# Evos raises $9M to launch AI agents that learn from veteran workers

> The startup secured pre‑seed funding to roll out its Workhorse platform for small manufacturers and logistics firms.

Oossa · 2026-10-14 · https://oossa.com/en/evos-raises-9m-to-launch-ai-agents-that-learn-from-veteran-workers

Evos announced a $9 million pre‑seed round on 2026‑10‑14, led by Uncork Capital and Field Ventures. The money will fund the rollout of its Workhorse platform, which creates AI agents that watch experienced staff before taking on tasks like invoice auditing or freight loading. Early users report the agents reach about 82% decision accuracy after a day of learning and can handle roughly 70% of a worker’s daily load. MyFreightWorld used an agent to audit invoices with 97% accuracy, processing over $600 k in two months.

## The facts

- Funding round: $9 million, led by Uncork Capital and Field Ventures
- Agents achieved 82% accuracy after 24 hours, handling 70% of workload

## Why it matters

Small industrial firms can keep the expertise of retiring veterans alive without hiring new staff.

## Sources & references

1. [Evos bags $9M to build autonomous workers that learn from companies’ most experienced humans](https://siliconangle.com/2026/10/14/evos-bags-9m-to-build-autonomous-workers-that-learn-from-companies-most-experienced-humans/) – SiliconANGLE, 2026-10-14

Last updated: 2026-10-14