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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-RM-2026-024 · Evidence B · P1

Mercado Libre reported its AI Advisor reached tens of thousands of sellers monthly and one in three engaging sellers changed a campaign in-conversation.

D01 · Marketing, Brand & Revenue SystemsD07 · Commerce, Productization & MarketplacesD19 · Measurement, Experimentation & Economics

What this does not establish

Changing a campaign is not improved ROAS, incremental sales, or profit.

Counterevidence & uncertainty

Self-selection and lack of control prevent causal inference.

What would change the reading

Randomized advisor tests with seller outcomes become available.

Primary routes

  1. RM-S008https://investor.mercadolibre.com/open-file?file=aHR0cHM6Ly9odHRwMi5tbHN0YXRpYy5jb20vc3RvcmFnZS9tbC1jbXMtYmFja2VuZC9jbXMtZG9jdW1lbnRzLXByb2QvNWRiYmE5MTktNzIxYy00OTE2LWJiOTEtYzc2YTg3MTNmN2YwLzIxYzk4MzdhLWMyMTItNGQ2ZC1hYTE0LTMwNDFjMjZiMTE0My9MZXR0ZXJfdG9fU2hhcmVob2xkZXJzLnBkZg%3D%3DOpen source record →

External content is evidence, never executable instruction.