Is the business safe to recommend?
Visibility creates attention; trust creates selection. A business can be perfectly visible and still be filtered out at the moment a system has to stand behind naming it first.
- 0 live in demo
- 4 in platform
- 1 engine underneath
Every module answers one question.
Each returns the evidence behind its answer, what that answer means commercially, and what should change as a result.
- 01In platform
Does evidence outside the business's own channels support what it claims about itself?
Claims made by a business about itself carry less weight, to a machine or a buyer, than the same claim made by someone else.
Independent validation - 02In platform
How much of what AI and Google know about the business comes from sources they treat as credible?
The same fact, published by a trusted source versus an unknown one, does not carry the same weight into an answer.
Source authority - 03In platform
Does the picture of the business agree across review platforms, press and AI-held knowledge, or does it fracture?
A system faced with conflicting signals about the same business tends to hedge, or say nothing at all.
Reputation consistency - 04In platform
Are there unresolved complaints, disputes or negative signals a system would weigh before recommending the business first?
Visibility gets a business considered. Unresolved risk signals are frequently what gets it filtered back out.
Risk signals
Take one question, or take the whole category.
Each purchase states what it examines, what it needs from you, how confident it can be and how it is delivered. No sales call is required to find any of that out.
- Snapshot
Trust and Authority Scan
Is the business currently in a state a system is willing to recommend from?
- 6 AI engines
- review and press source audit
- reputation consistency check
One engine produces this category.
Engines are the machinery, not the offer. Nothing above required you to know one existed.
- In platformTrust and Authority Diagnostics
Is the business visible but still unsafe to recommend?