Assessment
AXD Readiness Assessment
AXD readiness measures whether an organisation has the structures, signals, controls, and operating assumptions needed for autonomous systems to behave safely and usefully. It is assessed across four pillars and four maturity levels. This page helps leaders understand where they are strong, where they are exposed, and what must change before agentic systems scale.
Definition
AXD readiness is the measurable capacity of an organisation to design, deploy, and govern autonomous AI systems that act on behalf of humans. It is assessed across four pillars - Signal Clarity, Reputation via Reliability, Intent Translation, and Engagement Architecture - and four maturity levels: Unready, Foundational, Competitive, and Optimised.
What AXD Readiness Measures
AXD readiness is not a technology audit. It is a design maturity assessment that evaluates whether an organisation's products, services, data, and operating model are prepared for a world in which autonomous AI agents are participants in commerce, service delivery, and decision-making.
The assessment examines four pillars, each representing a distinct capability domain:
Signal Clarity - can agents discover and understand your offerings? This pillar evaluates structured data quality, schema markup implementation, machine-readable product feeds, and content accessibility for autonomous systems.
Reputation via Reliability - can agents verify your trustworthiness? This pillar evaluates the availability of verifiable performance data: uptime records, fulfilment accuracy, return rates, and customer satisfaction metrics that agents can query programmatically.
Intent Translation - do your value propositions align with how agents search and compare? This pillar evaluates answer engine optimisation, parametric alignment, and the degree to which your content addresses the queries that agents construct on behalf of humans.
Engagement Architecture - can agents transact with you end-to-end? This pillar evaluates API availability, programmatic checkout capability, webhook integration, and the completeness of your machine-to-machine transaction surface.
The AXD Readiness Maturity Model
Organisations are assessed across four maturity levels for each pillar:
Level 1: Unready. No structured data, no verifiable trust signals, no programmatic transaction capability. The organisation is invisible to autonomous agents and cannot participate in agentic commerce.
Level 2: Foundational. Basic structured data is in place, some performance metrics are available, and limited API capability exists. The organisation is discoverable but cannot support end-to-end agent transactions.
Level 3: Competitive. Comprehensive structured data, verifiable trust signals, intent-aligned content, and robust API-first transaction surfaces. The organisation can compete effectively in agentic commerce and is selected by agents for routine transactions.
Level 4: Optimised. Dynamic trust signals, real-time performance data, adaptive intent translation, and fully autonomous transaction capability with designed failure recovery. The organisation is a preferred partner for autonomous agents and benefits from the agentic dividend - the bonus return on readiness investments when agents mediate purchasing at scale.
Who Should Complete the Assessment
Product leaders who need to understand how their offerings will be discovered, evaluated, and selected by autonomous agents - and what gaps exist in their current product architecture.
Digital and technology leaders who need to evaluate their organisation's API maturity, structured data implementation, and programmatic transaction capability.
Strategy and innovation leaders who need to position their organisation for the agentic transition and prioritise investments across the four pillars.
Customer experience leaders who need to understand how the customer journey changes when the customer is an AI agent acting on delegated authority - and what new design challenges emerge.
The assessment is designed to be completed collaboratively across functions, because AXD readiness spans technology, design, content, operations, and strategy.
From Assessment to Action
The assessment produces a readiness profile that identifies the organisation's maturity level across each pillar, highlights the most critical gaps, and recommends a prioritised action plan. The most common patterns include:
Signal-first organisations that have strong structured data but weak trust signals - discoverable but not trusted.
Transaction-first organisations that have robust APIs but poor discoverability - capable but invisible.
Trust-first organisations that have strong reputations but no machine-readable expression of that trust - respected by humans but unknown to agents.
The AXD Playbook provides the implementation roadmap for moving from assessment to action, with a 12-week programme grounded in the Five Founding Principles and structured around the TRUST framework (Transparent, Recoverable, Understandable, Scoped, Temporal).
Frequently Asked Questions
What is AXD readiness?
AXD readiness is the measurable capacity of an organisation to design, deploy, and govern autonomous AI systems that act on behalf of humans. It is assessed across four pillars - Signal Clarity, Reputation via Reliability, Intent Translation, and Engagement Architecture - and four maturity levels from Unready to Optimised.
How do you assess readiness for agentic AI?
Readiness is assessed across four pillars: Signal Clarity (machine-discoverability), Reputation via Reliability (verifiable trust signals), Intent Translation (alignment with agent query patterns), and Engagement Architecture (programmatic transaction capability). Each pillar is evaluated at four maturity levels: Unready, Foundational, Competitive, and Optimised.
What does an AXD maturity model include?
The AXD Readiness Maturity Model evaluates organisations across four levels for each of the four pillars. It measures structured data quality, verifiable performance metrics, intent alignment, and API-first transaction capability. The model produces a readiness profile with prioritised recommendations for closing gaps.
Who should complete an AXD readiness assessment?
The assessment is designed for product leaders, digital and technology leaders, strategy and innovation leaders, and customer experience leaders. It should be completed collaboratively across functions because AXD readiness spans technology, design, content, operations, and strategy.