Clients begin from very different positions. A numerical score can help, but it does not always explain what the organisation can currently do, what is limiting progress and what the next stage requires.
Stage 1: Invisible
The organisation is difficult to access, interpret or verify. Priority work includes technical accessibility, accurate company information, clear core pages, profile correction and baseline measurement.
Stage 2: Discoverable
The organisation can be found but remains broad or ambiguous. Priority work includes entity mapping, positioning, information architecture, expert profiles and terminology alignment.
Stage 3: Understood
The company is represented clearly but relies heavily on its own claims. Priority work includes case studies, original research, methodologies, expert insight and documented outcomes.
Stage 4: Validated
The organisation has credible evidence but uneven independent recognition. Priority work includes Digital PR, citations, customer advocacy, reviews, podcasts, associations and trade visibility.
Stage 5: Trusted
The organisation is repeatedly validated across relevant sources. Priority work shifts towards defending trust, refreshing evidence, expanding authority and monitoring reputation and competitors.
Stage 6: Recommendable
The organisation is consistently selected within contexts where it genuinely fits. It has clear entities, strong evidence, diverse validation, current reviews and an operating system that maintains those capabilities.
Pillar-Level Maturity
Score each Machine Confidence pillar separately. A client may be technically Trusted but only Discoverable in authority. The profile should shape the service and roadmap.
Critical Constraints
The overall stage should not be a simple average. A severe reputation issue, inaccurate product information or absent evidence can limit effective maturity even when other areas are strong.
Internal Capability
Assess governance, data access, expert participation, technical implementation, customer advocacy, quality assurance and measurement. A strong public footprint supported by ad hoc internal processes is fragile.
Using the Model
The model can guide service design, prospect qualification, reporting, pricing, expansion and renewal. The most useful output is the next-stage gap and the capabilities required to close it.