Pangiam Project DARTMOUTH vs. Chance AI

Athena Security delivers an industry-leading, AI-powered concealed weapons detection system and entryway security platform for hospitals, K–12 schools, casinos, places of worship, government buildings, and other high-traffic environments where speed, accuracy, and safety are critical. The Apollo 500 concealed weapons detection system enables seamless walk-through screening, using advanced AI to accurately distinguish real threats such as firearms and knives from everyday items like phones and keys—maximizing throughput while reducing false alarms. Athena’s AI-powered baggage X-ray scanner modernizes screening with Apple iPad-based control, replacing legacy consoles with an intuitive interface that improves usability, reduces training time, enables remote operation, and enhances threat detection through automated identification of suspicious items. Athena’s Hospital Visitor Management System delivers deeper intelligence than traditional systems, including visitor history, prior incidents, and person-of-interest alerts—empowering faster, more informed decisions. Integration with EPIC strengthens healthcare workflows while maintaining high security standards. First-of-its-kind innovations include the Ambulance Bay Weapons Detection System (AB-WDS) purpose built for hopsitals for screening stretcher patients and a secondary screening solution for feet and bags, reducing human error in courthouses and government facilities. Built for compliance and real-world deployment across U.S. regions, Athena aligns with DHS best practices and evolving state regulations, including healthcare security mandates AB2975. Telepresence and AR alert glasses provide real-time operational support, while all systems unify into one platform for centralized monitoring, analytics, and enterprise reporting.

A mobile application simplifies the process of avoiding HOS violations by tracking drivers' hours and providing immediate feedback on those nearing or exceeding limits, thus facilitating adherence to ELD regulations. This all-encompassing platform, certified by FMCSA, serves as a centralized tool for managing Hours of Service, GPS tracking, dispatching, and vehicle maintenance seamlessly. Equipped with an integrated WiFi hotspot, the devices maintain connectivity even in regions lacking cellular service, which is vital for ensuring smooth operations. Moreover, the system effectively reduces compliance errors and speeds up repair workflows through the adoption of paperless DVIRs and a real-time maintenance dashboard. By incorporating functionalities such as GPS monitoring, Hours of Service administration, digital DVIRs, and temperature oversight, both compliance and operational duties are made more efficient. The installation process is also user-friendly, requiring no complicated setup, enabling users to begin operations in as little as 15 minutes. Samsara’s hardware is adaptable to a diverse array of vehicles, ranging from cars and light trucks to heavy-duty trucks and buses, catering to various fleet requirements. This comprehensive strategy not only improves compliance but also significantly enhances overall productivity, making it an invaluable asset for fleet management. In essence, it empowers fleet operators to maintain high standards while also optimizing their resources effectively.

Kognition delivers cutting-edge security technology powered by AI that ensures consistent and proactive threat detection, all while being significantly more cost-effective than traditional security measures. By integrating effortlessly with current systems, we enable organizations to identify potential risks—such as the display of weapons or the formation of crowds—and alert security teams regarding unauthorized individuals and VIPs. This innovative solution not only minimizes IT costs but also decreases the reliance on additional security staff, thereby improving the efficiency of incident responses. Additionally, Kognition provides comprehensive security reporting and enhanced visibility across various sectors, including K-12 education, commercial real estate, and heavily regulated industries. Ultimately, our technology empowers organizations to create safer environments, making security more accessible and manageable than ever before.

At HERE, we’ve been solely focused on building the world’s first and only enterprise browser purpose-built to solve both security and productivity. HERE technology is trusted by 90% of the world’s largest financial institutions and backed by In-Q-Tel, the strategic investment firm that works with the U.S. intelligence community and other government agencies. HERE is redefining how global enterprises secure their work and empower their workforce. Built on Chromium, HERE seamlessly integrates into enterprise environments while delivering controls, context, and confidence where consumer browsers fall short.

Teradata VantageCloud: The Complete Cloud Analytics and AI Platform VantageCloud is Teradata’s all-in-one cloud analytics and data platform built to help businesses harness the full power of their data. With a scalable design, it unifies data from multiple sources, simplifies complex analytics, and makes deploying AI models straightforward. VantageCloud supports multi-cloud and hybrid environments, giving organizations the freedom to manage data across AWS, Azure, Google Cloud, or on-premises — without vendor lock-in. Its open architecture integrates seamlessly with modern data tools, ensuring compatibility and flexibility as business needs evolve. By delivering trusted AI, harmonized data, and enterprise-grade performance, VantageCloud helps companies uncover new insights, reduce complexity, and drive innovation at scale.

OpenMetal delivers specialized on-demand infrastructure, including GPU clusters, bare metal dedicated servers, and private clouds powered by OpenStack. We provide the raw power and dedicated resources businesses need to scale without the overhead of traditional providers. For years, the benefits of private clouds like security, predictability, and total control, were trapped behind a wall of high costs and engineering hurdles. Building these systems from scratch meant hiring specialized architects and sinking vast amounts of capital into physical hardware. We’ve removed the obstacles. OpenMetal empowers organizations to skip the "build" phase and move straight to the "innovate" phase. -Zero Complexity: We handle the underlying architecture so you don't have to. -Instant Availability: Your private environment is ready to work in under one minute. -Total Sovereignty: Experience the performance of dedicated hardware with the ease of a hosted service. At our core, we are driven by the belief that open source is a catalyst for global progress. It levels the playing field, allowing developers and companies worldwide to collaborate and succeed collectively. Our mission is to make these powerful open-source tools accessible to everyone. By simplifying the way teams adopt and contribute to these technologies, we help create a more innovative and inclusive future for the entire IT industry.

