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Computer Vision Development Services to Automate Visual Tasks

Build production computer vision systems for visual inspection, OCR, object detection, and video analytics. Integrate them into your apps and workflows to improve production efficiency.

What You Get

  • Custom Computer Vision Models built around your business needs and visual data
  • Edge or cloud deployment with drift monitoring after go-live
  • Seamless System Integration with your ERP, MES, apps, and existing workflows
  • Automated Image & Video Analysis to detect defects, track objects, and identify patterns
  • Advanced Image Recognition for classification, segmentation, and visual inspection
85 to 95%Detection Accuracy
85 to 95%
Detection Accuracy

10x Faster Visual Inspection
10x Faster
Visual Inspection

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Clutch Reviews
4.9/5 | 13+ Happy reviews
Clutch logo
Clutch Reviews
4.9/5 | 13+ Happy reviews

CMMI level 3 logo
CMMI level 3 logo

iso award
iso award
Clutch logo
Clutch Reviews
4.9/5 | 13+ Happy reviews
Clutch logo
Clutch Reviews
4.9/5 | 13+ Happy reviews

85 to 95%Detection Accuracy
85 to 95%
Detection Accuracy


10x Faster Visual Inspection
10x Faster
Visual Inspection

CMMI level 3 logo
CMMI level 3 logo


iso award
iso award

Enhance Operational Efficiency with Our Computer Vision Development Services

Our computer vision development team builds intelligent solutions using advanced AI models, deep learning, and image processing technologies. From object detection to automated visual inspection, we develop scalable solutions tailored to your business needs.

Icon representing Vision Discovery and Scoping

Vision Discovery and Scoping

Not sure if computer vision fits your use case, or if your data is ready for it? We define the problem, success metrics, and data readiness before a single model is trained, so you avoid costly rework.
  • Computer vision use case assessment with KPI definition and build-vs-buy guidance. 
  • Data readiness audit covering label quality, bias risk, and capture gaps. 
Request Your Proposal
Icon representing Custom Vision Applications

Custom Vision Applications

Off-the-shelf vision tools rarely fit your workflow. We build custom computer vision applications that sit inside your product or operations stack and give your teams results they can act on.
  • Object detection, image classification, OCR, and video analytics pipelines built for your use case. 
  • APIs and UI hooks your teams can operate and monitor day to day. 
Request Your Proposal
Icon representing Dataset Labeling and QA

Dataset Labeling and QA

Weak labels kill model accuracy. We collect, clean, and structure high-quality training data, so your computer vision models learn from the right examples.
  • Image and video annotation workflows with QA sampling and versioned datasets. 
  • Active learning loops that catch new edge cases as they appear. 
Request Your Proposal
Icon representing Camera-to-System Integration

Camera-to-System Integration

A model that can’t connect to your cameras and business systems stays a demo. We link computer vision models to your cameras, scanners, and software, so every detection triggers a real action.
  • Computer vision integration with ERP, MES, CRM, and mobile apps. 
  • Camera, IoT, and warehouse hardware handoffs that work with your existing setup. 
Request Your Proposal
Icon representing Latency and Accuracy Tuning

Latency and Accuracy Tuning

Is your vision model too slow for real-time use, or too inaccurate to trust? We tune speed, accuracy, and cost so your models run reliably on the devices and traffic you already have.
  • Real-time model optimization with quantization, pruning, and threshold calibration. 
  • Edge vs GPU/cloud tradeoffs backed by measured benchmarks, not guesswork. 
Request Your Proposal
Icon representing Edge and Cloud Deployment

Edge and Cloud Deployment

Need vision models running on factory floors, in stores, or on vehicles without a one-size-fits-all stack? We package and deploy them wherever they perform best.
  • Edge AI deployment with containerized serving, batch jobs, and real-time streams. 
  • Safe releases with rollbacks, canaries, and auditable environment configs. 
Request Your Proposal
Icon representing Support and Retraining

Support and Retraining

Vision accuracy drops when lighting, packaging, or cameras change. We monitor your models and retrain them before performance slips.
  • Model drift monitoring with alerts, error queues, and scheduled retraining. 
  • SLA-backed maintenance with clear ownership. 
Request Your Proposal
CASE STUDY · LEGAL TECH / AI

DigiLawyer: Real-Time Legal Guidance That Cut Research From Hours to Seconds

DigiLawyer needed an AI assistant that could answer rights questions with live legal context, including for users in tier 2 and tier 3 cities.

Over 200 daily user queries in the first month, with legal research time reduced from hours to seconds.

AI assistant That Cut Research from Hours to Seconds

Secure, Production Ready Computer Vision Systems

Most computer vision models work in a demo but fail on the real floor. Our computer vision development services deliver image recognition, object detection, OCR, and video analytics systems that stay accurate in production.

