AI Implementation and Delivery
Computer vision and image and video AI
We build and deploy computer vision models and pipelines for object detection, image classification, quality inspection, video content analysis and OCR or document image processing. This is model engineering and deployment, not the labeling labor behind it.
Overview
Computer vision engineering means building the model and the pipeline around it, taking in images or video and producing a detection, a classification or an extracted piece of text. That covers spotting defects on a production line, classifying product images, analyzing video content or reading scanned documents and forms.
We start with your images or video and your accuracy requirements, select or fine-tune a model against that data and validate it before deployment. Where labeled training data is needed, that work can run through our data annotation and labeling service, kept separate from the model build itself.
Deployment can run in real time against a camera feed, on premise for footage that cannot leave your network or as a batch pipeline against a document backlog. We connect to the cameras, imaging systems or document stores you already have rather than introducing a new platform.
After launch, results are monitored for accuracy and low-confidence cases route to a human reviewer instead of an automatic decision. Models are retrained as product lines, packaging or document formats change, so accuracy does not quietly decline over time.
What you get
- Automated detection and classification, with human review kept in the loop
- Faster processing of images, video and scanned documents
- Fewer manual inspection hours on routine, high-volume items
- Consistent output across large image and video volumes
- Clear escalation to a human reviewer for uncertain cases
What's included
Object detection and image classification
Models are built to detect or classify objects in your images against your accuracy requirements, not a generic pretrained baseline.
Quality inspection and defect detection
Pipelines flag defects or out-of-spec items from camera feeds on a production or packaging line.
Video content analysis
Video libraries or live feeds are analyzed for the objects, scenes or events relevant to your use case.
OCR and document image processing
Scanned documents, forms and images are converted into structured, searchable text.
Model training and fine-tuning
Models are trained or fine-tuned on your own image and video data rather than deployed off the shelf.
Integration with existing cameras and systems
Pipelines connect to the cameras, document stores or imaging systems you already run.
Real-time and batch processing
Depending on the use case, processing runs live against a feed or in batches against a backlog.
Human review workflow for low-confidence results
Results below a confidence threshold route to a human reviewer instead of an automatic decision.
Accuracy monitoring and reporting
Model accuracy is tracked after launch and reported on a regular schedule.
Retraining as conditions change
Models are retrained as products, packaging, camera angles or document formats change.
How we deliver
A simple, transparent path from first conversation to a team that scales with you.
1. Discover
We learn your goals, volumes, tools and compliance needs, then scope the right team and model. A response within 6 hours.
2. Design
We define roles, service levels, reporting and the ramp plan, and agree a clear, indicative price before you commit.
3. Deliver
We recruit, train and stand up the team inside your tools and processes, with North American management owning quality from day one.
4. Scale
We track performance against your service levels, tune as you grow and flex capacity up or down as your volumes change.
Engagement models
Start where it fits and change as you grow, with no rigid lock-in.
Dedicated team
A team that works only for you, managed by Corpshore to your service levels. Best for ongoing operations and scale.
Staff augmentation
Skilled people who slot into your existing team and tools. Best for adding capacity quickly.
Project or managed service
A scoped deliverable or a fully managed function with an agreed outcome. Best for defined work and outcomes.
Tools and integrations
We build within the image, video or document systems you already run rather than introducing a separate platform.
Industry applications
E-commerce and retail
Product image classification and visual quality checks support catalog accuracy and inventory inspection.
Industries we serveInsurance
Claims photos are classified for damage type and severity to support faster claims triage.
Industries we serveMedia and entertainment
Video libraries and live feeds are analyzed for content categorization and moderation across large volumes.
Industries we serveHealthcare
Imaging intake and routing pipelines organize and route image files for staff review, without making clinical determinations.
Industries we serveLegal services
OCR pipelines convert scanned case files and exhibits into searchable text for discovery and document review.
Industries we serveCompliance considerations
HIPAA compliant image handling
Where patient imaging data is involved, access and storage are handled under HIPAA controls, with routing kept separate from clinical decisions.
CCPA aligned video and image data handling
Video and image data that can identify individuals is stored, accessed and retained under defined rules aligned to CCPA.
Chain of custody for evidentiary documents and images
Original files are preserved with an audit trail where images or documents may be used as evidence in claims or legal review.
Frequently asked questions
Accuracy depends on the use case and the training data available. We report specific accuracy figures from validation before anything goes live.
Build your team with Corpshore US
Tell us what you want to outsource and we will map a team, a model and a timeline. North American accountability, global delivery.
We respond to every US inquiry within 6 hours.