Define a sample
Start with the real business context and decisions customers are making.
THE WORKING WEEKENDS ANSWER INDEX / MEASUREMENT FRAMEWORK
Answer Index: UK dentists
A transparent framework for recording which eligible organisations appear in actual AI-generated answers — with no rankings until measured data passes quality checks.
Book a strategy call ↗United Kingdom · Dental practicesSTRATEGY · EXECUTION · MEASUREMENT
THE REAL QUESTION
Distinguish private and NHS context where relevant, clinician eligibility, appointment intent and UK locations.
Measurement framework published. Verified results pending quality assurance.
Public figures are never fabricated. Read the methodology before interpreting any future results.
Research methodology ↗HOW WE APPROACH THIS
What will be measured — and what will not.
A connected method informed by real customer behaviour and verifiable business facts.
Archive real outputs
Make relevant information, proof and experiences useful and accessible.
Publish audited findings
Assess real evidence, disclose limitations and continuously improve.
Senior thinking · clear evidence · practical next stepsDiscuss your priorities ↗
THE APPROACH
What will be measured — and what will not.
This public study page defines the intended category and quality standard. We will only show scores, rankings or trends after a reproducible prompt set is executed, raw model outputs are archived and the results are reviewed. There are no fabricated leaders.
Study scope and market
Market and category: United Kingdom · Dental practices. Time period: pending actual data collection and QA. Engine set: to be recorded from the actual tests.
Prompt selection and eligibility
Prompt questions are category-specific. Distinguish private and NHS context where relevant, clinician eligibility, appointment intent and UK locations. Eligible businesses, excluded cases and location constraints must be documented before the sample is run.
Engines and answer recording
The final study will identify each engine used, response time/date, visible model/version where available, prompt wording and any geographic or session conditions. No unofficial broad coverage claim is made.
Appearance rate and share of voice
Appearance rate will be the proportion of eligible tracked prompts where a business appears. AI share of voice will have a published denominator and de-duplication method. Neither is calculated until the source set exists.
Citations and source mapping
Record citation URLs, their accessible source pages and whether the source supports the answer. A mention is not automatically a positive recommendation.
Movement and relationship disclosure
Period-on-period changes require comparable methodology. Any client relationship, sponsorship or financial conflict will be disclosed; no business can buy ranking position.
Correction and limitations
Follow a public correction process with version history. A study sample cannot represent all possible answers, user accounts or AI providers.
Frequently asked questions
Where are the rankings?
Verified rankings are pending quality assurance. We will not substitute a demonstration or randomly generated table.
Can a company pay to be ranked higher?
No. Ranking, eligibility and methodology are independent of commercial relationships.
Will you publish the raw methodology?
Yes. The public methodology page explains eligibility, prompts, calculations, disclosures, limits and corrections.
YOUR NEXT MOVE
Make your next move
with more clarity.
Bring us your business challenge, and we will help you define the next meaningful move.
Book a strategy call ↗