighting, adverse weather, or with low-quality images?
How does the platform integrate with my existing systems?
How long does an AI& inspection take?
See what AI& sees - on your use case.
A 30-minute demo shows you the AI World Model working on your asset class, your camera infrastructure, your operational environment. Not a generic deck. Real output from your reality.