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Impossible Solutions

ChatGPT Ads strategy, measurement & execution

Turn ChatGPT Ads into measurable customer acquisition.

We assess the commercial case, launch a focused 45-day pilot, and connect performance to the outcomes that matter — so you know whether to scale, iterate or stop.

From first assessment to a clear Scale, Iterate or Stop decision.

Question

“Which e-bike suits a 12 km city commute in winter?”

  1. Intent signal

    Comparing options, close to a decision

  2. Category

    Consumer mobility

  3. Placement

    A clearly labelled sponsored placement, separate from the response

  4. Action

    A visit and a conversion event, measured

Illustrative sequence from our framework, not a client result

  • Independent of OpenAI
  • Client-owned advertiser account
  • Media paid directly to OpenAI
  • Measurement before scale

The risk

The expensive mistake is not testing a new channel. It is testing it without knowing what success means.

A platform can report encouraging numbers while finance sees a different picture. If measurement is designed after the spend begins, months later you can still be arguing about whether the channel actually created revenue.

We work in the opposite order: define the economics, measurement and decision rules first. Then spend.

What we do

From channel curiosity to a commercial decision.

Impossible Solutions turns a new advertising channel into a controlled business test. We assess fit, build the measurement, run the pilot and close with a recommendation management can act on.

  1. 01

    Assess fit

    Before media spend, we test whether the economics, reachable audience, conversion path and measurement setup support a meaningful experiment.

  2. 02

    Build and run the test

    One primary market. One primary conversion path. Clear hypotheses, controlled execution and weekly optimisation.

  3. 03

    Make the decision

    The pilot ends with a written recommendation: Scale, Iterate or Stop — and the evidence behind it.

Offer

Two steps. No blind media spend.

Ads Fit Assessment

€495

100% credited if the Pilot starts within 30 days.

Before media is committed, we assess whether ChatGPT Ads is commercially worth testing for your business.

We assess

  • Eligibility and practical launch constraints
  • Unit economics and allowable acquisition cost
  • Reachable audience
  • Measurement readiness
  • Conversion readiness
  • Whether enough signal can be generated to support a decision

The written recommendation is one of five: Go, Go with Conditions, Fix First, Not Now or No Fit.

If the answer is not now, that decision is made before media spend — not after it.

45-Day Founding Performance Pilot

€2,500 + media

Typical media budget: €5,000–€10,000

A focused managed test designed to answer one commercial question: can ChatGPT Ads become a viable acquisition channel for this business?

  • One advertiser
  • One primary market
  • One primary conversion path
  • 2–3 core hypotheses
  • 4–6 launch variants
  • Weekly optimisation
  • Final Scale, Iterate or Stop recommendation

You are not paying us for access to ChatGPT Ads. You are paying for the commercial modelling, measurement design, campaign structure, optimisation, reconciliation against your own business data and the final decision.

The 45-day clock starts when the account, access, conversion tracking, measurement plan and success definition are ready — not when the agreement is signed.

The advertiser account remains yours. Media spend is paid by you directly to OpenAI.

Client experience

Your pilot should not live in scattered emails.

Pilot clients receive access to the Impossible OS Client Portal — a structured workspace that keeps the engagement, measurement context and key decisions visible in one place.

Instead of reconstructing the project from inboxes, decks and status calls, both sides work from a shared operating view of what has been agreed, what is being measured and what the evidence supports.

One shared operating view

  • Engagement visibility
  • Measurement planning
  • Reporting context
  • Decision history
  • Shared delivery reference points

Serious work is easier to follow, review and act on when the operating context stays organised.

Impossible OS client workspace showing a synthetic Founding Pilot example.
Impossible OS — Measurement
Impossible OS — Decision

1 / 3

Real Impossible OS client interface, shown with synthetic demo data.

Why the pilot is different

We do more than report what the platform says.

The point is not to produce a prettier dashboard. It is to understand what happened, what can be verified and what should change next.

01

Revenue Truth

Platform-attributed, business-verified and incrementality-estimated revenue stay separate. A platform-reported conversion is not quietly turned into a revenue claim.

We reconcile the platform view against the outcomes your business can actually verify.

02

Buyer Intelligence

Campaign, creative, landing-page, conversion and CRM outcomes are used to identify buying patterns and the next hypotheses worth testing.

Advertiser-side signals and platform-reported aggregates only. Never private ChatGPT conversations.

The pilot

45 days. Six stages. One commercial decision.

  1. 01

    Fit

    Confirm that the commercial case and launch conditions still hold.

  2. 02

    Instrument

    Lock the measurement plan, conversion events and success definition.

  3. 03

    Launch

    Go live with one primary market, one conversion path and predefined hypotheses.

  4. 04

    Optimise

    Use emerging signal to improve the test without losing experimental discipline.

  5. 05

    Reconcile & learn

    Compare platform reporting with business-verified outcomes and identify what the test actually taught us.

  6. 06

    Decide

    Close with a written Scale, Iterate or Stop recommendation.

Who it is for

Built for companies that can test seriously.

The strongest fit is where customers research, compare or evaluate before buying — and where the resulting conversion can be measured.

  • You can define a meaningful conversion outcome
  • You understand roughly what a new customer or conversion is worth
  • You can support reliable conversion measurement
  • The available budget can generate enough signal to learn
  • Your team can act on what the test reveals

Not every company is ready for the channel. That is exactly why the Assessment comes before the media spend.

Built around your business

Your account. Your data. A decision you can audit.

  • The advertiser account belongs to your company and stays under your control.
  • Media spend is paid directly to OpenAI and remains separate from our service fee.
  • Success is defined before launch, not rewritten after the result is known.
  • Platform-attributed revenue is not presented as incrementality.
  • The final recommendation states the evidence, assumptions and reasoning behind it.

Founder-led

Commercial experience behind the test.

Impossible Solutions is founded and led by Roland Felföldi, with more than a decade of experience in international sales, export and business development.

His background includes opening new markets, driving commercial growth and international business development across more than 40 countries.

That experience shapes how we approach ChatGPT Ads: as a commercial channel that has to earn its place through economics, measurement and evidence.

FAQ

Questions worth answering before you spend.

01

What if the Assessment says we should not run the Pilot?

Then no Pilot starts. You receive the recommendation and reasoning in writing, before media spend is committed. The €495 Assessment fee is not credited unless a Pilot starts within 30 days.

02

Who owns the advertiser account and the data?

Your company does. We work with the access you grant. Media spend is paid from your account directly to OpenAI, and the account remains yours when the engagement ends.

03

What does the €2,500 Pilot fee pay for?

Commercial modelling, measurement planning, campaign structure, launch, weekly optimisation, reconciliation against your business data and the final Scale, Iterate or Stop recommendation. Media spend is separate.

04

Do you guarantee results?

No. A new advertising channel cannot responsibly come with a guaranteed commercial outcome. What we commit to is a defined test, transparent measurement and a clear recommendation based on the evidence.

05

Are you affiliated with OpenAI?

No. Impossible Solutions is independent from OpenAI. We are not owned by, affiliated with, endorsed by or certified by OpenAI.

Find out whether ChatGPT Ads deserves your next budget.

Start with the Assessment if you want commercial clarity before media spend. Book a Readiness Call if you want to discuss fit first.