AI company coverage has a genre problem. A large share of it reads like a lightly edited pitch deck: founding story, funding raised, impressive-sounding customer logos, a quote about mission. This isn't unique to AI coverage, but the pattern is especially pronounced here because AI companies are, on average, younger and less thoroughly vetted by the time they attract major press attention than companies in more mature sectors.
What a useful company profile actually answers
A profile worth a reader's time answers questions a pitch deck won't. What does this company's product actually replace, and what did that cost before? What do its customers say when asked what didn't work, not just what did? How does its unit economics look once you account for the true cost of the compute it depends on, not just the price it charges? A profile that only reports what the company says about itself isn't reporting-it's amplification with a byline attached.
The customer reference problem
Company-provided customer references are a particularly weak signal in AI coverage specifically, because early AI deployments are often subsidized, heavily supported by the vendor's own engineers, or run at a small enough scale that the economics that will matter at full deployment haven't been tested yet. A glowing reference from a pilot customer six months into a subsidized rollout says less than it appears to.
What we try to do differently
Our company coverage prioritizes verifiable specifics over narrative: funding amounts and terms where disclosed, named leadership with accountable track records, and product claims checked against what the product can be independently observed to do, rather than only what the company says it does. Where we can't verify a claim, we say so rather than repeating it as fact.
Why this is worth the extra effort
Readers using company coverage to make real decisions-whether to invest, partner, compete with, or buy from a given company-are poorly served by profiles optimized for access and goodwill rather than accuracy. The extra friction of independent verification is the entire value a publication adds over the company's own website.