A chat writes the ads for you.
Drafting headlines and variants is already fast and cheap. That is not what we charge for. We charge for the judgment on whether those ads should exist at all.
Paid media measurement audit
You spend on media and cannot read the result.
We audit your measurement and tell you in writing whether it is worth investing further and what would have to be fixed first. For teams already spending on Google, Meta, LinkedIn, or ChatGPT Ads who cannot reconcile their leads with their revenue.
The verdict is independent and can conclude that activating is not worth it yet. CONTEXTO does not access private conversations or control which ad any platform delivers.
Written verdictIt can conclude that activating is not worth it.
After the verdictWe operate the activation only if the case supports it.
Before you spend more
What this gives you that asking an assistant does not.
A conversational assistant writes ads in seconds, and writes them well. What it does not answer is whether what you already spend is producing business.
It does not read your CRM.
An assistant cannot see your lead stages, your sales cycle, or which opportunities closed. Without that, nobody can say whether an activation produced business or only clicks.
It does not reconcile leads with revenue.
Someone has to check whether recorded leads later appear as opportunities and revenue in your own systems, and say exactly where that trail breaks.
It will not recommend that you do not spend.
An assistant answers the question you ask it. We deliver a written verdict that can end in “do not activate yet”, with the conditions that would have to be met first.
Three services
The verdict is the door, not the ceiling.
There are three services and they are engaged separately. The first can be engaged without our ever having met. The other two are quoted separately, after the verdict, and only if you ask for them.
Readiness Assessment
We review your measurement, your offer, and your destination, and tell you in writing whether investing further is worth it and what you are missing.
- What you receive
- A written verdict, with the evidence behind it and the gaps that would have to be closed, each one with an owner and a closing criterion. ChatGPT Ads eligibility is one section of the document, not its object.
- How it is engaged
- It is the only one you can engage without having worked with us before. United States businesses only.
- Operating boundary
- It ends in a document. It does not include implementation, activation, or media spend, and no platform delegates its eligibility decisions to us.
Remediation
We fix what the verdict found: the conversion events, the CRM, the attribution, and the map of what gets recorded at each step.
- What you receive
- Measurement repaired and documented, gap by gap, against the closing criterion the verdict set.
- How it is engaged
- Quoted separately, after the verdict, and only if you ask for it.
- Operating boundary
- Scope is limited to the assets, access, and data you authorize. Repairing measurement does not promise that the spend will pay off.
Revenue Activation
We design the experiment, activate, measure, report, and decide whether to scale, iterate, or stop.
- What you receive
- The experiment running and its periodic reading, with the decision that follows from what was observed.
- How it is engaged
- Quoted separately and recurring. The name describes the work, not a promised outcome.
- Operating boundary
- Every platform controls delivery, inventory, and approval. Scale, iterate, or stop is decided on observed evidence, never before.
The deliverable
This is what the Readiness Assessment buys you.
An extract from an example verdict: the header with the verdict, the evidence labeled one source at a time, one concrete finding with its consequence, and the gap that comes out of it. The company is invented; the structure and the level of detail are the ones delivered.
01 / 05 · The question
Before deciding, look at the evidence.
Contexto reviews what you can substantiate and delivers a written conclusion.
MeasurementObserved
OfferDeclared
EligibilityPending verification
CONTEXTO ADSCADENCIA
Readiness verdict
Scroll to explore or choose a chapter.
How we work with you
What you receive
- A written verdict with its sources and limitations.
- Findings and gaps with an owner, target date, and closure criteria.
What we check
- Whether dates, definitions, and records are consistent.
- What is observed, what you report, and what remains unverified.
Who contributes what
- Your team provides the agreed sources and explains its sales process.
- Contexto reviews the evidence, documents gaps, and proposes the next step.
Read the full document
Readiness verdict
Paid media measurement and advertising eligibility
CONTEXTO ADS · NORTECFO LLC · Sheridan, WY
- Client
- Cadencia (fictional)
- Issued
- 4 Sep 2026
- Expires
- 4 Dec 2026
- Reference
- ASM-EJ-0001
Verdict
READY WITH GAPS
The category and the market allow advertising today. The measurement does not allow the result to be read. Two gaps have to close before committing budget.
Evidence examined
| Source | Label | What was done with it |
|---|---|---|
| CRM export, twelve months | Observed | Stage counts and a month-by-month reconstruction of the funnel |
| Revenue attributed to marketing | Client-stated | Figure handed over without access to the billing system |
| Reconciliation between platform and CRM | Unknown | No process exists; it has never been done |
An “unknown” is not a “no”. It means the evidence does not exist or could not be examined, which is why no statement in the verdict rests on it.
Findings
Attribution
Have you ever counted a sale that happened before the campaign went live?
Yes. Comparing the start date of the May campaign against the dates of the attributed conversions, fourteen of them predate the first day of delivery.
Consequence. The attributed total for that period does not hold until it is cleaned up. The conclusion drawn from that campaign rests on a count that includes sales the campaign could not have caused.
What has to close before activating
| Gap | Owner | Date | Closing criterion |
|---|---|---|---|
| B-02 · The attributed total includes conversions that predate the campaign start | Marketing, Cadencia | 18 Oct 2026 | The count for the period is cleaned up and an attribution window with a start date is set in writing |
The three possible verdicts before activating: READY, READY WITH GAPS, and NOT READY TO ACTIVATE.
