Every business runs on accounting, but the systems underneath it were built for a different era. Today’s ERPs don’t store a company’s financial data. They store a diluted copy of it. Every contract, lease, and invoice gets flattened into a journal entry, and the context that made it meaningful is thrown away. That’s why accounting teams spend every month re-checking numbers, stitching together spreadsheets, and waiting on engineering, and why AI struggles to do real accounting work. Accounting doesn’t have a reporting problem. It has a data problem.
Enter Numeric: the data platform finance teams run on. We started with the month-end close, where the data problem hurts most, and hundreds of finance teams now run their close on Numeric. That work led us to rebuild the system of record itself. In September 2026 we launched the Financial Data Platform (FDP), a platform built for the agent era. Instead of a journal entry, the real business object enters the system and the accounting is derived from it. Every number is traceable to its source, reporting works on any dimension, and accountants and AI agents finally have enough context to work together. While others bolted AI features onto the old data model, we built a new one.
We have a growing base of customers who love our product, including Anthropic, Plaid, Brex, Betterment, Wealthfront, and Asana. We’ve raised $89M from top-tier investors including IVP, Menlo Ventures, Founders Fund, and 8VC, along with founders and executives from Ramp, Segment, and other category-defining companies. We’re hybrid but in-office first, with teams in New York, San Francisco, and London, and we just shipped the product that will define our next decade. There’s never been a better time to join.
As an engineer at Numeric, you will own end-to-end execution of product execution as well as inform product strategy and direction. We look for bright, fast builders with strong fundamentals and a focus on helping our users and solving the right problems.
Our data platform, consisting of:
Ingestion, metadata management, lineage, and transformation to support the depth and nuance for detailed analysis and insight while maintaining traceability to sources.
Our reporting experience where end users can flexibly define highly-structured projections of financials to be saved as reports and integrated into their workflows. Reports are traceable and composable, allowing users to drill down to the underlying transaction-level details and more.
Monitoring, enabling customers to catch bad data at the source and avoid the pain and headaches of cleaning up mistakes weeks or months late.
Our core automation engines:
Our generalizable accounting engine brings structure to chaos, automating a massive proportion of the work and reducing manual error and turning accountants into engineers.
With our cash matching product, we save our customers hundreds of painstaking hours each month to resolve event streams of transactions by combining rules, statistical methods, and AI to automate and build the financial graph.
Our underlying tooling for simulation (and associated DSL), projection, time travel, and more which enables us to rapidly iterate while ensuring correctness and consistency.
Our workflow and AI layers:
We drive complex cyclical work with dependencies, communication, insights, and workflow automations to help our customers manage world-class operations and support smooth month-end close and year-end audits.
We take pride in our delightful user experience, and depend on both excellent design and nuanced AI workflows to bring the full power of our platform together for our users.
Computer science or other technical degree
4+ years of experience in software engineering
This role is hybrid in San Francisco, in-office first.
As an engineer at Numeric you will learn the domain, meet your users, and exercise substantial creativity and agency over product direction. You'll work with a high-pace, high-integrity team that loves collaboration.
We believe the best company is the one with the best ICs and we’ve built a culture to maximize great work. We believe great product & engineering come from a desire to win, a deep care for the craft, and a pragmatism in shipping for overall impact. As engineers we ground our work in our understanding of the users, the domain, and the goals for our organization.
We strongly believe we will only be successful if everyone on the team is anchored in our following set of core principles:
Own the Outcome: We own our results. We typically hire builders and give them large mandates with high-trust. Engineers are responsible not just for code, but for ensuring the product is solving the end problems of the users.
Brick by Brick: To win, our team needs to show up and execute in each domain every day.
Love the Game: We focus on the craft and a deep sense of giving a f*ck. We’re building a company full of people who are equally engaged and motivated.
Earn the right: Our ability to rethink how things are done depends on the trust and reputation we build by shipping quality products and improving the lives of our users.
SALY: We refuse to accept “Same As Last Year.” We bring fresh eyes to a stagnated and underserved domain. We’re driven by a first-principles approach to building better solutions.
Read some of our thoughts on engineering and company-building here.
