Industry research programme

APM Autonomy Index Research

Measuring the transition from marketing automation to governed autonomy

The APM Autonomy Index Research (AIR) is an industry research programme initiated by So What Labs to understand how organisations are progressing from automated marketing execution towards greater decision autonomy.

Rather than simply asking whether organisations are using AI, AIR explores a more important question:

How much marketing decision-making are organisations prepared to delegate to intelligent systems – and under what conditions?
Participate in the research

We are currently speaking with senior marketers, agency leaders and marketing technology practitioners for the first phase of the research.

  1. Automation
  2. Intelligence
  3. Agents
  4. Governed autonomy
AIR is the research programme measuring this transition.
Scope

What AIR is examining

AIR looks at how organisations are approaching six areas of marketing autonomy.

  1. 01

    Business outcomes

    How AI-driven decisions are connected to commercial objectives rather than isolated channel metrics.

  2. 02

    Connected context

    What data, signals and business information systems have access to before making decisions.

  3. 03

    Decision intelligence

    How systems move from identifying a change to determining the most appropriate response.

  4. 04

    Cross-channel orchestration

    How decisions are coordinated across advertising, analytics, CRM, ecommerce and other marketing systems.

  5. 05

    Authority & governance

    Which decisions systems may make independently, which require human approval, and where authority should remain with people.

  6. 06

    Learning & adaptation

    Whether the outcomes of previous decisions influence what systems decide next.

Rationale

Why the research matters

Marketing technology is moving rapidly from automation towards systems capable of analysing, recommending and increasingly acting.

However, greater capability does not automatically create meaningful autonomy.

A system may be able to take an action without having sufficient context, authority or understanding to determine whether that action is appropriate.

AIR is designed to examine how organisations are navigating this transition in practice, including the relationship between:

  • Capability
  • Trust
  • Context
  • Decision authority
  • Human oversight
  • Business outcomes

The research will contribute towards a broader evidence base for understanding the emergence of Autonomous Performance Marketing.

Take part

Participate in the research

We are currently conducting 25–30 minute structured interviews with practitioners across brands, agencies and marketing technology organisations.

Participation is intended to help build a practical understanding of how marketing autonomy is developing across the industry.

Individual responses will remain confidential and findings will be reported in aggregate unless explicit permission is provided otherwise.

There is no sales pitch associated with participation.

Would you be willing to participate in a 25–30 minute research interview?

We use these details only to arrange and conduct the research. See our privacy policy.

Research status

Phase 1 – Practitioner research

AIR is currently in its first research phase.

Initial practitioner interviews will be used to refine the research framework and identify emerging patterns around marketing autonomy, governance and decision-making.

Future outputs are expected to include:

AIR Research Notes
Emerging findings from practitioner interviews.
APM Autonomy Index
A framework for assessing organisational progress from automation towards governed autonomy.
State of Autonomous Performance Marketing
A broader industry research report examining how autonomous decision-making is developing across performance marketing.