See what's publicly visible and what AI is getting wrong.
Your public footprint tells one story. This audit shows what the current AI run can confirm, where public proof is still thin, and where the picture breaks. Audit in 60 seconds.
Search by name and cityBuilt from the AI and public proof available in this snapshot
from business match to a full AI visibility snapshot
every report gets a permanent link your team can open
Two versions of your business exist online.
One is what public sources publish. The other is what AI tells customers. When they disagree, customers get the wrong answer.
Publicly visible baseline
The best picture of your business that public sources currently publish: your profile, your website, directories, and review surfaces.
What AI says
The gaps AI is filling on its own.
When public sources are thin, stale, or contradictory, AI fills the gap with guesses. Your snapshot reveals exactly where this is happening and what it costs.
Wrong information means AI is confidently telling customers the wrong thing.
Missing details means AI skips your business because it cannot verify the facts.
Source conflicts mean your own surfaces disagree, so AI picks the wrong one.
Customers searching for your exact category may never see you recommended.
Customers may be told you are closed when you are open, or arrive to find you closed.
Qualified customers filter you out, or arrive expecting services you do not provide.
How strong is your public footprint?
Reviews, freshness, source agreement, and integrity: the signals AI uses to decide whether to trust your business.
Volume, rating, and recency evaluated
moderateLast update recency across surfaces
thinDo your sources tell the same story?
moderateClosure alerts, duplicate risk, stale pages
Needs attentionThe snapshot shows the gap. Obenan closes it.
Every AI search is a customer decision. When the public picture is wrong, customers go elsewhere. Obenan fixes the sources, publishes the truth, and keeps the answer right.
Correct the source data
Obenan fixes the facts at the source (business profile, citations, and directories) so every public system reads the same verified story.
Publish in formats AI can trust
Obenan adds structured signals to your website and publishes a machine-readable business layer, so AI engines can cite, summarize, and recommend with confidence.
Verify the picture converges
Obenan keeps monitoring AI answers and verifying that the public baseline and AI perception stay aligned as your business changes.