Data Quality & Privacy Checks: Your images and video are cleaned, labeled, and reviewed before training, with access controls and consent rules for sensitive footage. No heavy training starts on messy data.
Edge or Cloud Deployment: Run your models on-device, on a local gateway, or on AWS, Azure, or Google Vertex AI. We choose based on speed, privacy, and cost, so sensitive frames can stay close to the camera.
Real-World Accuracy Testing: Models are tested on your own cameras, lighting, and tricky cases, with alert levels set to cut false alarms and missed detections.
Live Monitoring & Retraining: We track accuracy after go-live, flag drops when products, packaging, or camera angles change, and retrain the model so results stay reliable.
 Built Vision Models

Why BigOhTech for Computer Vision Development

From first dataset to live monitoring, we build computer vision systems that work in real conditions, connect to your existing tools, and keep their accuracy over time.

Pilot Before You Commit

We start with your KPI and a data review, so you know the target accuracy, timeline, and cost range before any model training begins.

Production MLOps for Vision

We version datasets and models, log predictions, and set drift alerts so operators know when the camera world changed.

Enterprise Delivery Track Record

Teams that shipped AI for DigiLawyer, Lufthansa, and hospitality operations sit next to your CV build, not behind a sales slide.

Certified Delivery Posture

We work as a CMMI Level 3 appraised and ISO 27001 certified partner when security and process evidence matter to procurement.

Full-Stack Integration, Not Orphan APIs

CV outputs land in the MES, ERP, mobile app, or dashboard your people already open, with APIs and ownership documented.
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Ready to prove one visual KPI in production conditions?
Start Your 40-Hour Pilot

TRUSTED BY LEADING BRANDS AND BUSINESSES

Careem
NEC
lufthsana
Airtel
paytm
scnieder
Careem
NEC
lufthsana
Airtel
paytm
scnieder
Careem
NEC
lufthsana
Airtel
paytm
scnieder
Careem
NEC
lufthsana
Airtel
paytm
scnieder

Computer Vision Tailored to Your Industry

Cameras, documents, and floor conditions differ by domain. We shape models and integrations around how your industry actually captures visual work.

View All Industries
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Real Estate

  • Property photo quality checks
  • Floor plan and layout OCR
  • Virtual tour frame tagging
  • Listing image moderation
  • Site progress photo comparison
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Healthcare

  • Medical image triage assist
  • Document and form OCR
  • Specimen and label reads
  • Privacy-aware de-ID workflows
  • Device screen capture parsing
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Retail & E-Commerce

  • Shelf and planogram checks
  • Product image tagging
  • Return damage detection
  • Visual search inputs
  • In-store queue analytics
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Logistics

  • Package and label OCR
  • Damaged shipment flags
  • Yard and dock camera analytics
  • Seal and pallet checks
  • Sortation assist signals
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Travel

  • ID and boarding pass OCR
  • Bag and tag matching assist
  • Lobby queue heatmaps
  • Facility safety camera alerts
  • Document intake automation
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Media & Entertainment

  • Content moderation frames
  • Logo and brand detection
  • Scene and shot tagging
  • Thumbnail quality scoring
  • Archive footage search
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Restaurant

  • Kitchen prep compliance checks
  • Plate presentation scoring
  • Inventory shelf reads
  • Hygiene camera alerts
  • Order ticket OCR assist
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FinTech

  • KYC document OCR
  • Check and slip capture
  • ID forgery risk signals
  • Receipt expense parsing
  • Vault and ATM camera alerts
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Need vision models shaped for your vertical?
Schedule a Technical Discussion

How We Deliver Computer Vision Development Services

You get a six-step path from the visual problem to monitored production, with clear gates so spend follows proven accuracy.

01

Problem and KPI Lock

We define the visual task, success thresholds, and where predictions must land in your workflow.

02

Data Assessment

We review capture sources, labels, class balance, and privacy constraints before any heavy training.

03

Model Design and Training

We select architectures that fit your latency and hardware, then train against versioned datasets.

04

Validation and Thresholding

We test on held-out and edge-case sets, then set decision thresholds operators can live with.

05

Deployment and Integration

We ship to edge devices or cloud APIs and connect outputs to the systems your teams already use.

06

Monitor and Retrain

We watch drift, queue hard errors, and retrain when cameras, products, or lighting change.

Choose the Right Computer Vision Engagement Model

Start with a scoped pilot, expand to a full vision build, or embed a dedicated team. Pricing stays Custom until we see your data and cameras.

