I'm Ben Kuss and I'm here to talk about the lessons that we learned at Box building um agent architectures. Um if you don't know Box, uh we are a B2B company. Um many people know us uh from our content sharing, but we think of ourselves as an unstructured data platform.Uh we have uh we typically deal with large enterprises. So like um uh big companies across Fortune 500. We have over 115,000 companies, tens of millions of users and our customers have given us uh entrusted us with over an exabyte of their da ...

So robot body process automation is literally if human had to do something you basically open some browser or whatever take some data put into some other system click some button and all that stuff. So it records that human clicks on that desktop and tries to keep repeating it. So you kind of like get that automated and the hard part that they had is you can't do robotic process for unstructured data because it's not fixed they change it.So anything will be very very brutal. The bet that we are taking is th ...

Financial Data and Key Metrics Changes - Total Annual Recurring Revenue (ARR) growth was 26%, or 28% when adjusted for foreign exchange, both representing accelerations compared to Q4 [15][65] - Revenue growth was 25%, or 27% on a constant currency basis, with record growth in net new ARR [15][65] - Non-GAAP operating margin in Q1 was approximately 14.5%, with expectations to maintain similar margins for the year [16][65] Business Line Data and Key Metrics Changes - The company has three major suites: resilience, control, and modernization, designed to manage unstructured data throughout its lifecycle [4][8] - The resilience suite focuses on data continuity and lifecycle management, while the control suite implements access controls and user lifecycle management [5][6] - The modernization suite facilitates data migration from legacy systems, retaining data fidelity [8][57] Market Data and Key Metrics Changes - Approximately 11% of the company's ARR is tied to the federal government globally, with only about 2% of total ARR exposed to agencies affected by the Doge situation [18][19] - The demand environment remains healthy, with organizations prioritizing spending in areas that drive value, despite macroeconomic uncertainties [12][66] Company Strategy and Development Direction - The company aims to help organizations with unstructured data management and security, emphasizing the importance of data governance in the context of AI capabilities [3][22] - The strategy includes expanding into the Google Cloud ecosystem and enhancing partnerships with managed service providers (MSPs) [41][45] - The company is focused on geographic expansion, strategic mergers and acquisitions, and scaling its channel strategy to support long-term growth targets [49] Management's Comments on Operating Environment and Future Outlook - Management acknowledges ongoing macroeconomic uncertainty but believes the company is well-positioned to address high-priority issues for clients [12][14] - The pipeline for new business remains positive, indicating continued momentum in performance [14][66] - The company is optimistic about the upcoming EU data regulation and its implications for data governance and privacy [28][78] Other Important Information - The company has built over 30 connectors to legacy systems and other cloud sources, enhancing its ability to manage data across multiple environments [8][57] - The company is actively working on integrating its platform with first-party products like Microsoft Purview and Google Workspace to enhance data governance [24][75] Q&A Session Summary Question: What exposure does the company have to the public sector and the Doge situation? - The company has about 11% of its ARR tied to the federal government globally, with only about 2% of total ARR exposed to agencies affected by Doge, which has been accounted for in their guidance [18][19][68] Question: How does the company differentiate itself from Microsoft's governance tools? - The company's system adds an additional dimension of controls that augment Microsoft's capabilities, addressing specific business scenarios and regulatory requirements [32][83] Question: What is the company's pricing model? - The primary pricing model is per seat, with some cases of capacity or consumption-based pricing as the company transitions to new models [34]