Numeric.io provides a SaaS platform for financial close management designed for enterprises and IPO-ready companies. It unifies closing, reconciliation, and financial data analysis into a single system that supports collaboration, visibility, and control over month-end processes. The platform automates complex tasks and enforces financial controls to keep companies audit-ready, aiming to speed up closes and improve accuracy. The product differentiates itself by serving large organizations with scalable solutions tailored to their close requirements, offering continuous updates under a subscription model. Overall, Numeric.io’s goal is to transform how businesses handle their monthly close, making it faster, more reliable, and compliant.
Company Size
51-200
Company Stage
Series B
Total Funding
$92.5M
Headquarters
San Francisco, California
Founded
2020
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Numeric launches Financial Data Platform, the ERP replacement built for the agent era. September 22, 2026 6:07 AM Gift Article The robust platform stores far more context than journal entries, giving finance teams a foundation built for AI rather than one retrofitted for it. SAN FRANCISCO, CA / ACCESS Newswire / September 22, 2026 / Today, Numeric announced the launch of the Financial Data Platform (FDP), an ERP replacement built for enterprise companies with complex accounting. The platform is built on a simple idea: the general ledger has too little context to be effective in the AI era. If you rebuild the system to preserve context, you suddenly remove the ceiling on automation, rich reporting, and agents. Historically, general ledgers were built to do one job well: produce GAAP-compliant financial statements. To do it, they compress a business event into debits, credits, memo lines and a handful of fields, discarding the context around the transaction. That structure dates to the era of paper ledgers, and it has survived intact through every generation of software built on top of it. "I view 'AI-native ERPs' largely as inheriting the prior generation of infrastructure, but with AI features bolted on. Same house, new paint," said Parker Gilbert, CEO of Numeric. "We think a bigger rethink is required. You should instead have one platform for all of finance that starts by reflecting the way the business transacts, enables teams to transform their data, and automates the creation of accounting records." TOP VIDEOS The Financial Data Platform is the first system to update accounting architecture for the age of agents. It stores each business event as a complete record instead, retaining the original source document and its metadata, with debits and credits as one projection of that record rather than the record itself. The result is closer to a data warehouse with accounting logic than a typical ERP. "Numeric is an operating engine. It's not a legacy ERP system, it's not accounting software; it takes data from every operating platform your business uses and turns it into day-to-day accounting that's flexible and easy to configure, by any accountant," said current customer Asia McKnight, Controller at Built. For finance teams, this new architecture changes what a month looks like: * A close measured in hours, not weeks. Records arrive carrying enough context to be routed to the correct accounting treatment. Accountants define the rules once and review the exceptions, instead of booking the same journal entries every period. * Answers at the speed of the question. Detail is queryable without exporting into a separate FP&A stack: making effortless asks to drill into the incremental software and hardware cost of another engineer, understand revenue by customer and product line pivoted by region, or project department costs after a reorg. * A foundation AI can actually reason on. The platform is built for finance engineers: accountants who build systems that do the accounting, not accountants who do it by hand. Background agents, applications, and custom ledgers with hardcoded audit trails are a prompt away, possible due to complete context rather than summarized entries. Switching ERPs is typically a rip-and-replace 6-month+ ordeal. The Financial Data Platform can be deployed module by module instead - for the hundreds of NetSuite companies already on Numeric, that means solving the hardest accounting challenges first while still posting back to NetSuite, until they're ready for a full transition. More information is available at numeric.io/financial-data-platform. About Numeric Numeric is the data platform finance teams run on, from close management and order-to-cash to a full ERP replacement. By rearchitecting how accounting is done, Numeric eliminates recurring work and creates a context-rich, AI-ready foundation for better business decisions. Media Contact
