AI deployment

Tech Optimizer
September 4, 2026
Organizations are increasingly aiming to establish their own governed AI and data platforms, with 95% of enterprises planning to develop such platforms within the next three years, though only 13% have done so. EDB has reported significant traction for its EDB PostgresĀ® AI (EDB PG AI) platform, which unifies transactional, analytical, and agentic workloads into a single system. PAC 2000A Conad has revamped its data infrastructure using EDB PG AI to support over 1,600 stores and 7,000 connected devices, ensuring compliance with NIS2 regulations. C Platform in Korea is experiencing a surge in demand for hybrid and on-premises capabilities, driven by significant investment in sovereign AI and the AI Basic Act mandating governance for AI deployment. Notable adopters of EDB PG AI include the Industrial Bank of Korea, Shinhan EZ Insurance, NTT East, MNTN, Euronext FX, and Kyobo Book Centre.
Tech Optimizer
September 4, 2026
EnterpriseDB (EDB) has reported advancements in the adoption of its EDB Postgres AI (EDB PG AI) platform, which integrates transactional, analytical, and AI workloads. While 95% of enterprises aspire to become their own AI and data platforms within three years, only 13% have achieved this. EDB PG AI supports existing systems and prepares enterprises for future AI capabilities. A case study highlights PAC 2000A Conad, which restructured its data infrastructure with EDB PG AI, serving over 1,600 stores and 7,000 devices. In Korea, over billion has been invested in the sovereign AI market, with organizations seeking hybrid and on-premises solutions despite challenges from fragmented data environments. Notable users of EDB PG AI include the Industrial Bank of Korea and Shinhan EZ Insurance. EDB PG AI is built on Postgres and allows enterprises to optimize data and AI capabilities with governance at the data layer.
Tech Optimizer
June 6, 2026
Microsoft announced the public preview of Azure HorizonDB, a fully managed PostgreSQL-compatible database designed for agentic AI workloads, during Microsoft Build 2026 in San Francisco. HorizonDB features a "database-as-logs" architecture, allowing for sub-millisecond multi-zone commit latency and independent scaling of compute and storage. It incorporates a Rust-based storage engine, native DiskANN vector search, and in-database AI model invocation. Additionally, Microsoft launched Web IQ, a web-grounding API layer integrated into Microsoft Copilot and OpenAI's ChatGPT, which provides passage-level structured evidence objects rather than full documents. Web IQ is model-agnostic and aims to enhance information density and reduce costs. Both services are currently in limited availability, with HorizonDB open for preview signups across five Azure regions.
AppWizard
June 4, 2026
Meta has launched the global rollout of the Meta Business Agent, an AI-driven assistant for businesses on WhatsApp, Messenger, and Instagram. This was announced at the Conversations 2026 event in London, along with the new Meta Business Agent Platform, which allows businesses to create and deploy AI agents. Over one million businesses currently use Business Agents for 24/7 customer support, handling over one billion daily conversations across the platforms. The Meta Business Agent can answer inquiries, recommend products, schedule appointments, qualify leads, and close sales, while also supporting multilingual communication and customizable brand tones. The Meta Business Agent Platform facilitates large-scale AI deployment and integrates with tools like Shopify and Zendesk. New WhatsApp business discovery tools are being introduced, and the service will initially be available for free, with future subscription plans. Advanced features such as market research and competitive intelligence are planned for future updates.
Winsage
May 26, 2026
Microsoft Build 2026 will occur on June 2 and 3 at the Fort Mason Center in San Francisco, featuring a keynote by CEO Satya Nadella. The event targets AI developers and enterprise teams, emphasizing a hands-on experience. In-person tickets are priced at ,099, while the keynote and select sessions will be streamed live for free. Although there is speculation about Windows 12, Microsoft has not officially confirmed its release, with reports indicating that 2027 may be the earliest for any announcement. Current initiatives include Windows K2, aimed at improving Windows 11's performance and reliability. Build 2026 is expected to cover topics such as native Windows development with WinUI 3, on-device AI capabilities, security for AI applications, and enhancements to the Windows Subsystem for Linux (WSL). In-person attendance will be limited, and visa support is available for international attendees.
Tech Optimizer
May 3, 2026
PostgreSQL 18 addresses the challenges of data quality and integration in artificial intelligence, emphasizing the importance of the relationship between AI embeddings and relational data. It features pgvector, a tool that helps maintain this relationship and reduces reliance on fragile code. The accompanying resources include working schemas, implementation scripts, and a demo showcasing the system's capabilities with evidence rows and explanations from a large language model. The approach combines semantic candidate retrieval with SQL filtering and business rule enforcement, enhancing the reliability of AI outputs and ensuring data accuracy.
Tech Optimizer
April 11, 2026
Enterprises in Malaysia are transitioning from legacy systems to modern infrastructure to facilitate AI deployment. A roundtable discussion highlighted the challenges of AI integration, emphasizing the need to reduce costs associated with outdated systems. Organizations are adopting hybrid cloud approaches and utilizing various databases to manage extensive data across multiple applications. The push for AI is driven by management and customer expectations, but employee willingness to upskill remains a challenge. Not all challenges require AI solutions, and starting with smaller use cases can lead to successful scaling. The adoption of open-source database systems like Postgres is increasing, necessitating reliable support to address issues and ensure application availability. Data sovereignty is a concern for enterprises operating in mixed environments, and EDB Postgres AI offers a platform that combines security with cloud agility. Reducing infrastructure costs is essential for freeing up resources for new initiatives.
Winsage
March 31, 2026
Microsoft is recalibrating its approach to integrating Copilot within Windows 11, focusing on quality and user experience rather than rapid AI expansion. Pavan Davuluri, president of Microsoft's Windows + Devices division, emphasized three core pillars for enhancing Windows 11: performance, reliability, and "craft." The company plans to reduce Copilot's presence by eliminating "unnecessary Copilot entry points" in applications like Snipping Tool, Photos, Widgets, and Notepad, responding to user feedback about clutter and distraction. While scaling back on consumer-facing Copilot features, Microsoft will continue to develop AI for developer tools, background functionalities, and enterprise features. Upcoming changes include the option to reposition the taskbar, improvements to File Explorer, more reliable file operations, and modifications to Windows Update. The company aims to decrease OS-level crashes, enhance Bluetooth and USB stability, and strengthen Windows Hello biometric authentication. Microsoft also plans to revamp the Windows Insider Program and engage with the Windows community through in-person meetups.
Tech Optimizer
February 14, 2026
Snowflake has introduced advancements to make data ready for artificial intelligence (AI) by integrating enhanced interoperability, governance, and resilience features into its platform. The latest version of Snowflake Postgres operates natively within the AI Data Cloud, allowing businesses to unify transactional, analytical, and AI functions on a single platform. This integration helps dismantle data silos and fragile pipelines, facilitating real-time analytics and AI capabilities without complex data pipelines. Snowflake Postgres is fully compatible with open-source Postgres, enabling companies to migrate existing applications without code modifications. It allows enterprises to directly query and manage Apache Iceberg tables using standard SQL, minimizing data movement and simplifying architectures. Snowflake also enhances data governance and collaboration across various formats, ensuring AI systems can scale effectively. Additionally, Snowflake's data protection measures, including backups, bolster resilience against disruptions.
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