How Should Traders Evaluate a Firm That Has Few Independent Reviews?

A new or relatively unknown prop firm may offer attractive conditions without having a long public track record. How can traders investigate its credibility without treating the absence of complaints as proof of reliability? What evidence would you want before committing money?