Business friendly AI solutions
We at Singularium empower retailers using cutting edge technologies like natural language processing, machine learning, computer vision etc. Our solutions are built as an “easy-to-use” mobile app. Using our apps, retailers can adapt to new ways of working brought about by GST, tap-in-to the “cash-less” economy and address complexity challenges arising from product proliferation.
We primarily offer technology solutions to Retailers, PoS Providers and System Integrators
Summary:
Singularium digitizes large numbers of tabular invoices to generate timely market insights in a very dynamic FMCG market. Covis is one of the cornerstones in this process. A proprietary image processing engine delivering high quality outputs – it can automate the digitization of images of invoices, receipts, catalogues, scorecards, menus & surveys among others.
* Currently, Covis is fine-tuned for printed/handwritten invoices and is available for testing in beta.
Optical character readers (OCRs) are widely deployed as a form of information entry from printed paper data records.
The latest OCRs are cutting edge Neural Nets that recognize characters and demonstrate high levels of accuracy & consistency even as they continue to evolve.
Google’s Vision, Microsoft’s Azure, Amazon’s Textract are some of the best in the business right now.
Covis:Covis is a hybrid engine that can extract tabular data present in images. A key feature is the engine’s ability to determine table structure without explicit lines marking rows & columns. A Neural Net combined with proprietary HATS (Heuristic Algorithm for Table Structures) resolves the structure while a combination of commercial & in-house trained OCRs reads the text.
The pre-processing of the image coupled with intelligent resolution of differential outputs from the combination OCR helps increase accuracy significantly. The engine demonstrates a 10% – 15% enhancement in reading accuracy while reducing post-processing effort in structuring the data. The video below highlights the mechanics behind Covis.
Watch – A Pepsico invoice digitized to 98% read accuracy v/s a maximum of 85% from commercial OCRs1. OCRs evaluated for FMCG invoice benchmarking
Accuracy measured using Levenshtein edit distance
2. Table Structure Determination :
A 50 Layer Convolutional Neural Net with ResNET Architecture was trained specially for FMCG invoices. The Heuristic algorithm looks for generic patterns in an image to identify possible rows & columns. The outputs from the 2 modules are combined to generate the structure.
Store tiger is targeted at retailers with a legacy Pos / billing system. This app bundles GST filing, CRM, SMS & Analytics modules
PAISE is our light weight billing app which is developed on a philosophy of “minimal data entry”.
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Gain access to our live repository of 100,000+ barcode master database
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Sudhir worked at ITC Foods for 6 years in diverse roles – heading regional operations, leading innovation and capacity projects, streamlining supply chain processes for the Bingo snacks and Yippee noodles verticals
Siddharth holds over 7 years of industry and consulting experience through his stints at A.T. Kearney and ITC Ltd. He has advised major players in CPG, Alcoholic Beverages & Telecom.
“You never let a serious crisis go to waste” – I am sure most of us would have come across this line in the recent times (… a little too often if I may add). Many firms with aspirations of gaining the pole position in e-commerce are putting this quote to practice. They are revisiting
Summary: Singularium digitizes large numbers of tabular invoices to generate timely market insights in a very dynamic FMCG market. Covis is one of the cornerstones in this process. A proprietary image processing engine delivering high quality outputs – it can automate the digitization of images of invoices, receipts, catalogues, scorecards, menus & surveys among others.
Cr to our bsnss is the intprtn of senta nces lik thes one.
