Ronn Torossian is Founder & Chairman of 5W AI Communications. 5W is one of the largest private communications firms in the world.
Every robo-advisor in 5WPR’s Robo-Advisors & Retail Investing AI Visibility Index 2026 is losing to the same competitor, and it isn’t a rival fintech. It’s Forbes. Forbes was cited as a source in 72.6% of the 186 AI answers with retrieval evidence in this study, more than any brand’s own website, including Fidelity’s, which posted the strongest brand-owned citation rate in the data at 26.3%. NerdWallet followed at 48.9%, CNBC at 35.5%. The gap between the top publisher and the top brand is nearly 47 points.
Brands Are Not Competing Only Against Each Other Anymore
For decades, a robo-advisor’s marketing team measured itself against other robo-advisors. This data shows that framing is incomplete. The real competition for the citation an AI engine hands out is against the publishers that already have an established editorial process for reviewing regulated financial products, Forbes Advisor, NerdWallet, CNBC, Kiplinger. Those sites show up in AI answers not because they market harder but because they have spent years building the kind of structured, comparison-ready, frequently updated content that a retrieval system can lift cleanly.
Reddit was cited in 21.5% of evidence-backed answers in this study, more often than most of the brands it was discussing. That alone should end any argument that “official” sources automatically win the citation.
What Publishers Are Doing That Most Brands Aren’t
Publisher pages built for this moment tend to share three traits: they name the specific product being compared rather than describing a category in general terms, they update on a visible cadence so the content doesn’t read as stale to a retrieval system, and they answer the exact buyer question, “cheapest robo-advisor,” “best for tax-loss harvesting,” “best for beginners,” in the page’s own words rather than making the reader infer the answer from marketing copy.
A brand’s product page usually does none of these well. It describes the brand’s own virtues in the brand’s own voice, updates rarely, and buries the specific comparative answer a buyer, or an AI engine summarizing for a buyer, actually needs.
Closing The Gap Without Becoming A Publisher
No robo-advisor needs to out-report Forbes. It needs pages, plural, one per real buyer question, that state clearly and specifically what the product does, what it costs, and how it compares, in language direct enough for an engine to quote without paraphrasing away the substance. SoFi and M1 Finance, at 5.9% and 4.8% owned-domain citation rates in this study, are the clearest examples of brands whose sites are not currently built to be quoted at all.
The category leaders in appearance, Betterment, Vanguard, Wealthfront, are not immune either. Being named is not the same as being the source, and this study shows that even the most visible brands in robo-advising are letting Forbes and NerdWallet answer for them. The firms that fix that are not spending more on advertising. They are rebuilding the pages that should have been answering these questions themselves all along.
