Evidence and case study depth
What can be verified independently, rather than described in a proposal.
Strong signalPublished research with a registered DOI, named clients with verifiable outcomes, or a methodology anyone can check. Rejected data points disclosed alongside accepted ones.
Weak signalAnonymised case studies with impressive percentages, offered only after an NDA. Confidentiality is legitimate; it is also the easiest way to make unverifiable numbers sound exclusive.
Measurement framework
Whether there is a stated method, or only a number.
Strong signalA named framework with defined components, a stated counting rule, and a frozen prompt panel handed to the client. The client can reproduce the measurement without the agency.
Weak signalCitation counts with no method attached, or a screenshot of one favourable AI answer. If the measurement cannot be repeated by the client, it cannot be audited.
Platform coverage
How many AI systems are measured, and whether separately.
Strong signalSix platforms measured and reported individually: ChatGPT, Gemini, Perplexity, Claude, Copilot and Grok. Per-platform reporting shows where you are strong and where absent.
Weak signalOne platform, usually ChatGPT, or an aggregate figure that averages away the platforms where you do not appear at all.
Schema and entity architecture
Whether the technical foundation is present or merely mentioned.
Strong signalOrganization, Service and LocalBusiness schema implemented across the site, with entity content structured so a machine resolves who you are without inference.
Weak signalSchema described as a service line but implemented on a handful of pages, or implemented without the entity content that makes it useful.
Commercial transparency
What is promised, and what is explicitly not.
Strong signalMilestone commitments published before signature, separated into targets the agency accepts being held to and targets where measurement is not yet mature. A closing audit that reports what was missed.
Weak signalGuaranteed citation in ChatGPT, guaranteed lead volume, or guaranteed revenue. None of these can be guaranteed, and promising them signals either inexperience or an intention to renegotiate later.
Category maturity and origin
How long the practice has been documented, and by whom.
Strong signalA dated public archive showing when the work began, and published material predating the current market interest in the term.
Weak signalA capability added after 2024 and described as founding expertise. Adding a service is legitimate; presenting it as origin is not.