It powers innovations like facial recognition, defect detection, and autonomous systems, driving efficiency across industries. Businesses leverage computer vision to enhance decision-making, reduce operational costs, and unlock new revenue streams.

OCR Text Extraction

OCR (Optical Character Recognition) is a computer vision technology that extracts text from images, scanned documents, and handwritten notes, converting them into editable and searchable digital formats.

Businesses leverage OCR to automate data entry, streamline document processing, and enhance operational efficiency. It eliminates manual transcription errors, accelerates workflows, and improves compliance by digitizing invoices, contracts, and records.

OCR is widely used in finance, healthcare, logistics, and legal sectors to optimize document management and drive productivity.

Vision Language Models

Traditional OCR stops at recognising characters. Vision language models go further: they read a whole page the way a person does, understanding layout, handwriting, stamps and mixed Chinese-English text together.

We built this into a document pipeline for a law firm handling property transactions, where agreements arrive as scanned forms filled in by hand. The model reads each page, identifies the values that matter, such as party names, identity numbers, prices and key dates, and returns them as structured data with a confidence score per field. Only low-confidence fields go to a person for review; everything else flows straight into the case management system, replacing hours of manual re-keying and cross-checking.

CV Based Solution Example

Using computer vision with CCTV cameras in shopping malls enables businesses to optimize advertisement placement by analyzing foot traffic patterns, demographics, and customer behavior. AI-driven video analytics can track movement flow, identify high-traffic zones, and analyze customer attributes such as age and gender.

This data helps businesses strategically position digital signage and promotional displays in areas with the highest engagement potential. By leveraging real-time insights, malls and retailers can maximize ad effectiveness, improve customer targeting, and increase conversion rates, ultimately driving higher revenue and better customer experiences.