One Model’s Rise: Solving the Productivity Data Crisis with Governed AI

AUSTIN, TX – March 12, 2026 – By Daniel Howard

In an era where data is king, a startling paradox is emerging in corporate C-suites: while boards and CEOs demand concrete proof of workforce productivity and return on investment, the very leaders in charge of human capital—Chief Human Resources Officers (CHROs)—are losing faith in the data at their disposal. Tapping into this widening “productivity-data blind spot,” people analytics firm One Model has reported record 2025 momentum, signaling a market shift toward integrated, trustworthy workforce intelligence.

The Austin-based company, which provides a people analytics infrastructure for large enterprises, announced it became cash-flow positive in the second half of 2025, fueled by robust customer retention and significant global expansion. The results underscore a growing enterprise appetite for solutions that can unify fragmented HR data and provide defensible, AI-driven insights.

The Executive Expectation Gap

The core of the issue lies in a crisis of confidence. A recent survey by One Model found that only about one in three CHROs feel highly confident in their organization's productivity data. This stands in stark contrast to metrics like employee attrition, where 70% of leaders trust the numbers. The survey identified fragmented systems as the primary culprit, with 42% of CHROs citing it as the top barrier to reliable reporting. This data fragmentation forces many leaders into a difficult position, with nearly half admitting they often use dashboards they know are incomplete.

“Workforce performance is the growth engine. If you can’t connect people data to outcomes, you can’t scale with confidence—period,” said Chris Butler, CEO of One Model, in a recent statement. “Our job is to make workforce data defensible: connected across systems, governed, and usable by business leaders.”

This sentiment resonates across the industry. Independent market analysis confirms that while HR leaders are under immense pressure to leverage data for strategic decisions, the quality and accessibility of that data remain significant hurdles. Investment in people analytics is soaring—a 2024 Gartner HR Survey noted over 72% of HR leaders planned to increase spending in the area—but the investment is only valuable if it leads to trusted outcomes. The challenge is not a lack of data, but a lack of a single, reliable source of truth.

Challenging the Status Quo with an Open Infrastructure

One Model is carving out its niche in a competitive field that includes established players like Visier, Workday People Analytics, and SAP SuccessFactors. While these platforms offer powerful analytics, One Model differentiates itself by positioning its product not just as a tool, but as an open infrastructure platform. The company claims that 15% of its new deals in 2025 were direct competitive replacements, suggesting that some enterprises are moving away from legacy, “black box” solutions.

Unlike systems that may obscure their data models and calculations, One Model emphasizes transparency and control, giving customers direct access to their data warehouse and the logic behind the analytics. This open approach is designed for experienced data teams who want to integrate their own tools or build custom applications on a governed foundation. It’s a move away from arguing over whose spreadsheet is correct and toward a collaborative, fact-based operational model.

The strategy appears to be paying off with deep customer loyalty. The company reported a gross ARR retention rate between 95% and 100% for 2025 and noted that only one customer above its average subscription price has churned in the last decade. This high retention among large, complex enterprises like The New York Times, Dropbox, and GE Aerospace suggests the platform is becoming deeply embedded in their operations.

Tanmay Manohar, Vice President of People Analytics & Workforce Planning at Paramount, highlighted the platform's real-world impact. “We now have real-time access to data that allows us to make decisions,” he said. “With One Model, I’m able to pull up data with senior leadership and say, ‘This is enough to make a decision right here in this moment.’”

Pioneering Governed and Ethical AI

As artificial intelligence becomes more integrated into HR technology, concerns over bias, privacy, and transparency have grown. One Model is tackling these issues head-on with a focus on “governed AI.” This commitment was recognized when the company received AI Breakthrough’s 2025 ‘Ethical AI Solution of the Year’ award.

The company’s approach is to embed AI within a framework of strict data governance. A key innovation is its adoption of the Model Context Protocol (MCP), a service that allows for secure, standardized connections between One Model’s governed data and major enterprise AI tools like ChatGPT, Claude, and Gemini. This enables customers to build their own internal AI applications on a foundation of trusted, controlled workforce data, mitigating the risks of using sensitive employee information in ungoverned environments.

Product advancements shipped in 2025 further this vision. The One AI Assistant provides a conversational interface for managers to explore workforce questions, while One AI Data Intelligence uses AI to accelerate the onboarding of new data sets, shortening the time to value. These tools are designed to make sophisticated analytics accessible without sacrificing the ethical guardrails necessary for handling people data.

From Funding to Financial Discipline

One Model’s 2025 momentum was built on a strong financial foundation. The company secured a $41 million Series B funding round in August 2023, which it used to fuel an aggressive global expansion. Its go-to-market organization grew by approximately 80% across North America, EMEA, and Asia-Pacific. The investment in Europe, in particular, has paid dividends, with sales pipeline activity hitting a record high.

Achieving cash-flow positivity in the latter half of 2025 marks a significant milestone, demonstrating a sustainable business model where over 95% of revenue comes from long-term subscriptions. In a tech market that has shifted its focus from growth-at-all-costs to profitable, efficient operations, this financial discipline, combined with high customer retention, positions the company for durable, long-term success as it continues to help enterprises navigate the complexities of modern workforce management.