Numos Tackles AI Trust Gap in Finance With $4.25M Seed Round

SAN FRANCISCO, CA – April 02, 2026 – Numos, a startup building an artificial intelligence platform for enterprise finance teams, announced it has raised a $4.25 million seed round led by General Catalyst. The funding, which includes participation from Operator Collective, aims to solve one of the biggest hurdles to AI adoption in the corporate world: the deep-seated skepticism of Chief Financial Officers.

While industries from marketing to software development have embraced AI, the office of the CFO has remained a cautious holdout. This is not due to a lack of potential, but a lack of trust. Numos is positioning itself as the answer, offering a platform that prioritizes transparency and auditability to win over finance leaders who are ultimately accountable for every number.

The company’s AI platform integrates with a company's existing financial technology stack—including accounting systems, billing tools, data warehouses, and spreadsheets—to continuously analyze transactions and automate complex workflows. The goal is to accelerate financial closing, reporting, and strategic decision-making without forcing teams to rely on opaque, 'black-box' algorithms.

Bridging the AI Trust Gap

Industry analysts have long forecasted AI's transformative potential in finance. Gartner recently predicted that embedded AI will enable a 30% faster financial close by 2028. Yet, adoption rates lag significantly behind the hype. The core issue is accountability. Finance teams cannot afford to use tools whose reasoning is inscrutable.

“AI has enormous potential in finance, but adoption will only happen if teams can understand and verify the outputs,” said Parijat Sarkar, CEO and co-founder of Numos. “Finance teams aren’t just analyzing numbers, they’re accountable for them. Numos enables the work while keeping every step transparent and auditable.”

This is the critical gap Numos aims to fill. Unlike systems that produce answers without explanation, Numos is designed to show its work. The platform provides a clear audit trail, revealing its sources and reasoning at every stage, from initial variance analysis to complex reconciliations and quote-to-cash automations. This focus on explainability directly addresses the primary concerns of CFOs regarding data quality, integration complexity, and the risks associated with unauditable AI. By building a system that finance professionals can interrogate and trust, Numos is turning a major barrier into its core value proposition.

A Team of AI Agents for the Finance Team

The technology behind Numos moves beyond a single monolithic AI model. Instead, it employs a sophisticated orchestration of specialized AI agents, each designed to understand specific financial contexts and workflows. This architecture allows the platform to transform previously fragmented and manual processes into reliable, automated systems that operate at scale.

“The future of finance isn’t one AI tool, it’s a team of AI agents working alongside your finance team,” explained Mitul Tiwari, CTO and Co-Founder of Numos. “Numos orchestrates specialized agents that understand financial context, automate repetitive workflows, and continuously evaluate their outputs. By coordinating these agents across existing finance systems, we transform fragmented processes like reconciliations, variance analysis, and reporting into automated workflows that execute reliably at scale.”

This approach is already yielding significant results for early adopters. The company reports that customers are achieving up to 80% faster financial planning and analysis (FP&A) reporting cycles and are closing their books in less than half the time. This efficiency gain is attracting attention from a range of enterprises, from scaled private companies like Dandy to public corporations such as Udemy.

Kelly Templeton, Director of Finance at Udemy, validated the platform's impact. “Numos bridges the gap between siloed financial data and actionable insights within our complex operating environment,” she stated. “Having AI that works within our established systems to surface key drivers has empowered our team to make faster, more confident decisions during our close cycles.”

Visionary Founders and Strategic Backing

The confidence of investors and customers is rooted not only in the technology but also in the deep expertise of its founding team and advisors. The company is led by Parijat Sarkar, who previously served as a senior vice president at Zenefits with leadership roles across product and engineering, and Mitul Tiwari, a PhD in computer science who spent a decade building large-scale AI systems at tech giants like LinkedIn and ServiceNow.

This combination of firsthand finance operations experience and elite AI engineering is a key differentiator. “Parijat and Mitul bring firsthand experience building in and alongside the office of the CFO, giving them a deep understanding of how demanding and nuanced finance workflows truly are,” said Yuri Sagalov, Managing Director at General Catalyst. “We love backing technical founders tackling complex, underserved problems, and Numos is purpose-built to deliver trusted, measurable results for finance teams.”

Further bolstering its strategic credentials is a powerful advisory board. It includes Sue Taylor, the former Chief Accounting Officer of Meta and LinkedIn, whose career places her at the pinnacle of financial compliance and reporting for public companies. Her involvement signals a strong validation of Numos's ability to meet the rigorous audit and compliance standards of a CAO's organization. Alongside her is Kieran Snyder, VP of AI Transformation at Microsoft, whose expertise in scaling enterprise AI provides critical insight into driving widespread adoption.

With the new capital, Numos plans to accelerate product development and expand its engineering team, deepening its capabilities in building the trusted AI layer for modern finance. As regulatory scrutiny over AI and data governance intensifies, the demand for auditable, transparent systems is set to grow, placing Numos at a strategic intersection of technology, finance, and compliance.