Computer Vision Company in Chennai
Iedeo builds production computer vision systems for manufacturing, retail, healthcare and security. From defect detection on the assembly line to intelligent OCR — we deliver vision AI that runs at the edge or in the cloud.
Manual inspection cannot keep up
Human inspectors are slow, inconsistent, and expensive. Off-the-shelf CV libraries are demos — they break the moment you put them on a real factory floor.
Manual QC bottleneck
Human inspectors miss 5-15% of defects, especially on high-speed lines. Throughput is capped by attention span.
Inconsistent quality
Two inspectors on the same defect often disagree. CV gives you one objective standard, all the time.
Off-the-shelf CV fails
Pre-trained models trained on ImageNet don't work for your specific parts, lighting, or angles.
Data labeling cost
Building training data for CV is expensive and slow — most projects stall here.
Edge deployment is hard
Running CV on factory hardware (Jetson, industrial PCs) needs deep optimisation expertise.
No feedback loop
Without retraining infra, your CV model drifts as products, lighting, and cameras change.
What Iedeo computer vision delivers
Defect detection
Surface defects, dimensional anomalies, missing components, assembly errors — detected in milliseconds on the line.
- Custom-trained on your parts
- Edge or cloud inference
- Auto-trigger reject mechanisms
OCR & document AI
Extract structured data from invoices, KYC docs, prescriptions, ID cards, handwritten forms.
- Multilingual (incl. Tamil, Hindi)
- Layout-aware parsing
- JSON output to any system
Video analytics
People counting, queue management, footfall, intrusion detection, dwell-time analysis.
- Multi-camera support
- Real-time alerting
- Privacy-preserving faces-blur
Retail vision
Shelf monitoring, planogram compliance, out-of-stock detection, customer flow heatmaps.
- Phone-based audits
- Store-level dashboards
- CPG analytics export
License plate & vehicle ID
ANPR for parking, tolling, fleet, and security applications — accuracy tuned for Indian plates.
- Multi-region support
- Number-plate variants
- Integration with PMS/FMS
Medical imaging
Pre-screening models for radiology, dermatology, pathology — built as decision-support, not diagnosis replacement.
- DICOM-aware pipelines
- Clinically-validated workflows
- HIPAA/DPDP architecture
Our CV delivery process
Feasibility & data audit
We visit the site (or review video samples), assess camera placement, lighting, and labelling cost. We tell you what is realistic — not what sells the project.
Data collection & labeling
Capture 1,000-10,000 labeled samples covering normal variation and edge cases. We partner with vetted labeling teams for high-quality annotation.
Model selection & training
YOLO, Detectron2, EfficientDet, SAM, custom transformer — we pick the right architecture and train iteratively until production accuracy is hit.
Edge optimisation
Quantise and prune the model for Jetson, Coral, OpenVINO, or your industrial PC. Hit <50ms inference on commodity edge hardware.
Pilot & MLOps setup
Deploy on 1-2 lines, measure precision/recall, set up retraining pipelines, drift detection, and dashboard reporting before full rollout.
Industries We Serve
Manufacturing
Defect detection, assembly verification, packaging quality, OEE tracking.
Retail
Shelf compliance, queue analytics, footfall, planogram audit.
Healthcare
Radiology pre-screening, pathology assistance, surgical workflow analytics.
Government / Smart City
Traffic analytics, ANPR, surveillance, crowd management.
Agriculture
Crop disease detection, yield estimation, drone-based field analytics.
Logistics & ports
Container tracking, damage assessment, ANPR at gates.
Construction
PPE compliance, safety violations, progress tracking from drone footage.
BFSI
KYC document OCR, signature verification, branch foot-traffic analytics.
Why teams pick Iedeo for vision projects
We ship to the factory floor
Not just notebooks. We have models running on Jetson Nano, Xavier, Coral and bare-metal Linux in Indian factories.
On-prem and air-gapped capable
For regulated and security-sensitive workloads, we deploy fully on-prem with no external dependencies.
Honest feasibility upfront
If your problem cannot hit production accuracy in 90 days, we tell you before we take the project.
MLOps included
Every CV project ships with retraining pipelines, drift monitoring, and a path to continuous improvement.
IP ownership
You get the trained weights, data, code, and full retraining capability — no hidden lock-in.
Multi-camera, multi-site experience
We have built CV systems running across 30+ locations with central orchestration.
Frequently Asked Questions
Common questions about our services and technology.
How long does a typical computer vision project take?
A focused POC takes 4-6 weeks. Full production deployment with MLOps typically lands in 10-14 weeks. The biggest variable is data collection time, not model training.
What accuracy can we realistically expect?
For well-scoped defect detection or document OCR, we routinely hit 95-99% accuracy in production. Achievable accuracy depends on data quality, camera placement and edge-case coverage — we share honest projections during feasibility.
Do you handle data labeling?
Yes. We partner with vetted Indian labeling teams and can also build label-in-the-loop interfaces so your team can label efficiently. We never ship a CV project without a labeled dataset.
Can the model run at the edge or does it need cloud?
We deploy on Jetson, Coral, OpenVINO, industrial PCs, and standard servers. For low-latency, privacy, or no-internet scenarios, edge is preferred. For aggregation, dashboarding, or retraining, cloud is added on top.
What does computer vision development cost in India?
POC: ₹6-12L. Full production CV system: ₹15-50L depending on complexity, number of cameras, and integrations. We offer fixed-scope quotes after the feasibility phase.
How do you handle model drift after deployment?
Every Iedeo CV project ships with drift monitoring (data + concept), automatic retraining triggers, and a human review queue for edge cases. You retain a path to continuous improvement.
Do you work with international clients from Chennai?
Yes. We deliver CV projects to clients in the US, UK, UAE and Singapore — typically at 60-70% lower cost than Western firms with the same engineering rigour.
See if computer vision fits your problem
Book a 45-minute feasibility call. We will look at your use case, camera setup, sample images, and tell you honestly whether CV will hit production accuracy.