A dose of reality may be hitting angel investing.

After valuations for young companies seeking funding soared to five-year highs last year, some angel investors—or wealthy individuals who buy stakes in startups—are starting to pull back.

On AngelList, a crowdfunding site aimed at such investors, the average valuation for a company receiving...