Entity and trust foundation
Standardized the molthub identity, simplified navigation, clarified sample data, added methodology and About pages, corrected publication claims, and created this experiment record.
Public research · Started 17 August 2026
How we are building molthub's AI-search visibility from zero.
This experiment records the baseline, changes, measurements and limits. Results will be published only after they are observed.
Experiment status
Baseline setup in progress.
Hypothesis: improving entity clarity, technical accessibility, original evidence and query coverage should increase the probability that molthub is retrieved and cited for relevant Web3 GEO questions.
This is a hypothesis, not a promised result. AI outputs are variable and website changes are only one possible influence.
Baseline
Unknowns remain visible.
Empty measurements are recorded as unknown rather than replaced with estimated scores.
Indexed pagesNot yet verified in Search ConsolePending external measurement
Non-brand query mentionsNot yet measuredBaseline query set being documented
AI citationsNot yet measuredNo citation result is claimed
AI referral trafficNot yet separatedAnalytics attribution required
Qualified leadsNot yet attributed to AI searchConversion baseline required
Initial query set
Measure non-brand buyer questions first.
- 01What is GEO for a Web3 startup?
- 02How can a crypto company improve visibility in ChatGPT?
- 03Affordable GEO services for an early-stage Web3 team
- 04How should a Web3 project measure AI-search visibility?
- 05GEO agency for stablecoin payment infrastructure
Change log
What changed and when.
Baseline observation
Record the same queries, platforms, dates, mentioned competitors, citations and factual accuracy before claiming any result.
Limitations
What a future result will not prove.
- AI answers vary across platforms, models, sessions, locations and dates.
- Correlation after a website change does not demonstrate causation.
- A mention is not useful when the product is described inaccurately.
- A citation is not equivalent to a qualified visit, lead or sale.
Method before results