Veritone (VERI) FY Conference Summary Company Overview - **Company Name**: Veritone - **Founded**: 2014 - **CEO**: Ryan Stielberg - **IPO Revenue**: $100 million - **Core Business**: AI-driven audio and video indexing and understanding [1][27] Industry Context - **Industry**: AI and Media Technology - **Market Dynamics**: Shift towards leveraging unstructured data (80% of new data) for advertising and content management [11][12] - **Emerging Trends**: Increased demand for training data for AI models, particularly with the rise of large language models [37][39] Key Points and Arguments Historical Context and Evolution - Veritone's journey began in the mid-90s with ad tech, evolving through various phases to focus on AI and unstructured data [3][4][10] - The company initially aimed to build a large infrastructure (aiWARE) but pivoted to develop end applications due to market readiness [28][30][31] Business Model and Revenue Streams - Current revenue is primarily derived from applications built on the aiWARE platform, with a significant focus on media and entertainment [31][36] - The introduction of Veritone Data Refinery (VDR) is expected to drive substantial growth, targeting a $17 billion market for training data in the next 5-7 years [37][41] Customer Engagement and Use Cases - Major clients include ESPN and Disney, with Veritone automating content ingestion and indexing processes [16][24] - The company processes over 60 million hours of audio and video annually, equating to approximately 11 petabytes of data [25] Public Sector Expansion - Veritone has made significant inroads into the public sector, working with the Department of Defense (DOD) and Department of Justice (DOJ) [48][55] - The technology aids in data management for law enforcement, enhancing the speed and efficiency of investigations [53][54] Additional Insights - Veritone's platform is agnostic, operating on AWS and Azure, allowing flexibility for clients [26] - The company maintains a high customer retention rate (90 percentile), indicating strong client satisfaction and loyalty [58] - Veritone positions itself as a leader in audio and video understanding, claiming no other company matches its capabilities in this domain [27] Financial Metrics - Revenue from end applications is approximately $60 million, with expectations for significant growth from VDR in 2025 and beyond [31][43] - Contracts for VDR are six figures and higher, indicating strong market interest and potential for revenue generation [44] Conclusion - Veritone is transitioning back to its core AI focus after diversifying into various sectors, with a strong emphasis on leveraging unstructured data for both commercial and public sector applications [36][60] - The company is poised for growth, particularly with the introduction of VDR and its established presence in the media and public sectors, making it a potentially undervalued stock in the AI market [62]

Financial Data and Key Metrics Changes - For fiscal year 2024, revenue was $92.6 million, down 7% year-over-year from $100 million in 2023, primarily due to a decline in software products and services revenue [31][32] - GAAP gross profit for 2024 reached $62.7 million, a decline of $7.6 million from 2023, with a GAAP gross margin of 67.6%, down from 70.4% in 2023 [32] - Non-GAAP net loss from continuing operations was $48.8 million, an improvement of $5.4 million compared to 2023 [33] Business Line Data and Key Metrics Changes - Software products and services revenue decreased by $7.4 million or 10.8%, while managed service revenue remained flat at $31.6 million year-over-year [31] - In Q4 2024, revenue from continuing operations was $22.4 million, down $4.7 million from Q4 2023, primarily due to a decline in software products and services [34] - Annual Recurring Revenue (ARR) was $58.8 million, down year-over-year, with 81% of ARR coming from subscription-based customers, up from 61.3% in Q4 2023 [35] Market Data and Key Metrics Changes - The global unstructured data solution market is estimated to be over $30 billion in 2024 and expected to expand to over $90 billion by 2033 [13] - The public sector is projected to grow year-over-year by 100% to 150%, driven by IDEMS applications [47] Company Strategy and Development Direction - The company aims to become a leading enterprise AI software provider across commercial and public sectors, focusing on advanced AI solutions [7][11] - The divestiture of Veritone One was a significant strategic move to concentrate resources on AI solutions, strengthening the financial foundation and reducing debt [11][39] - The launch of Veritone Data Refinery (VDR) is expected to be a major contributor to revenue growth in 2025 and beyond [18][19] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the ability to accelerate growth due to trends in enterprise-wide AI adoption and the increasing volume of unstructured data [6][7] - The company anticipates a breakout year in 2025 for its public sector business, with significant opportunities in government contracts [24][47] - Management highlighted the importance of maintaining a diversified revenue base, with no single customer accounting for more than 5% of total revenue [12][33] Other Important Information - The company appointed Francisco J. Morales to the board of directors, replacing Chad Steelberg [28] - The company has executed over $40 million in annualized cost savings, including a 15% reduction in global workforce [38][50] Q&A Session Summary Question: When will the consumption customer headwinds fully anniversary? - Management indicated that Q1 2024 will mark the end of the consumption comparison [54] Question: Are there any disruptions due to administration turnover in the federal government? - Management stated that they are not experiencing disruptions for awarded contracts and are closely monitoring the budget cycle [55] Question: What is the potential for upsell opportunities with new commercial customers? - Management noted that initial contracts may have lower margins but expect normalization over the year, with significant upsell opportunities anticipated [56][57]