How to spot a fake vendor review

Review fraud in the event industry is not a fringe problem. It is a mature market with pricing tiers, delivery schedules and account warm-up periods. If you are planning a wedding or a company party, you are almost certainly reading some purchased reviews without knowing it.

The patterns worth knowing

• Clusters in time — fifteen reviews in nine days, then silence for four months.
• Uniform length. Real reviews vary wildly; bought ones are written to a brief.
• No specifics. A genuine host names the venue, the date, or the thing that nearly went wrong.
• Reviewer accounts with a single review, created the same week they posted it.
• Praise for things the vendor does not sell — a florist commended on their lighting.
• Perfect scores with no distribution. Real excellence still collects the occasional four.

Why moderation does not fix it

Most platforms treat this as a detection problem: find the fakes and remove them. That is a losing position, because the people writing fake reviews iterate faster than the people removing them, and every false positive costs an honest vendor real money.

The only durable fix is to make the fake impossible to write in the first place.

That is the reasoning behind the Verified Event Chain. A review cannot exist until a host has created an event, tagged the professional, and confirmed after the date that the work was performed — with the professional confirming independently. There is no fabricating that from an account farm.