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 ItalianoOrboanywhere The financial industry is undergoing an AI evolution

Handwritten and printed payee recognition expands product capabilities; new GPUs also certifiedAdd a comment. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. Uniball 207 Gel Pen. Learn more. (Migration path: Anywhere Recognition + Validate) Download Brochure. OrboAnywhere with OrbNet AI BURLINGTON, Mass. In a later blog post, I will explain how this configuration can be extended. This digital image forensic inspection is typically blended with transactional analysis, interrogating the attributes of on-us and deposit/transit check images and metadata. BURLINGTON, Mass. CAR/LAR, OCR, ICR) and image analysis technologies, OrboAnywhere. These images are then run through OrboAnywhere’s enriched recognition and image validation processes to minimize back-office operator entry and review, also reducing payment risk on these items. 29 million. List the public gateways for the subnets. 26, 2023 (GLOBE NEWSWIRE) -- OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. 1B early in 2022. Across all banks, more than one-third have seen check fraud increase, as measured in 2022 over 2021’s levels. technologies, OrboAnywhere drives value within image capture across the omnichannel of financial institutions, service bureaus and corporate clients. Version 5. , Jan. BURLINGTON, Mass. BURLINGTON, Mass. Anywhere Recognition. Integration of OrboGraph’s OrboAnywhere Fraud Module with Bit Builders’ NextGen Digital Banking offers stand-alone platform Burlington, MA, September 20, 2023 – OrboGraph, a global leader in check and payment processing automation, has proudly announced a business partnership with Bit Builders, Inc. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. While it incorporates elements of digitization, electronification pertains to the automation process. Additionally, the Vicennial Award was created for TD Bank, OrboGraph’s initial client, who also implemented multiple systems over the past 20 years, including OrboAnywhere Payee in 2017 with Alogent for ATM processing automation. BURLINGTON, Mass. Contact OrboGraph We want to hear from you. 0. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI . / ACCESSWIRE / January 26, 2023 / OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere. Within OrboAnywhere, there are six modules: Anywhere Recognition, Anywhere Fraud, Anywhere Validate, Anywhere Payee, Anywhere Positive Pay, and Anywhere Compliance. 0. Version 5. Anywhere Recognition. 26, 2023 (GLOBE NEWSWIRE) — OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. , January 26, 2023 (Newswire. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI . The first is that your browser and the Web server don't have matching security. OrboAnywhere automates paper-originated payments (i. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. S. BILLERICA, Mass. While real-time payments and blockchain/cryptocurrency has great potential, current payments like check are not going away any time soon — and technology like OrboAnywhere helps banks achieve straight-through processing. S. com) - OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. Billerica, MA, May 2, 2018 – OrboGraph, a premier developer and supplier of intelligent electronic/paper automation solutions in healthcare revenue cycle management (RCM), as well as recognition solutions, image validation and check fraud detection for the U. It would be great if you actually phrased a question. 0 to business partners in December 2022. Learn more. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Burlington, MA, January 26, 2023 – OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Automated “kill rates” for balanced transactions have increased from 92. As part of the OrboAnywhere’s Fraud Mitigation and Detection solutions -- along with Anywhere Fraud, Anywhere Payee, Anywhere Positive Pay, and Anywhere Compliance -- Anywhere Validate now leverages on OrbNet AI™️ the amount field for improved accuracy of amount verification. ibmcloud is public-gateways. Version 5. 5%+ accuracy on checks. 5%+ accuracy on. 0 delivers major architectural modernization and is applicable to all. OrboAnywhere™ automatically validates the negotiability of paper-originated items for any self-service or traditional channels within the Omnichannel of a financial institution, providing a. Learn more. Anywhere Recognition. Check Processing Automation ROI Analysis Complete the form below to receive your ROI Analysis. BURLINGTON, Mass. Handwritten and printed payee recognition expands product capabilities; new GPUs also certified OrboAnywhere with OrbNet AI OrboAnywhere Suite of. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Primary Menu. Our. Our relationships with agency partners and our common goal of improving the quality of life for the people we serve. , January 26, 2023 (Newswire. e. Anywhere Recognition. