DataRobot vs Decimal
Side-by-side comparison of AI visibility scores, market position, and capabilities
$285M revenue 2024; $225M ARR (+12.5% YoY slowdown); $6.3B valuation; $1.3B total funding; 850 customers; 969 employees; AutoML market $1B 2023 to $6.4B 2028 (+45% CAGR); enterprise AI platform
About
DataRobot is an enterprise AI and machine learning platform company founded in 2012 in Boston by Jeremy Achin and Tom de Godoy. The company pioneered the AutoML category, with a mission to democratize AI by automating the model development lifecycle so that data scientists, analysts, and business users at any organization could build, deploy, and monitor predictive models without requiring deep ML expertise for every step.\n\nDataRobot's platform covers the full AI lifecycle: automated feature engineering and model training across dozens of algorithms, model explainability and bias detection, one-click deployment to production, and continuous monitoring for model drift and data quality degradation. The company has expanded beyond AutoML into a broader AI platform that supports generative AI use cases, LLM evaluation, and AI governance workflows. DataRobot serves more than 850 enterprise customers across financial services, healthcare, manufacturing, and the public sector, with use cases spanning credit risk modeling, demand forecasting, predictive maintenance, and clinical decision support.\n\nDataRobot reported $285 million in revenue for 2024, with $225 million in ARR, and carries a $6.3 billion valuation on $1.3 billion in total funding. The company has navigated multiple leadership transitions and repositioning efforts, ultimately establishing itself as a durable enterprise AI platform. Its depth of AutoML capabilities, enterprise governance features, and broad deployment integrations keep it competitive against both specialist ML platforms and the AI tools embedded in major cloud providers.
Tech-enabled bookkeeping pairing dedicated accountants with proprietary automation; flat monthly subscription; founded 2020 in Fishers, Indiana; faster close with full client transparency.
About
Decimal is a Fishers, Indiana-based technology-enabled bookkeeping company that provides small businesses with a dedicated accounting team and a modern software platform for a flat monthly subscription. Founded in 2020, Decimal was built to address the most common frustration of small business owners who have outgrown DIY bookkeeping but find traditional bookkeeping firms slow, expensive, and opaque. Decimal pairs each client with a dedicated bookkeeper and accounting team who are supported by proprietary software that automates routine transaction processing, exception identification, and reporting, allowing the human team to focus on accuracy review, month-end close, and client communication rather than manual data entry.\n\nDecimal's product experience centers on transparency and responsiveness. Clients access their books through a web portal with real-time financial dashboards showing cash position, profit and loss, and accounts receivable and payable balances. The platform includes a communication thread for each question or task, giving small business owners visibility into the status of their bookkeeping without email chains or phone tag. Decimal's pricing model is a flat monthly subscription based on business complexity rather than hours worked, making costs predictable and removing the billing anxiety that characterizes traditional bookkeeping relationships.\n\nDecimal targets small businesses with $500,000 to $10 million in annual revenue that need accurate, timely books and periodic financial guidance but are not yet ready for a full-time accounting hire or a CFO-level engagement. The company operates as a fully remote team and serves clients across the United States in industries including professional services, e-commerce, retail, and service businesses. Decimal competes with Bench, Pilot, and Botkeeper in the technology-enabled bookkeeping market, differentiating on its dedicated team model, the quality of its software-plus-human integration, and its Midwestern operational roots that keep its cost structure competitive.
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