Numeric secures $51M Series B led by IVP. Numeric, the AI accounting automation platform, has raised a $51 million Series B round led by IVP, with participation from Menlo Ventures, Founders Fund, Alkeon, 8VC, Socii Capital, Access Industries, Friends & Family Capital, Long Journey Ventures and Fifth Down, as well as Marc Huffman, Former CEO of BlackLine, and Ron Gill, Former CFO of NetSuite. This investment, which brings Numeric's total funding raised to $89 million, will allow Numeric to expand from close management into a broader compound startup model - delivering a unified data platform for enterprise finance teams. Alongside the funding announcement, Numeric is launching its cash management product. Accounting for cash is often the most painful step of the close process for enterprises, and it starts with cash matching: the process of reconciling bank transactions with general ledger entries. Legacy tools often deliver match rates below 30%, leaving finance teams to reconcile hundreds or thousands of transactions manually. For growing companies, this can require teams of five or more people dedicated solely to cash reconciliation. Numeric's solution achieves a 90%+ auto-match rate; nearly triple the industry standard. Early customers of the new product, including Brex, Public.com, and Clipboard Health, are already eliminating multiple days of manual reconciliation work each month. The Series B represents a pivotal moment in Numeric's evolution from a close management solution to a multi-product platform with a shared data core. With three core products now live - Close Management, Analytics, and Cash Management - Numeric is building what CEO Parker Gilbert describes as "the connected platform for finance operations." "We started by solving the close, but our vision has always been greater," said Gilbert. "Each product we build makes the others more powerful. We're marching toward a future where accounting isn't manual spreadsheet work but instead is a real-time strategic function. This funding accelerates that timeline significantly." "Numeric has consistently demonstrated exceptional product execution and deep understanding of what finance teams actually need," said Ajay Vashee, General Partner at IVP. "Their ability to expand from close management into analytics and now cash management, while maintaining product excellence across each, shows they're building something truly differentiated. We're excited to support their vision for the future of accounting." Brex, who piloted the product, saw their match rate jump from 30% to over 90%, enabling their team to dramatically reduce time spent on manual reconciliation work. "Numeric didn't have the dream of just a project management tool. Numeric had the dream of a flux analysis product, a cash reconciliation product, the full linking between the ERP system and their platform. And Numeric had the dream of AI," said Kevin Moore, Controller at Brex. "I think ultimately that implementing Numeric is one of the best decisions I've made as controller over my 7 years at Brex." Numeric's platform strategy mirrors successful enterprise platforms like Salesforce and Rippling, which built category-defining businesses by expanding horizontally across related workflows. The company plans to launch additional products throughout 2026 and 2027, each designed to automate a different critical accounting workflow. Numeric's approach combines AI for pattern recognition with deterministic code for calculations and human oversight for exceptions. The platform approach is underpinned by Numeric's AI philosophy: use it thoughtfully, not indiscriminately. "AI is powerful, but imperfect. Most importantly, accounting can't tolerate errors compounding," said Gilbert. "We route the right work to the right operator: AI to interpret unstructured data, code to handle calculations with precision, and humans to add context and make judgment calls."
Numeric raises $51M to automate enterprise accounting. * Numeric raised $51 million in Series B funding led by IVP, bringing total funding to $89 million. * Early customers report 90%+ automated cash-match rates, far above legacy tools that struggle to hit 30%. * The company is expanding from close management into a unified finance data platform with cash management now live. Automating the finance back office. Numeric has raised $51 million to change how accounting teams work. It wants to replace spreadsheets. It wants to retire manual reconciliations. It wants to build a single data layer for all finance operations. The round was led by IVP. Menlo Ventures, Founders Fund, Alkeon, 8VC, Socii Capital, Access Industries and others joined. Former BlackLine CEO Marc Huffman and former NetSuite CFO Ron Gill also participated. The company now has $89 million in total funding. It is headquartered in San Francisco, New York and London. Founded in 2020 by Anthony Alvernaz, Parker Gilbert and Andrew Bihl, Numeric started with one goal. Reduce the manual lift in accounting. Reduce the noise. Give finance teams more time for judgement work. CEO Parker Gilbert said the vision was always broader than the initial product. "We started by solving the close," he said. "But we've always aimed to connect everything. Cash. Close. Analytics. One system. One shared layer." Finance teams are moving that direction too. They are shifting from siloed tools to unified platforms. Close systems. Cash systems. Analytics dashboards. These used to be separate. Numeric wants to fuse them. A painful workflow fixed. The new cash management product is central to this expansion. Cash matching is notorious. Bank transactions arrive in messy rows. General ledger entries rarely align perfectly. Teams compare transactions line by line. Some companies dedicate multiple employees to this process alone. Legacy tools match less than 30% of transactions automatically. Numeric's system hits 90% and above. That difference matters. It saves days of work each month. It cuts errors. It