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Over twenty validation tests generate real-time scenario scores to protect transactions systematically rather than. . BILLERICA, Mass. The new CSV-AI (check stock validation), ASV-AI (automated signature verification), writer verification, and check style verification along with amount discrepancy, drive detection rates to previously. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. In more general terms, this is referred to as object detection. Learn more. MarketsOrboAnywhere Version 5. Anywhere Fraud identifies counterfeits, forgeries, and alterations, analyzing both check images and transaction data for each customer account. In an annual survey, Bank Director found that 81% of the respondents had boosted their 2022 tech budget, with the median increase being 11% from 2021. Our experience and expertise is available 365 days a year depending on services agreement. com poll reveals that the limits banks and credit unions place on the size of consumer checks eligible for depositing via mobile RDC are rising steadily. Learn how to use IBM App Connect on IBM Cloud to create an event-driven flow such that when a new contact is created in Salesforce, a ‘Getting Started’ document is automatically downloaded from IBM Cloud Object Storage and then sent to a specific folder in Dropbox. -- ( BUSINESS WIRE )--OrboGraph, a premier supplier of check processing automation, fraud detection, and healthcare payment. , January 26, 2023 (Newswire. , Jan. ® (NASDAQ: JKHY) is a leading provider of technology solutions and payment processing services. , January 26, 2023 (Newswire. Leveraging a combination of divergent amount recognition (i. 0. With theA RemoteDepositCapture. Learn more. 0 delivers major architectural modernization and is applicable to all OrboAnywhere Modules. 3% of global card fraud losses or an estimated $5. 5%+ accuracy on. The system blends self-learning algorithms to develop a rich, behavioral profile forMicrosoft acquires Nuance for $19B. Check recognition is the most important component in today's check processing and omni-channel capture. / ACCESSWIRE / January 26, 2023 / OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere. Using AI terminology, the OrboAnywhere v4. 4. Anywhere Recognition. Handwritten and printed payee recognition expands product capabilities; new GPUs also certified OrboAnywhere with OrbNet AI OrboAnywhere Suite of. Integration of OrboGraph’s OrboAnywhere Fraud Module with Bit Builders’ NextGen Digital Banking offers stand-alone platform. The underlying technology incorporated into the OrboAnywhere is named OrbNet AI with Deep Learning Models and OrbNet Forensic AI. Thompson. Anywhere Recognition. Learn more. Enriched payee recognition technology for business and personal checks. Learn more. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. 0 to business partners in December 2022. 5%+ accuracy on. In a recent webinar with Teleperformance Group -- a worldwide leader in multichannel customer experience -- Christoper Giuliano, vice president of finance, specialty revenue cycle at CVS Health provides an in-depth overview of CVS Health's journey towards automation for their back-end processes and the go-forward strategy for 2021 and beyond. OrboGraph Featured in CIO Applications Magazine as Top 25 Banking Technology Solution ProviderOrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. Version 5. They averaged more than $250 per customer a year. via its platform— OrboAnywhere. BURLINGTON, Mass. BURLINGTON, Mass. What I need is an URL i can use to access this file directly. Orthopedic surgery. CAR/LAR rates using OrbNet AI delivers 99%+ read rates. OrboAnywhere™ automatically validates the negotiability of paper-originated items for any self-service or traditional channels within the Omnichannel of a financial institution, providing a. 978-667-6037 OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. 4% to 96. 0 to business partners in December 2022. S. This content was issued through the press release distribution service at. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. 2. Version 5. Learn more. The financial industry is undergoing an AI evolution. Sign up below for your complimentary assessment or to request. com! E-mail Address. Field Detection: This is the process of using deep learning models for locating a field on a check or internal document, then locking on to the coordinates of the field of interest. To see exactly what the problem is, you need to click on the padlock and see the detailed connection info. OrboGraph, a global leader in check and payment processing automation, a global leader in. A deep learning node is "a computational unit that has one or more weighted input connections, a transfer function that combines the inputs in some way, and an output connection. checks, money orders, drafts) and remittances for balancing and posting while reducing risk and losses in the areas of check fraud and compliance. 