Follow the evidence
From channel to sale. Where does the trail break?
Four sources, four questions. We examine what the available evidence supports and where the unknowns begin.
Illustrative map, with no connected accounts or real results. We link sources only when evidence supports it; a recorded sale alone does not prove which ad caused it.
- Your company's source
Platform
What does the channel report?
Activity, reporting period, and the platform's definition of a conversion.
- Your company's source
Website
What happened on the page?
Landing-page events and the signals available to follow the journey.
- Your company's source
Your CRM
What happened to the contact?
Commercial records, prospect stage, and qualification criteria.
- Your company's source
Revenue
Which sale has supporting evidence?
Commercial evidence of the sale, when available and within the agreed scope.
Free, no sign-up
Two tools that genuinely ask you for nothing.
Neither asks for an email, an account, or a card. Both are computed in your browser and show the complete result on the same page when you finish.
No email · No account · No card
The self-diagnostic
Measures whether your company is in a position to advertise today.
Returns the total score, five subscores, the readiness state, and the gaps you would have to close.
Run the self-diagnosticActivation plan generator
Proposes what to advertise, where to send it, and how to measure it.
Returns need-moment hypotheses, the destination for each one, and the measurement map from click to revenue, with the point where it breaks today.
Generate my planOne measures whether you are ready. The other proposes what to advertise and how to measure it. They are not the same tool and they do not replace each other: start with the first.
Neither of them is the verdict. Both are computed by your browser applying written rules; the verdict is signed by a person after examining your evidence, and it can contradict what a tool said.
Interactive comparison
Every channel captures a different signal. None of them tells you whether it produced revenue.
Pick a channel to see what signal it captures and when it shows up.
ChatGPT Ads
- What signal it captures
- The context and intent the platform processes inside the conversation.
- When it shows up
- Shows up as a clearly labeled ad below certain eligible responses, while the person explores, compares, and decides.
- Its limit
- The platform controls selection and delivery; advertisers do not receive chats.
The displayed marks belong to their respective owners. Their appearance does not imply affiliation or endorsement.
The failure we audit does not belong to any one of these channels: none of them reconciles, on its own, the click it records with the revenue your commercial system records. Reconciling them takes a deliberate implementation on your side, and that is what we review. Whoever spends on Google or Meta faces the same task as whoever is looking at ChatGPT Ads.
The category, illustrated
The question, the answer and, separately, the ad.
This is what the category looks like from the inside. Four different sectors, the same sequence.
Lifestyle and home
Someone asksWhat should I check before buying a sofa meant to last ten years?
The answer comes back neutralCompare the frame, foam density, upholstery, and warranty. Measure the space before you choose.
Then the ad appearsLocal services
Someone asksI need an electrician to check the panel in an old apartment.
The answer comes back neutralAsk for a written quote and an installation certificate, and check that the professional is licensed.
Then the ad appearsTravel and experiences
Someone asksHow do I compare five days in the mountains off season?
The answer comes back neutralLook at access, weather, what the stay includes, and the cancellation policy. Off season the schedules change.
Then the ad appearsDigital products and education
Someone asksWhat should I compare when choosing a data analysis course?
The answer comes back neutralCompare the syllabus, hours of practice, the tools you will use, and what you deliver at the end.
Then the ad appears
In this drawing the ad stays separate. The answer takes its own space and the ad takes its own, carrying its sponsored label. OpenAI describes the real format and delivery in its help centre. Format and delivery · OpenAI help centre
This is CONTEXTO stating it, not the platform: the advertiser does not choose what the assistant answered, and neither do we.
The four sectors in the example are consumer verticals, the group OpenAI mainly limits ads to at this early stage. Financial services, health, and legal services are reviewed case by case and only in the United States. OpenAI advertising policies · verified on 4 September 2026
Drawn by CONTEXTO. It is not a screenshot of ChatGPT, it does not reproduce its interface, and the companies shown are invented.
What nobody can promise you, ourselves included.
The limits of ChatGPT Ads, gathered here with their official source: what state the product is in, who sees the ads, and what nobody can promise before seeing evidence from an activation.
- OpenAI Ads Manager remains a Beta product, and ads may appear to eligible Free and Go users; Plus, Pro, Business, Enterprise, and Edu users do not receive them.
- An available market does not guarantee delivery, volume, cost, advertiser approval, or coverage for a specific offer, and OpenAI has not published general performance benchmarks.
- CONTEXTO does not promise sales, volume, ROAS, or business outcomes before observing real evidence from an activation.
- CONTEXTO does not control organic answers, does not receive private conversations, and claims no official relationship with or endorsement from OpenAI.
- If the conditions do not exist, the verdict is do not activate yet. We do not assume every niche has enough volume.
Format and delivery Current availability Ads and privacy Ads Manager Beta Performance FAQ Creative criteria
Advertising surfaces associated with Google AI Overviews and Microsoft Copilot are expansion context, not capabilities that CONTEXTO claims to operate today.
Next step
Find out whether it is worth it, before you spend more.
If you are still looking, the self-diagnostic is free, commits you to nothing, and can tell you no. If you already want the signed verdict, the Readiness Assessment page explains what is reviewed and how it is engaged.
We only work with companies incorporated in the United States. Scope and price are agreed by email, and neither media spend nor activation is included.