{
  "id": 17614479,
  "title": "Agent demand can’t be forecast, meaning the database has to be ready for anything",
  "url": "https://urgent.news/2026/11/01/agent-demand-cant-be-forecast-meaning-the-database-has-to-be-ready",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-01T14:25:39.000Z",
  "source": {
    "name": "SiliconANGLE",
    "slug": "siliconangle",
    "url": "https://siliconangle.com/2026/11/01/agentic-ai-architecture-demands-real-time-databases-evolve26/"
  },
  "original_language": "en",
  "account": "Enterprises are discovering that a robust database is as crucial as the AI model when constructing an agentic AI infrastructure. PhoenixAI, the brainchild of CelerData Inc., has recently secured $80 million in funding to develop specialized database technology tailored for AI agents to manage the deluge of unplanned queries. Ross Armstrong, senior vice president of global sales at PhoenixAI, highlighted a notable gap in the current market for real-time analytics, which PhoenixAI aims to fill. Armstrong asserted that despite the capabilities of established database players, real-time response is a challenge, especially for customer-facing applications and AI agents. PhoenixAI's solution, named PhoenixAI Anywhere, is designed to run across various environments, including cloud, on-premises, and air-gapped setups, offering a solution to governance and observability issues prevalent among early adopters. The company plans to introduce AgentBase, a context environment that ensures agents access only the necessary data, enhancing security and governance. Armstrong emphasized that while PhoenixAI is not a mandatory requirement for deploying AI agents, it significantly improves the management of data access and compliance, addressing the critical need for real-time performance and structured query handling in agentic AI systems.",
  "summary": "Enterprises building an agentic AI architecture are learning that the database matters as much as the model. AI agents fire off thousands of unplanned queries at once — and expect answers in milliseconds. PhoenixAI, the trade name of CelerData Inc., raised $80 million this year to develop database technology for AI agents to solve this […] The post Agent demand can’t be forecast, meaning the…",
  "key_points": [
    "PhoenixAI secures $80M for agentic AI database tech",
    "PhoenixAI Anywhere runs across cloud, on-prem, air-gapped",
    "AgentBase enhances security, governance for AI agents"
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}