0 OrboAnywhere with OrbNet AI BURLINGTON, Mass. 5%+ accuracy on. . Roughly half of the respondents came from banks with under $1. 5%+ accuracy on. 26, 2023 (GLOBE NEWSWIRE) -- OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. , Jan. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Handwritten and printed payee recognition expands product capabilities; new GPUs also certified OrboAnywhere with OrbNet AI OrboAnywhere with OrbNet AI BURLINGTON, Mass. Anywhere Fraud delivers image forensic AI technology that can be applied to both on-us and transit checks. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Additionally, banks are seeing an increase in check fraud for the first time since 2008 per the ABA Deposit Account Fraud Survey1. check processing market, announces the release of. said Tony Fera, CEO of All My Papers. Heat detection. BURLINGTON, Mass. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Anywhere Recognition powered by OrbNet AI is now on the threshold of straight-through processing of checks, with field performance of 99% automation and 99. , Jan. , creators. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. 26, 2023 (GLOBE. OrboAnywhere consists of six modules:A KLA Company OrboGraph is a subsidiary of KLA We Are A global technology leader. OrboAnywhere offers banks straight-through processing automation as well as risk/fraud prevention. Español. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. As we noted in our White Paper exploring the top five vulnerabilities and trend in check fraud for 2023, the increase in mail carrier and mailbox robberies garnered the attention of government officials. Subscription license. Layout is the ultimate tool for enhancing your online presence and customer experience. The release schedule for REE will begin on July 16 th, where the software will be available for testing on OrboGraph’s Owhere Test Cloud for business partners, system integrators, RDC vendors. Average salary: $487,000. Anywhere Recognition. Handwritten and printed payee recognition expands product capabilities; new GPUs also certified OrboAnywhere with OrbNet AI OrboAnywhere Suite of Check Processing Automation and Check Fraud. Anywhere Fraud is a specialized module within OrboAnywhere designed to detect check fraud by interrogating the attributes of check images to create a risk score based on the probability of the item being a counterfeit check, forged signature, or altered check. BURLINGTON, Mass. BURLINGTON, Mass. Take the Next Step →. Version 5. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. , Jan. Learn more about Teams OrboAnywhere Version 5. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. An URL that I can just write on br. However, Google chrome cannot verify what party is saying who they are. 0 Released With OrbNet AI Free Read. Take the Next Step →. , creators. blockchain. His concerns include such things as categories. Anywhere Recognition. Anywhere Recognition. Version 5. Department of Health and Human Services sent a warning out to hospitals and health systems on a HIPAA compliance scam involving postcards. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. com) - OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. 2. OrboAnywhere automates paper-originated payments (i. To the layman, much of the language in the AI space can be mystifying, particularly in deep learning. 0. Review our vision for Artificial Neural Networks (ANN) and deep learning targeted for banking, check payments, and fraud detection. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Take for example one of the core elements; the node. Business partners typically integrate OrboGraph software into the following workflow. The financial industry is undergoing an AI evolution. OrboAnywhere automates paper-originated payments and is offered in modules, allowing clients to choose from various services including compliance, fraud prevention, payment validation, and amount recognition through a single API call. S. . OrboAnywhere offers banks straight-through processing automation as well as risk/fraud prevention. Hellman & Friedman and Bain Capital acquires athenahealth for $17B. Our solution suite has evolved over years into the OrboAnywhere offering, which is a. OrboAnywhere helps organizations identify these items, so the correct funds availability can be applied properly. OrboAnywhere Version 5. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. 1 Billion by 2026. , Jan. In this bucket I have an file named 'test. Senator Sherrod Brown, D-Ohio, sent a letter on. Though all four have addresses in Georgia, the mother of two suspects lives in South. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Downloads & Updates. