{
  "id": 14482395,
  "title": "Evos Raises $9M From Uncork and Field Ventures to Build the Physical Economy's AI Workforce",
  "url": "https://urgent.news/2026/10/14/evos-raises-9m-from-uncork-and-field-ventures-to-build-the-physical",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-14T14:38:24.000Z",
  "source": {
    "name": "HackerNoon",
    "slug": "hackernoon",
    "url": "https://hackernoon.com/evos-raises-$9m-from-uncork-and-field-ventures-to-build-the-physical-economys-ai-workforce?source=rss"
  },
  "original_language": "en",
  "account": "The autonomous AI startup Evos, based in New York, has raised $9 million in a pre-seed funding round led by Uncork Capital and Field Ventures, with participation from Crosslink Capital, Utopia Capital Management, Sandwith Ventures and angel investors. The funding will help Evos expand its team and deploy AI operators to small and mid-sized businesses within the physical economy, where software companies have had limited success.\n\nThe market for AI operators is poised for rapid growth, with the global AI agents market expected to grow from $7.84 billion in 2025 to $52.62 billion by 2030, at a compound annual growth rate of 46.3%. This growth is driven by businesses increasingly moving from AI that answers questions to AI that performs work.\n\nAccording to Deloitte and The Manufacturing Institute, as many as 1.9 million US manufacturing jobs could go unfilled by 2033. Many of these jobs involve repetitive operational tasks that are currently completed by people working through inboxes and spreadsheets. Evos aims to capture and encode the unwritten knowledge and decision-making of experienced employees before this knowledge is lost as workers retire.\n\nEvos operators are trained by observing the decisions made by a company's most experienced staff and working within the software already used by the business. Each operator begins by requiring human approval for each decision they make, which serves as training data for the AI. As the operator demonstrates accuracy, it is gradually given more autonomy, learning through behavior rather than written instructions.\n\nThe company's founders believe that the most capable systems within industrial businesses are the experienced employees who have been with the company for years, accumulating knowledge that has never been documented. Evos' operators aim to learn this knowledge and perform tasks without the need for extensive customization, making it possible for small businesses to leverage AI without the prohibitive cost of traditional enterprise software solutions.",
  "summary": "Evos raised a $9M pre-seed led by Uncork Capital and Field Ventures for AI operators that learn from experts and run freight and factory back offices.",
  "key_points": [],
  "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."
}