Paid media for AI platforms

ChatGPT Ads, with strategy and performance measurement.

CONTEXTO is a specialized agency that designs, activates, and measures conversational paid media campaigns. We complement Google Ads, Meta Ads, and LinkedIn Ads with the intent people reveal while exploring, comparing, and deciding in ChatGPT.

For growth and paid media teams with high-consideration offers and measurable leads, SQLs, or opportunities.

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Availability depends on country, account, category, policies, and OpenAI inventory. CONTEXTO does not access private conversations or control which ad is delivered.

Managed serviceStrategy, activation, and measurement.

Platform roleOpenAI controls selection and delivery.

Commercial decisionScale, adjust, or stop based on evidence.

Conceptual simulationIllustrative format

Fictional question

What should I compare when choosing an executive program for product leaders?

Neutral response

Compare learning goals, faculty experience, format, weekly workload, and evidence of practical application. It is also worth reviewing admissions and participant support.

End of response

Executive Program in Product Decision-Making

Explore the format, curriculum, and admissions criteria.

instituto-demo.example/programaExplore the program

Independent response. The ad is separated and labeled. CONTEXTO does not modify the response or receive the private text of the conversation.

Illustrative format based on public ChatGPT Ads documentation. This is not an observed conversation or a real campaign.

Interactive comparison

A distinct signal within your media mix.

Select a channel to compare its signal, moment, and placement.

Selected channel

ChatGPT Ads

Signal: Context and intent processed by the platform.
Moment: Exploration, comparison, and decision.
Placement: Below certain eligible responses.
Role: Appear as a clearly labeled ad below certain eligible responses.
Limitation: The platform controls selection and delivery; advertisers do not receive chats.

CONTEXTO does not replace Google, Meta, or LinkedIn. We evaluate whether conversational signals can add incremental demand or quality.

Verifiable availability

A clear current scope, without inflated promises.

Our current operational offer focuses on ChatGPT Ads. Other advertising inventory associated with AI experiences is evaluated case by case, and only when access can be verified for the account, country, and category.

OpenAI Ads Manager remains a Beta product.
Availability varies by country and account.
Ads may appear to eligible Free and Go users.
Plus, Pro, Business, Enterprise, and Edu users do not receive ads.
OpenAI has not published general performance benchmarks.
CONTEXTO does not promise volume, delivery, ROAS, or conversions before observing an activation.

AI traffic may behave differently, but this evidence does not represent a ChatGPT Ads campaign.

Adobe April 16, 2026

View scope and limitations

Adobe Analytics for U.S. retail, March 2026.

This is not a conversational advertising benchmark or a CONTEXTO promise.

External evidence

Describes market direction within the scope defined by each source.

CONTEXTO hypothesis

Conversational intent may add incremental demand or quality; each account requires validation.

First-party evidence pending

CONTEXTO does not yet publish proprietary benchmarks. Costs, incrementality, lead quality, and pipeline impact must be observed.

Managed service

What you engage CONTEXTO to deliver.

An end-to-end activation with verifiable deliverables and explicit operating boundaries.

Opportunity assessment

We review fit, eligibility, the offer, available data, and measurement readiness before recommending activation.

Operating boundary

The platform determines eligibility, policies, formats, and availability.

Intent map

We select relevant intents from CONTEXTO's library and connect them to real buying situations.

Operating boundary

This is a working hypothesis and does not imply access to private conversations.

Experiment design

We define the hypothesis, messages, creative, landing page, activation context, and measurement plan before investment begins.

Operating boundary

Scope is limited to assets, access, and data authorized by the client.

Activation and measurement

We operate campaign configuration on eligible platforms and instrument the landing page, pixel or CAPI where appropriate, plus CRM connection when access exists.

Operating boundary

CONTEXTO operates the activation; each platform controls delivery, inventory, and approval.

Outcome review

We evaluate IQLs (intent-qualified leads), SQLs (sales-qualified leads), opportunities, and commercial signals.

Operating boundary

The final decision is to scale, iterate, or stop based on observable evidence.

Who it is for

Teams with a valuable offer and the ability to measure.

Best suited to purchases that require research and teams that can follow the journey after the click.

B2B SaaS

For offers with multiple stakeholders, extended evaluation, and a commercial opportunity that can be tracked in a CRM.

Executive education

For programs where buyers compare reputation, format, time commitment, and professional return before deciding.

Professional services

For mid- or high-ticket services where trust, specialization, and fit carry weight in the decision.

Growth and paid media teams

For companies already investing in acquisition and able to measure leads, SQLs, opportunities, or sales.

Fit criteria

The minimum foundation for an activation to produce useful learning.

Verifiable geographic availability.
Account access enabled.
An eligible category under current policies.
Reasonable budget and potential volume.
A landing page and follow-up process.
Active paid media.
Ability to measure leads, SQLs, opportunities, or sales.
An observable outcome defined before activation.

When these conditions are absent, CONTEXTO may recommend waiting. We do not assume every niche has enough available volume.

How it works

From hypothesis to a commercial decision.

Every step connects strategy, experience, and an observable signal.

Signal → campaign → experience → observable outcome

At this step

CONTEXTO formulates a verifiable buying situation without assuming access to the private text of any conversation.

View the activation

Proprietary methodology

C.O.N.T.E.X.T.™

Buyer understanding, design, and measurement before putting a hypothesis into the market.

Understand

Buyer, context, opportunity, and purchase needs.

Design

Tension, experience, message, and experiment hypothesis.

Measure

Transaction, commercial quality, and the next decision.

View the full methodology

Next step

Confirm whether a conversational activation makes sense for your offer.

We will review market, eligibility, active paid media, and measurement readiness before defining scope.

Request an evaluation