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. e. Burlington, MA, December 15, 2022 – OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced today a partnership with Classic Software of Charlotte, NC, offering financial institutions the ability to extract and feed check images directly into OrboAnywhere check fraud detection. , Jan. CAR/LAR rates using OrbNet AI delivers 99%+ read rates. BURLINGTON, Mass. Our systems are proven to reduce operating costs and fraud losses by as much as 50% and are typically licensed via a termed license of subscription model. 5%+ accuracy on. Version 5. Collaboration is the key to our success. Learn more. Certain workflows are more sensitive to having the correct payee on a checks where posting errors. R1 RCM acquires Cloudmed for $4. Learn more. Las Vegas, NV, March 10, 2014 – Orbograph, a premier supplier of recognition solutions for the U. Integration of OrboGraph’s OrboAnywhere Fraud Module with Bit Builders’ NextGen Digital Banking offers stand-alone platform. , Jan. , Jan. Self Learning: Ability to recognize patterns, learn from data, and become more intelligent over time (can be AI or programmatically based). 5%+ accuracy on. Teams. check processing market, announces the release of OrboAnywhere Version 1. Version 5. Check fraud has surged over the past few years, with many. Anywhere Validate. Learn more. Middle TN; Crime Tracker; Nashville; Clarksville; MurfreesboroOrboAnywhere Version 5. The solution to identifying the unique characteristics of today’s check fraud is based on a blend of AI-based technologies, which we refer to as image forensics. Anywhere Fraud delivers image forensic AI technology that can be applied to both on-us and transit checks. Anywhere Validate. Anywhere Validate. 0 to business partners in December 2022. Layout is a cloud-based platform that allows you to create and manage your own web pages with Jack Henry™ products and services. According to the Kroll’s Global Enforcement…Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. 92 billion. 0 delivers major architectural modernization and is applicable to all. We make an impact by creating solutions that drive progress and transform industries. 5%+ accuracy on. , creators of the NextGen Digital. He is a veteran of OrboGraph for 18+ years and focused on delivering new. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. If you already have your login information, please use our customer login to view your. S. Introduction: IBM Cloud and Baffle Data Protection Services (DPS) for IBM Cloud enables provisioning of Baffle Manager and Baffle Shield and configure encryption/decryption rules against the IBM Cloud Databases such as Hyper Protect DBaaS for PostgreSQL to encrypt and decrypt the database records/columns on the fly and also. . Streamline workflows for underwriting and approvals, easily prepare loan documents and quickly board loans to your Jack Henry Banking core system. Layout is a cloud-based platform that allows you to create and manage your own web pages with Jack Henry™ products and services. Federal Reserve System Graphic. Contact OrboGraph If you have a specific request and would like an OrboGraph representative to contact you, please complete the form below. 26, 2023 /PRNewswire/ -- Bit Builders Inc. Integration of OrboGraph's OrboAnywhere Fraud Module with Bit Builders' NextGen Digital Banking offers a stand-alone platform HOUSTON , Sept. Electronic messaging standards, such as ISO 20022, could also repair healthcare’s reconciliation issues. Both platforms can use OrboAnywhere's enriched recognition as well as 20+ validation tests for the following: identification of 3rd party checks, cashed checks and Illegal documents, amount errors, high dollar risk, signature, endorsement and quality issues, payor and payee comparisons, as well as use of negative lists, stale and post-dated checks. com) - OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. , January 26, 2023 (Newswire. Anywhere Recognition. Optum is set to acquire Massachusetts-based Atrius Health, according to The Boston Globe and reported at HealthcareFinancenews. OrboGraph is Here to Help. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Anywhere Recognition. Optum acquires Change Healthcare for $13B. There are several modules available. Learn more. 0 delivers major architectural modernization and is applicable to all. 26, 2023 (GLOBE NEWSWIRE) -- OrboGraph, a premier supplier of check. Version 5. Anywhere Recognition. The new CSV-AI (check stock validation), ASV-AI (automated signature verification), writer verification, and check style verification along with amount discrepancy, drive detection rates to previously unattainable levels for detection of counterfeit. If you see , then you've established a secure. S. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. 5%+ accuracy on checks. 1. NICE Actimize recently released "The 2022 NICE Actimize Fraud Insights Report," which identifies and analyzes the leading fraud threats and patterns that impacted leading global financial institutions in 2021. com: By acquiring Atrius, Optum is expanding its footprint in Massachusetts as it works towards growing its physician network. