Financial Data and Key Metrics Changes - In Q4 2025, the company generated $72.4 million in revenue, reflecting a 22% year-over-year growth, and full-year revenue reached $251.7 million, representing a 48% year-over-year growth for 2025 [4][23] - The consolidated adjusted gross margin for Q4 was 42%, exceeding the target of 40%, and adjusted EBITDA totaled $15.7 million, or 22% of revenue, surpassing analyst consensus by $1.2 million [4][23] - The company ended the year with $82.2 million in cash, an increase of approximately $8.4 million sequentially [4][23] Business Line Data and Key Metrics Changes - The company made significant investments in COGS and SG&A, focusing on engineers, data scientists, and customer-facing account leadership, which contributed to innovation and expanded opportunities [5] - The company anticipates another year of potentially extraordinary growth in 2026, estimating year-over-year growth of approximately 35% or more based on active programs and awarded wins [6][24] Market Data and Key Metrics Changes - The company is experiencing robust demand across the entire generative AI lifecycle, including development, evaluation, and ongoing model optimization, indicating strong market traction with a diverse customer base [5][6] - The company expects increased spending from its largest customer and faster growth from the remaining customer base, contributing to customer diversification [7] Company Strategy and Development Direction - The company is entering a golden age of innovation, focusing on generative AI model training, agentic AI, and physical AI, with a strong emphasis on data quality and engineering [9][21] - The company aims to position itself as a lifecycle partner in agent reliability, enhancing its role beyond just a data supplier [17] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the company's momentum and the potential for significant upside in 2026, while also acknowledging the variability in customer ramp schedules and budget approvals [6][7] - The company is committed to following a conservative approach to forecasting growth, aiming to surprise and exceed expectations as it diversifies its customer base [31][32] Other Important Information - The company did not draw down on its $30 million Wells Fargo credit facility, indicating a strong cash position [23] - The company is focused on maintaining profitability while aggressively reinvesting in innovations that drive growth [43] Q&A Session Summary Question: Insights on the breadth of data science opportunities - Management highlighted the increasing relevance of their innovations in AI, emphasizing that they are well-positioned to address enterprise challenges in integrating AI [27][29] Question: Comparison of current expectations to previous years - Management confirmed that they are maintaining a conservative approach to forecasting, with aspirations to exceed expectations as they see significant opportunities with a larger customer base [31] Question: Employee needs and gross margin expectations - Management indicated that employee investments will depend on projected growth rates, with expectations of moving back toward target gross margins over time [39] Question: Adjusted EBITDA margin targets for 2026 - Management stated that while they are focused on seizing opportunities, they believe they can maintain profitability while reinvesting in the business [43] Question: Clarification on revenue replacement for the largest customer - Management explained that innovation is crucial for scaling and diversifying engagements, with new requirements emerging that are more interesting from a business perspective [50][51]

Financial Data and Key Metrics Changes - Q4 2025 revenue reached $72.4 million, reflecting a 22% year-over-year growth, with full-year revenue totaling $251.7 million, representing a 48% year-over-year growth for 2025 [4][23] - Q4 consolidated adjusted gross margin was 42%, exceeding the target of 40%, with adjusted EBITDA totaling $15.7 million or 22% of revenue [4][23] - The company ended the year with $82.2 million in cash, an increase of approximately $8.4 million sequentially [4][23] Business Line Data and Key Metrics Changes - The company made significant investments in COGS and SG&A, which contributed to innovation and growth opportunities [5] - Adjusted gross profit for Q4 2025 was $30.1 million, an increase of 6% year-over-year and 9% sequentially [23] Market Data and Key Metrics Changes - The company anticipates a year-over-year growth of approximately 35% or more for 2026, driven by robust demand across the generative AI lifecycle [5][24] - The growth is expected to come from a diversified customer base, including large customers and domestic AI innovation labs [6][7] Company Strategy and Development Direction - The company is focused on continuous innovation in generative AI, agentic AI, and physical AI, emphasizing the importance of data quality and engineering [9][21] - The strategic advantage lies in the ability to engineer data that improves model performance in real-world conditions, positioning the company as a lifecycle partner in agent reliability [17][21] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the business momentum and the potential for extraordinary growth in 2026, while also acknowledging the variability in customer ramp schedules and budget approvals [5][6] - The company aims to surprise and exceed expectations, with a focus on customer diversification and hybrid human/technology-driven solutions [30][31] Other Important Information - The company did not draw down on its $30 million credit facility, indicating a strong cash position [23] - The innovations in AI are expected to enhance margins and revenue, with early 2026 adjusted gross margins projected to be in the 35%-40% range [22][21] Q&A Session Summary Question: Discussion on the breadth of AI data science opportunities - Management highlighted the increasing relevance of their innovations in addressing enterprise challenges in AI integration, emphasizing the importance of data engineering [26][28] Question: Comparison of current expectations to previous years - Management confirmed a conservative approach to forecasting growth, aiming to surprise and exceed expectations while focusing on clear opportunities [30] Question: Employee needs and gross margin expectations - Management indicated that employee investments would align with projected growth rates, with expectations of returning to target gross margins over time [36][37] Question: Adjusted EBITDA margin targets for 2026 - Management stated that while focusing on seizing opportunities, they believe they can maintain profitability while reinvesting in the business [42] Question: Innovations related to margin expansion - Management explained that innovations involving hybrid software and human teams are expected to lead to gross margin expansion over time [44] Question: Revenue expectations for Q1 2026 - Management anticipates significant revenue growth, with evidence of becoming a foundational layer within AI ecosystems [45][46] Question: Clarification on the $20 million revenue replacement - Management clarified that innovation is crucial for addressing emerging requirements, leading to new engagements and customer diversification [49][52]