White paper · 33-page PDF

The Future of Enterprise Work

Why the companies that win with AI agents will be the ones that choose, up front, where agents act alone and where people decide. The five layers every agent runs on, four ways agents break, and a 36-month plan for leaders.

SuperOrgs Research · October 2026

Get the white paper

A free 33-page PDF. Your download opens on the next page.

Why now

Agents got cheap. Most companies are still early.

The paper opens on the forces behind the shift: the cost of running a model collapsed, and analysts expect the number of agents to multiply. Most companies have yet to scale them.

1,000xdrop in LLM inference cost at equal performance, 2021 to 2024a16z, November 2024
2.5Bactive agents used by organizations, projected for 2030IDC, August 2026
10%or fewer of respondents say their organizations are scaling AI agents in any one business functionMcKinsey, The State of AI 2025
The core idea

Decide what agents may do alone

Before agents go live, sort every decision they could make into one of three tiers. The paper calls that line the seam between humans and agents, and shows where it belongs.

  • The five layers every agent runs on, and where a human stays in charge at each
  • Four ways agents break: drift on long tasks, edge cases, prompt injection, and hidden cleanup costs
  • Four principles for running humans and agents as one company
Agent autonomyHuman judgment
  1. 01

    Autonomous

    Reversible decisions

    Agents decide and act on their own.

  2. 02

    Approval

    Reversible but high-stakes

    The agent proposes. A human approves before it runs.

  3. 03

    Human-only

    Irreversible decisions

    A named human decides, regardless of the agent's confidence.

Set per pod

In code, and enforced before the action runs.

A 36-month roadmap

From a first pod to a new org chart

The paper closes with a plan for the executive team in three phases. Each one ends with what the next one needs in place.

  1. Phase 01

    Foundational decisions

    Write down three to five customer outcomes for all agent work, name one executive to own the seam, and ship a first pod.

    Months

    1 to 6

  2. Phase 02

    Institutional scaffolding

    Put the rules agents run under into code, track the price of every completed task, and train the people who run the pods.

    Months

    7 to 18

  3. Phase 03

    The SuperOrg form

    Redraw the org chart around outcomes. Pods deliver them, departments supply skills, agents execute, and humans judge.

    Months

    19 to 36

The cover of The Future of Enterprise Work
The central claim

The firms that win will design the seam

Not the firms with the most agents, or the most people. The paper shows how to draw that line, layer by layer, and how to run a company around it.

Get the PDF
The Future of Enterprise Work | SuperOrgs