StackAI is an enterprise AI automation platform built to help organizations create end-to-end internal tools and processes with AI agents. Unlike point solutions or one-off chatbots, StackAI provides a single platform where enterprises can design, deploy, and govern AI workflows in a secure, compliant, and fully controlled environment. Using its visual workflow builder, teams can map entire processes — from data intake and enrichment to decision-making, reporting, and audit trails. Enterprise knowledge bases such as SharePoint, Confluence, Notion, Google Drive, and internal databases can be connected directly, with features for version control, citations, and permissioning to keep information reliable and protected. AI agents can be deployed in multiple ways: as a chat assistant embedded in daily workflows, an advanced form for structured document-heavy tasks, or an API endpoint connected into existing tools. StackAI integrates natively with Slack, Teams, Salesforce, HubSpot, ServiceNow, Airtable, and more. Security and compliance are embedded at every layer. The platform supports SSO (Okta, Azure AD, Google), role-based access control, audit logs, data residency, and PII masking. Enterprises can monitor usage, apply cost controls, and test workflows with guardrails and evaluations before production. StackAI also offers flexible model routing, enabling teams to choose between OpenAI, Anthropic, Google, or local LLMs, with advanced settings to fine-tune parameters and ensure consistent, accurate outputs. A growing template library speeds deployment with pre-built solutions for Contract Analysis, Support Desk Automation, RFP Response, Investment Memo Generation, and InfoSec Questionnaires. By replacing fragmented processes with secure, AI-driven workflows, StackAI helps enterprises cut manual work, accelerate decision-making, and empower non-technical teams to build automation that scales across the organization.

Google Cloud serves as an online platform where users can develop anything from basic websites to intricate business applications, catering to organizations of all sizes. New users are welcomed with a generous offer of $300 in credits, enabling them to experiment, deploy, and manage their workloads effectively, while also gaining access to over 25 products at no cost. Leveraging Google's foundational data analytics and machine learning capabilities, this service is accessible to all types of enterprises and emphasizes security and comprehensive features. By harnessing big data, businesses can enhance their products and accelerate their decision-making processes. The platform supports a seamless transition from initial prototypes to fully operational products, even scaling to accommodate global demands without concerns about reliability, capacity, or performance issues. With virtual machines that boast a strong performance-to-cost ratio and a fully-managed application development environment, users can also take advantage of high-performance, scalable, and resilient storage and database solutions. Furthermore, Google's private fiber network provides cutting-edge software-defined networking options, along with fully managed data warehousing, data exploration tools, and support for Hadoop/Spark as well as messaging services, making it an all-encompassing solution for modern digital needs.

Grafana Labs provides the leading AI-powered observability platform, built around Grafana—the most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms, Grafana Labs supports more than 25 million users and thousands of organizations worldwide, from startups to Fortune 500 enterprises. Grafana Cloud is the open observability cloud, delivering full-stack visibility across modern applications, infrastructure, and digital services. Built on open source, open standards, and open ecosystems, the platform unifies metrics, logs, traces, and profiles into a scalable observability experience that helps teams detect issues earlier, resolve incidents faster, and operate more efficiently. At the core of Grafana Cloud is the open-source LGTM stack: Grafana for dashboards and visualization, Mimir for scalable metrics, Loki for logs, and Tempo for distributed tracing. Native OpenTelemetry and Prometheus support make it easy to collect telemetry from any environment, while hundreds of integrations connect existing systems and tools—allowing organizations to extend observability without vendor lock-in. Grafana Cloud also introduces powerful AI-driven observability capabilities. Grafana Assistant helps teams explore data, investigate incidents, and troubleshoot faster through an intelligent interface built for engineers. Adaptive Telemetry identifies high-value signals and aggregates the rest, helping organizations reduce telemetry costs while maintaining operational insight. With solutions spanning Kubernetes monitoring, application and infrastructure observability, frontend monitoring, database observability, incident response, synthetic monitoring, and performance testing, Grafana Cloud delivers the clarity teams need to move faster and operate with confidence.

An API driven by Google's AI capabilities enables precise transformation of spoken language into written text. This technology enhances your content with accurate captions, improves the user experience through voice-activated features, and provides valuable analysis of customer interactions that can lead to better service. Utilizing cutting-edge algorithms from Google's deep learning neural networks, this automatic speech recognition (ASR) system stands out as one of the most sophisticated available. The Speech-to-Text service supports a variety of applications, allowing for the creation, management, and customization of tailored resources. You have the flexibility to implement speech recognition solutions wherever needed, whether in the cloud via the API or on-premises with Speech-to-Text O-Prem. Additionally, it offers the ability to customize the recognition process to accommodate industry-specific jargon or uncommon vocabulary. The system also automates the conversion of spoken figures into addresses, years, and currencies. With an intuitive user interface, experimenting with your speech audio becomes a seamless process, opening up new possibilities for innovation and efficiency. This robust tool invites users to explore its capabilities and integrate them into their projects with ease.