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Wolf AI measurement standard

Evidence before claims.

AI answers change. Rankings move. A single screenshot is not a case study. Wolf AI separates the work completed, the visibility observed and the business outcome so clients can see what is known and what is not.

Measurement framework published

What a defensible report contains.

Every result needs a source, date and definition. If the evidence does not establish a lead, sale or ranking improvement, it is not labelled as one.

AreaEvidence sourceWhat we report
Google SearchSearch Console query, page, country and device data; index coverage; supported rank tracking where usefulClicks, impressions, click-through rate, average position, indexed priority pages and conversions
Google AI featuresSearch Console generative-AI reporting where available, referral data and saved result observationsVisibility and traffic from AI features, with platform limitations noted
AI answersA fixed question set tested by platform, date, wording and known location or account conditionsCorrect business mention, citation, linked source, competitor inclusion and answer stability
ImplementationChange log, affected URLs, approval date and verification after releaseWhat Wolf AI actually changed, what another party changed and what remains blocked
Business outcomeAnalytics, forms, calls, CRM or client-provided sales records where access and consent existQualified enquiries, opportunities and revenue kept separate from visibility metrics
Three evidence levels

Not every number means the same thing.

Level 1

Work completed

A page, technical fix, profile correction or content asset was implemented and verified. This proves delivery, not a ranking outcome.

Level 2

Search movement observed

A defined visibility, citation, impression or traffic measure changed against the baseline. We record the method and avoid claiming causation we cannot prove.

Level 3

Business outcome verified

A qualified enquiry, opportunity or sale is matched to reliable analytics or client records. This requires access, clean tracking and client permission.

Current public proof status.

Wolf AI is not publishing invented client logos, testimonials or SEO outcome numbers. Client case studies will be added only when the result, method and permission are verified.

This page is the reporting standard, not a claim that Wolf AI already holds independent case-study proof for every service or platform.

Ask to see the baseline method.

Before starting, we can explain what will be measured, which access is required and which results cannot be guaranteed.

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