Starter
$4,500
USD per month Billed Monthly
Start here
  • Green Tick Circle Fit
    Fixed price
  • Green Tick Circle Fit
    ~2-week delivery
  • Green Tick Circle Fit
    1 channel
Professional
star icon
Recommended
$12,000
USD per monthBilled Monthly
Get a proposal
  • Green Tick Circle Fit
    30 days post-launch tuning
  • Green Tick Circle Fit
    RAG on your data, with guardrails
  • Green Tick Circle Fit
    Multi-channel + CRM/helpdesk
Enterprise
Custom
CustomCustom pricing
Talk to sales
  • Green Tick Circle Fit
    SSO, audit logs, compliance
  • Green Tick Circle Fit
    SLAs & dedicated suppor
  • Green Tick Circle Fit
    On-prem / VPC deployment

Why Teams Choose BigOhTech for Computer Vision

Generic vision APIs and in-house-only hires often stall after a demo. Compare what you get when production accuracy, integration, and monitoring matter.

Hire Us Now
Time to first useful KPI
Domain fine-tuning
Edge deployment
Integration depth
Monitoring and retrain
Process and security evidence
Recommended
Bigoh
green check
Pilot on your cameras and data
green check
Custom training on your classes
green check
Edge or cloud from latency needs
green check
ERP / MES / mobile handoffs
green check
Drift alerts and retrain plans
green check
CMMI Level 3 appraised · ISO 27001 certified
Time to first useful KPI
Domain fine-tuning
Edge deployment
Integration depth
Monitoring and retrain
Process and security evidence
Off-the-shelf vision APIs
yellow check
Fast demo, domain fit varies
red check
Limited to vendor defaults
red check
Often cloud-only
red check
Generic webhooks
red check
Thin or DIY
red check
Vendor shared posture
Recommended
Bigoh
green check
Pilot on your cameras and data
green check
Custom training on your classes
green check
Edge or cloud from latency needs
green check
ERP / MES / mobile handoffs
green check
Drift alerts and retrain plans
green check
CMMI Level 3 appraised · ISO 27001 certified
In-house only hire
red check
Hiring lag before first model
red check
Full data science bench required
yellow check
You build device ops yourself
yellow check
You own all connectors
red check
Permanent MLOps headcount
yellow check
You assemble audit packs

Computer Vision Systems We Build for Business Needs

Different problems need different vision systems. Here are the computer vision solutions businesses ask for most.

Start Your Project
Icon representing AI Visual Inspection Systems

AI Visual Inspection Systems

Missing defects because human inspectors can’t keep up with the line? We Build AI visual inspection systems powered by computer vision that catch defects, missing parts, and packaging errors in real time, so bad products never reach your customers.

Best For: Manufacturing, packaging, and electronics teams. 

Icon representing Video Analytics and Object Detection

Video Analytics and Object Detection

Hours of camera footage, but no one watching it? We Build real-time object detection and video analytics that track queues, zones, and events, and send alerts your operators can trust.

Best For: Retail, logistics, warehouses, and security teams. 

Icon representing OCR and Intelligent Document Processing

OCR and Intelligent Document Processing

Still typing data from IDs, invoices, and handwritten forms by hand? We develop OCR and document vision models that turn them into structured data and push it straight into your systems.

Best For: Finance, insurance, logistics, and healthcare operations.

Icon representing Visual Search and Product Recognition

Visual Search and Product Recognition

Customers can’t find products by typing the right keywords? We create visual search and product recognition systems with vision models that let users find items from a photo, and help you tag and organize large catalogs automatically.

Best For: Ecommerce, retail, and media teams with large image libraries.

Icon representing Facial Recognition and Biometric Access

Facial Recognition and Biometric Access

Manual attendance and access checks slow down your teams and leave security gaps? Build computer vision-based face recognition access systems with clear consent, data retention, and audit controls built in.

Best For: Offices, campuses, factories, and secure facilities. 

Icon representing Workplace Safety and PPE Detection

Workplace Safety and PPE Detection

Safety rules exist, but who checks them on every shift? We Build PPE detection and workplace safety monitoring systems with computer vision that spots missing helmets, vests, or unsafe zones instantly and alerts supervisors before an incident happens.

Best For: Construction, manufacturing, energy, and warehouse teams.

Technologies Behind Our Computer Vision Services

Stack choice follows your cameras, latency budget, and cloud standards. We use proven tools across vision, OCR, and edge deployment.