reduces the number of people needed to handle reconciliation. Brex, Public.com and Clipboard Health have already adopted the tool. With Brex, match rates jumped from 30% to beyond 90%. The controller at Brex, Kevin Moore, said Numeric had ambitions far beyond a simple project tracker. "Numeric had the dream of full linking between the ERP system and their platform," he said. "It had the dream of AI. I think implementing Numeric is one of the best decisions I've made." How the platform works. Numeric now has three core products. Close Management. Analytics. Cash Management. Each is connected through a shared data foundation. That foundation powers a range of tools that finance teams use every month. Close Management gives accountants task dashboards. It shows bottlenecks. It shows progress. It links tasks to journal entries. It creates audit trails that update automatically. Auditors can even access the system in read-only mode. Account Reconciliation uses deep integrations with ERPs like NetSuite, Xero, QBO and Sage Intacct. It matches ledger balances with supporting documents. It flags accounts that fall out of balance. It points to the transactions that caused discrepancies. For flux analysis, Numeric provides AI-powered first-pass explanations. It identifies drivers. It reads trends. It drafts commentary. Teams can customise reports and set thresholds to catch only material changes. The platform also includes an AI assistant trained on GAAP, IFRS, SEC filings and Big Four guidance. It drafts accounting policies. It answers technical questions. It provides citations. With more parts now connected, each workflow makes others more useful. Reconciliations feed variance analysis. Variance analysis clarifies close tasks. Cash matching refines reporting. Investor strategy and momentum. The investor mix says something. These firms back companies that scale horizontally across workflows. Salesforce did that. Rippling did that. Numeric wants to follow a similar path in finance operations. IVP general partner Ajay Vashee said the team has executed consistently. Each new product maintains quality. Each fits naturally with the others. "They're building something differentiated," he said. As Numeric moves into 2026 and 2027, more products will arrive. Each will automate a different accounting workflow. Debt schedules. Inventory adjustments. Intercompany. Revenue operations. These areas are still heavy with spreadsheets. Numeric intends to automate them next. Why this shift matters. Finance teams have always tolerated manual work. Reconciliation. Tracking. Variance explanations. Close calendars. However, companies now generate more transactions. Global operations add more systems. Audits demand more documentation. Teams cannot scale labour linearly to keep up. A unified data layer solves the scale problem. It ensures consistency. It reduces risk. It makes every tool stronger. Gilbert said AI must be used responsibly. "AI is powerful, but imperfect," he said. "Accounting cannot tolerate compounding errors. We route the right work to the right operator. AI. Code. Humans." That philosophy sets Numeric apart. It does not aim to replace accountants. It aims to remove everything that distracts them from judgement work. What comes next. The next year will show how far Numeric can go. The team will focus on product expansion. More enterprise integrations. Deeper ERP syncing. Faster transaction processing. More finance leaders will test the system. More customers will push it to new limits. If adoption grows, Numeric could become the operating layer for back-office finance. Its challenge is speed. It must deliver new products without losing reliability. It must prove that its unified data layer scales. It must show that automation can be both safe and accurate. If it succeeds, accounting teams may begin treating operations the way engineering teams treat DevOps. Real-time. Continuous. Connected. To stay updated on crypto venture capital funding and market trends, visit its venture capital news section for more insight. Clinton Nwachukwu is a crypto and finance writer with an MBA in Artificial Intelligence and 6+ years of experience creating content for leading global brands. He turns complex topics into clear, actionable insights for readers worldwide. VentureBurn is a media platform covering the latest in cryptocurrency, artificial intelligence, venture capital, and the startup ecosystem. Opinions expressed on VentureBurn are for informational purposes only and do not constitute investment advice. Before making any high-risk investments in digital assets or emerging technologies, readers should conduct their own due diligence. All transactions and financial decisions are made at your own risk, and any losses incurred are solely your responsibility. VentureBurn does not endorse or recommend the buying or selling of any digital assets and is not a licensed investment advisor. Please note that VentureBurn may participate in affiliate marketing programs.
Numeric, a San Francisco, CA and London, UK-based provider of an AI accounting automation platform, raised $51M in Series B funding
Numeric has secured $51 million in Series B funding to enhance its accounting automation services, as reported by CEO Parker Gilbert to Axios. Finance teams are increasingly adopting unified platforms that integrate close, cash, and analytics into a single data layer.