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. checks, money orders, drafts) and remittances for balancing and posting while reducing risk and losses. The output is a standard EDI 835 file ready for cash posting in Practice Management (PM) or Hospital Information Systems (HIS). Integration of OrboGraph's OrboAnywhere Fraud Module with Bit Builders' NextGen Digital Banking offers a stand-alone platform. 0 delivers major architectural modernization and is applicable to all. Payments made using such standards could include information. 0 Released with OrbNet AI Free Read Handwritten and printed payee recognition expands product capabilities, new GPUs also certified Burlington, MA, January 26, 2023 – OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere. When HTTPS has a red slash through it in your browser's toolbar, this means that one of two things has happened. To achieve structural interoperability, the recipient system should be able to interpret information at the data field level. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. OrboGraph, a global leader in check and payment processing automation, has proudly announced a business partnership with Bit Builders, creators of the NextGen Digital Banking platform. Take for example one of the core elements; the node. , January 26, 2023 (Newswire. , January 26, 2023 (Newswire. Integration of OrboGraph's OrboAnywhere Fraud Module with Bit Builders' NextGen Digital Banking offers a stand-alone platform. appdomain. OrboAnywhere Suite of Check Processing Automation and Check Fraud Detection Solutions with OrbNet AI BURLINGTON, Mass. Optum hopes to add at least 10,000 physicians during 2021, UnitedHealth Group CEO David. 0. , May 02, 2018 (GLOBE NEWSWIRE) -- OrboGraph, a premier developer and supplier of intelligent electronic/paper automation soluti. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Anywhere Recognition. Handwritten and printed payee recognition expands product capabilities; new GPUs also certified OrboAnywhere with OrbNet AI OrboAnywhere Suite of. 0 delivers major architectural modernization and is applicable to all OrboAnywhere Modules. 5%+ accuracy. Gastroenterology. Technology providers, such as OrboGraph with its OrboAnywhere suite, that partner with NICE Actimize's X-Sight Marketplace ecosystem, are reviewed for their ability to complement financial crime and compliance solutions. 26, 2023 (GLOBE NEWSWIRE) -- OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere Version 5. Amin went on to list five reasons that Chase, with $3. 5%+ accuracy on. OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced today a partnership with Classic Software of Charlotte, NC, offering financial institutions the ability to extract and feed check images. Connect and share knowledge within a single location that is structured and easy to search. Version 5. Italiano. omniORB is a robust high performance CORBA ORB for C++ and Python. This content was issued through the press release distribution service at. CAR/LAR rates using OrbNet AI delivers 99%+ read rates and 99. Visit Webpage Modernining Omnichannel Check Fraud Detection Blog Visit Blog Review your check processing needs with an OrboGraph expert. Examples include: New lockbox (digital and virtual) offerings can generate $1 to $2 per transaction, depending on market competition. 0 delivers major architectural modernization and is applicable to all. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. OrboAnywhere is an evolution in recognition technology; automatically validating the negotiability of paper-originated items for any self-service or POS channel within the Omnichannel of a. Healthcare IT Market Worth $821. 26, 2023Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Learn how OrboAnywhere using OrbNet AI technology reduces costs and mitigates risk for any check image capture workflow. Rain showers this evening with clearing overnight. checks, money orders, drafts) and remittances for balancing and posting while reducing risk and losses in check fraud, payment negotiability. Anywhere Recognition. 0 delivers major architectural modernization and is applicable to all OrboAnywhere Modules. 26, 2023 (GLOBE NEWSWIRE) -- OrboGraph, a premier supplier of check processing automation and fraud detection software and services, announced the release of OrboAnywhere. Checks remain a vital component of money mobility. HOUSTON, Sept. Anywhere Compliance uses advanced check recognition technologies to extract a range of field data from checks and other paper-originated negotiable payments. When the portion of the URL in Chrome has a red line through it, there is a problem with the security of the site you are going to. , January 26, 2023 (Newswire. 26, 2023 /PRNewswire/ -- Bit Builders Inc. By extracting all the data, banks and neo-banks are able to aggregate the full data.