---
title: "Eight Experts' Predictions for AI at Work in 2026"
description: "Eight leaders in technology, operations and research predict what AI will change about work in 2026: agents as teammates, context and costs."
canonical: "https://acme-jaret.duckdns.org/press/acme-experts-predictions-2026"
site: "Acme"
type: "NewsArticle"
published: "2025-12-15"
---

# Eight Experts’ Work and Technology Predictions for AI in 2026

Eight leaders from across technology, operations and research share what they expect AI to change about everyday work in the year ahead.

**Agents become teammates.** Most of the experts expect AI agents to move from pilots into daily routines, taking on multi-step tasks such as preparing account reviews, triaging tickets and drafting first versions of reports for people to refine.

**Context beats raw model power.** Several predicted that the quality of company context, not the choice of model, will decide which AI rollouts succeed. Assistants that understand people, projects and permissions will earn trust faster.

**Costs come under scrutiny.** As usage grows, finance and IT teams will look closely at token spend, routing simpler work to smaller models and saving larger models for the questions that need them.

**Governance moves upstream.** Security and compliance teams will be involved from day one, with central controls for which data, tools and agents each team can use.

**Skills shift, roles evolve.** Rather than replacing jobs outright, the experts expect AI to reshape them, rewarding people who can frame good questions, review AI output critically and design better workflows.

Taken together, the predictions point to a year where AI at work becomes less about experimentation and more about measurable outcomes, with the organizations that invest in context, governance and skills pulling ahead.

## About Acme

Founded in 2019, Acme makes the software companies use to pull their scattered apps, files and know-how into one place. A live map of people, content and sharing rules sits beneath every reply, so each employee gets an assistant that shows where its answers came from, follows existing access settings and keeps pace as work changes around them.

Teams also use Acme to design, test and supervise agents that take routine chores off their plates. Over a hundred ready-made integrations, a pick of top models and a setup that skips custom training or hand-built data plumbing mean the whole toolkit lives in one product. Acme is funded by patient, long-horizon investors and works with companies of all sizes in banking, health, retail, software and government.

Acme: AI that works for everyone.

Reporters and analysts: press@acme.example
