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edsolovey
edsoloveyDigits Team
published in Engineering

Efficient Serving of Static Views with Google Cloud Spannerliving model

 At Digits, we strive to push the bounds of technology in order to deliver radically more useful, delightful software experiences for our customers. We’re excited to begin sharing a closer look at the technical foundations that underpin our products in a new series of blog posts called Building Digits. Without further ado…Let’s talk about viewing complex data. One of our primary goals at Digits is to provide business owners with insightful and holistic views of their company’s finances, in substantially real-time. Achieving this involves three major, independent steps: We collect all of their relevant data from various sources, such as their QuickBooks, the financial institutions they bank with, their corporate credit card providers, etc. We apply our algorithms and proprietary datasets to extend, interpret, and tease out meaning from all of their data. We consolidate and aggregate the results into a holistic view that we then visualize for them on their dashboard.FactsWe refer to the

320
edsolovey
4 months ago
Brian
BrianDigits Team
published in Engineering

Architecting Digits Search: Real-time Transaction Indexing With BleveDigits Search

We launched Digits Search, which brings fast, beautiful, full-depth search to business financial data. We’ve received a ton of great customer feedback, but one question just keeps coming up…How did you build this!?Well, let’s break down how Digits Search puts your finances at your fingertips.Digits ArchitectureFirst, some quick background on Digits:Digits links with your business’ accounting software and your financial institutions to build, and continually maintain, a living model of your business with the most up-to-date data. Once linked, we ingest all of that financial data in raw form, a collection that we call “facts”. We then use machine learning and data processing to normalize all of that overlapping, unstructured data. We perform a significant number of calculations to fill holes in the picture, such as predicting how your latest transactions will be categorized, detecting and predicting recurring activity, etc.The end result of all this work is a “view”, which is then effici

310
Brian
4 months ago
hannes
hannesDigits Team
published in Engineering

Training and Deploying State of the Art Transformer Models at Digitsliving model

Understanding banking transactions as they happen, in real-time, is core to our mission with Digits Search. You can’t answer important finance questions with bad data.Transaction descriptions contain valuable information which helps us understand and communicate our customers’ business activity. The information we extract is then indexed and made available via Digits Search, and presented in a far more human-readable and intuitive manner than they would get from reviewing their raw bank or credit card statements.Here we wanted to share a peek behind the curtains on how we extract transaction information with Natural Language Processing (NLP) at Digits. You’ll learn how we apply state-of-the-art Transformer models to this problem and how we go from an ML model idea all the way to a production integration with our Digits Search product.Our PlanInformation can be extracted from unstructured text through a process called Named Entity Recognition (NER). This NLP concept has been around for

400
hannes
4 months ago
Shelly
Advisory Board
ShellyAdvisory Board
asked in General

Error in Summary of Executive Report

I am having issues with typing a summary in the Executive Report.When I hit enter to create a line in between paragraphs it does not work. I do not see the signature of my company name as I did in one of my other clients reports I get an Error 37927Please help.cc: @courtney  

8
Greg
4 months ago
Wayne Chang
Wayne ChangCo-founder
published in General

I'm an Operator of a Business, How do I....?operators

Hello Operators!We at Digits are extremely excited to have built and made available to you the world’s first living model. Allowing us to build groundbreaking tools for professionals in the finance field — including you!One of our first areas of focus has been to build out tooling that meets the needs of folks who operate businesses to solve your most frequent and time intensive tasks.These tools will help drive efficiency and time savings, allowing you to not only spend more time running your business but also do it with the confidence of fully understanding the finances as well! :-) Here are just a couple of the workflows we have unlocked with our next generation tools:Find out how much you spend every month without combing through all your bank accounts. See it all in once place in seconds with Digits Search. Feel the speed here! Updating investors and your team on the latest on the business has never been easier! Create and send beautiful, interactive monthly end reports in one-cli

490
Wayne Chang
4 months ago
Wayne Chang
Wayne ChangCo-founder
published in General

I'm an Accountant focused on Audit, How do I....?auditors

Hello Auditors!We at Digits are extremely excited to have built and made available to you the world’s first living model. Allowing us to build groundbreaking tools for professionals in the finance field — including you!One of our first areas of focus has been to build out tooling that meets the needs of Auditors to solve your most frequent and time intensive tasks.These tools will help drive efficiency and time savings. All while still giving you the power you need to deep dive into the depths of a companies financials :-) Here are just a couple of the workflows we have unlocked with our next generation tools:Even with the thinnest of context like a transaction ID or a vendor to go off of, find the details to assess what is throwing off the numbers in no time with Digits Search. Find everything you need, down to the transaction level. Witness the speed here! With thousands of transactions, vendors and customers to comb through, keeping track of notes you find along the way is painful. 

190
Wayne Chang
4 months ago
Wayne Chang
Wayne ChangCo-founder
published in General

I'm a Bookkeeper/Accountant, How do I....?Bookkeepers/Accountants

Hello Accountants & Bookkeepers!We at Digits are extremely excited to have built and made available to you the world’s first living model. Allowing us to build groundbreaking tools for professionals in the finance field — including you!One of our first areas of focus has been to build out tooling that meets the needs of bookkeepers to solve your most frequent and time intensive tasks.These tools will help drive efficiency and time savings. All while still making you look great to your clients :-) Here are just a couple of the workflows we have unlocked with our next generation tools:Create and send beautiful, interactive monthly end reports to your clients in one-click. Why spend hours reconciling and designing a report by hand? Generate one with Digits Reports, proof, and then send. See how easy it is here!   Save hours of time doing manual variance analysis through using our robust reports analytics toggles. Quickly see if any accounts, vendors or transactions are out of place th

880
Wayne Chang
5 months ago

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