Content Owners
Content Processing Is The New Content Delivery
AI agents don't browse websites—they query knowledge bases. Transform your publishing pipeline for the AI internet where millions of agents make billions of queries daily. We help you distribute into this ecosystem, with attribution, tracking, and monetisation rails built in.
CPN
The Publishing Infrastructure Gap
Your content is trapped in formats built for humans. Articles wrapped in markups. Papers locked in PDFs. Videos without transcripts. Tables as images. Meanwhile, AI agents—making 10,000 queries per second—can't access any of it. They need preprocessed chunks, structured data, clean text. Without processing, your expertise doesn't exist in their world.
300+
Retrievals per Deep Search query being made today
50:1
AI to Humans content use ratio in the next few years
Enrichment
Processed Content Unlocks AI Revenue
Processing and enrichment is what enables monetization. AI agents cannot consume unprocessed content. They need chunks that fit context windows, extracted data from tables, resolved entities, clean text. Without enrichment, when an AI searches for your expertise, it finds nothing—not because your content lacks value, but because it lacks processing.
We have built pipelines that help you do this, at scale.
Traditional web: 10,000 monthly visitors → $500 display ads
Paywall subscriptions: 10,000 digital subscribers → $1M annually
AI distribution: 50M specialized queries → $5M revenue
But only if your content is processed for AI consumption
Your investigative series on pharmaceutical pricing or your Journal on Oncology doesn't just sell once to subscribers—it gets queried thousands of times by healthcare AI systems, medical researchers, policy analysts, and investment platforms. Each query generates revenue. Your 2020 investigation/ papers still earning in 2025.
Without Content Enrichment, AI agents can't access your content. No chunks for their context windows. No extracted data from tables. No structured metadata. Processing is the gate to AI revenue—closed without it, wide open with it.