OpenCV
OpenCV
TensorFlow
TensorFlow
PyTorch logo
PyTorch
Hugging Face logo
Hugging Face
YOLO logo
YOLO
Detectron2
Detectron2
Label Studio
Label Studio
aws
AWS
Amazon SageMaker
Amazon SageMaker
Google Cloud
Google Cloud
Microsoft Azure
Microsoft Azure
Google Vertex AI
Vertex AI
Azure AI Vision
Azure AI Vision
Python
Python
NVIDIA Jetson
NVIDIA Jetson
Java logo
Java
C++
C++
Typescript
TypeScript
CUDA
CUDA
PostgreSQL
PostgreSQL
SQL
SQL
BigQuery
BigQuery
MongoDB
MongoDB
Redis
Redis
Object storage (S3 / GCS)
Object storage (S3 / GCS)
TensorRT
OpenVINO
Docker logo
Docker
Pinecone (Vector DB)
Pinecone
MLflow logo
MLflow
DVC

Our Strategic Industry Partnerships

Cloud and platform partners help you train, serve, and scale vision workloads without locking every decision to one vendor.

AWS
AWS
Microsoft Azure
Microsoft Azure
Google Cloud
Google Cloud
Meta
Meta
OpenAI
OpenAI
Salesforce
Salesforce
HubSpot
HubSpot
Slack
Slack
Shopify logo
Shopify
Zendesk
Zendesk
Computer Vision + AI Agents

Computer Vision That Doesn’t Just See, It Acts

Most vision systems stop at detection. Someone still has to read the alert, decide, and act. We build hybrid systems that pair computer vision models with AI agents, so what the camera sees turns into action without waiting on manual review.

  • Retail: Shopper attention heatmaps show which products pull the most attention, and connected retail AI agents reorder stock, update inventory, and alert store teams. 
  • Manufacturing: Defect detection triggers manufacturing AI agents to flag the batch, stop the line, and raise a maintenance ticket. 
  • Warehouses and logistics: Camera feeds spot blocked aisles or missing PPE, and connected logistics AI agents alert supervisors and update task queues instantly. 
Computer vision industry insights

Vision Technologies That Power Reliable Detection

These capabilities combine so your product can see, read, and act on visual inputs with thresholds your operators accept.

Explore Capabilities
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Deep Learning for Vision

Convolutional and transformer models learn the patterns in your images when classical rules fall short.
Icon representing Advanced Computer Vision

Advanced Computer Vision

Segmentation, anomaly detection, and multimodal models handle complex shapes, rare defects, and busy scenes that basic detection misses.
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OCR and Document AI

Optical and intelligent character recognition turn labels and forms into fields your ERP can store.
Icon representing Edge Inference

Edge Inference

On-device or gateway serving keeps latency low and sensitive frames closer to the camera.
Icon representing Video Understanding

Video Understanding

Temporal models and trackers follow objects across frames for queues, safety zones, and process steps.
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MLOps for Vision

Dataset versioning, model registries, and drift monitors keep production accuracy honest over time.

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Frequently Asked Questions (FAQs)

How much does it cost to build a custom computer vision system?

Most single-use-case projects start under $10K, and multi-task or multi-camera setups go up to around $25K. Larger multi-site builds are priced custom after we review your data, cameras, and integrations.


How long does it take to go from idea to a working computer vision system?

Computer vision projects usually take a 2 to 3 weeks for a single focused use case and 3 to 5 weeks for larger, multi-camera setups. Your data readiness and integrations decide where you land, and we share a timeline once the scope is clear.


Can we start with a small project before committing to a full build?

Yes, you can begin with one use case, like a single inspection point or one document type. Our Starter engagement is built for this, with a focused scope and a short delivery time. Once you see it working on your own data, expanding to more cameras or tasks is easy.


How much accuracy can I realistically expect once the computer vision system is live?

Most projects reach 85 to 95% detection accuracy, depending on your image quality, lighting, and the task. We agree on a target upfront and test the model on your own images before launch. After go-live, we keep monitoring accuracy and retrain when cameras, products, or lighting change, so results stay


What if my data is limited, messy, or not labeled for CV systems?

That’s very common and not a blocker. We review what you have, then clean it, label it, and fill the gaps with fresh captures before training starts. Quality checks on the labels keep the model learning from the right examples.


Can you use the CCTV cameras and hardware we already have?

Often yes, so you may not need to buy anything new. We test your existing footage first to check if the angle, resolution, and lighting are good enough. If a camera falls short, we tell you exactly what to change, like a better angle or lens.


Should we run the CV system on the edge or in the cloud?

Edge works best when you need instant results or want sensitive data to stay on site. Cloud suits easy scaling across multiple locations. We help you pick based on speed, privacy, and cost, and a mix of both is possible too.

Bring Your AI Agent Idea to Life

Share your project goals, timeline, and technical requirements. We'll review your requirements and send a tailored solution with an indicative estimate within 48 business hours.

Tailored proposal & project estimate within 48 hours
NDA on request · your data stays yours
Dedicated experts aligned with your time zone
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