David Carle
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AI advertising campaign management

AI-era advertising, run by an experienced consultant

Google Ads, Meta and LinkedIn now run almost entirely on artificial intelligence. Smart Bidding, Advantage+, Performance Max: these tools only perform when they're set up, fed and governed correctly.

✓ Direct expert, no middleman  ·  ✓ Measurable results  ·  ✓ 20 years of experience

AI Advertising consultant David Carle
David CarleAI Advertising consultant

The problem

The 6 pitfalls of poorly optimized AI advertising

Automation without strategy isn't performance. It's accelerated spend.

Pattern 01

Fuzzy conversion signals

AI optimizes on what you feed it. If your conversions are imprecise, algorithms spend without direction.

Pattern 02

PMax running without guardrails

You let the algorithm pick audience, creative, placement and budget. No guardrails, no business priorities.

Pattern 03

No hierarchy between AI and manual campaigns

They cannibalize each other. AI captures low-value queries and bills you for traffic you'd have had organically.

Pattern 04

Generic creatives that plateau fast

AI platforms require creative volume. Without structured production, performance stalls in 4-6 weeks.

Pattern 05

Underused audience signals

PMax and Advantage+ running with no audience signals. You pay for AI to explore on your dime.

Pattern 06

AI-muddled attribution

Each platform claims 100% of the credit. Without incrementality testing, you no longer know what actually works.

The offer

My AI advertising offering

A clear framework to leverage ad platform AI without being hostage to its biases.

Included

Audit of your current AI setup

Conversions, signals, structure, creatives, attribution.

Included

Smart Bidding configuration

With profitability targets, constraints and business guardrails.

Included

Optimal PMax structure

Asset groups by intent, audience signals, exclusions, product feeds.

Included

Structured creative production

Volume, variants, hooks tailored to the algorithms.

Included

Attribution and incrementality testing

Geo tests, holdouts, channel-specific attribution models.

Included

Ongoing management

Weekly optimization, testing, strategic reviews.

The process

My AI governance process

Five steps to take back control of automation.

01

Full AI audit

In-depth analysis of all ad accounts, all platforms and all active AI layers (Smart Bidding, PMax, etc.). Identification of areas where automation is performing and areas where it's drifting out of control.

02

Governance plan

Clear definition of what stays with AI, what stays manual, and what gets business guardrails. An explicit framework rather than improvised case-by-case decisions.

03

Implementation

Setup of AI campaigns, refinement of conversion signals, production of algorithm-tailored creatives, and attribution model setup. Each element aligned with the business goals defined in the previous step.

04

Continuous optimization

Weekly campaign optimization based on real data, not on platform-reported metrics. Each adjustment is documented and insights put to use to inform the overall strategy.

05

Incrementality measurement

Regular geo tests and control groups to validate the real impact of AI campaigns. You know exactly what share of the result is attributable to advertising and what would have happened organically.

Case study

Client case: Quebec SMB in financial services

A Quebec SMB operating in financial services noticed its prospects increasingly turn to ChatGPT to compare financial products before contacting an advisor. The goal: be present in these conversations ahead of competitors by deploying a structured ad campaign on ChatGPT.

2,400
Qualified visits attributed to ChatGPT in 6 months
+34%
Engagement rate vs other paid channels
+18%
Brand lift measured via holdout test
6 months
To establish stable steering on an emerging channel
Read the full case study →

The opportunity

Why "now" is the only right answer.

Every major advertising platform has had its first-mover window. Google Ads in 2004: cost per click in cents. LinkedIn Ads in 2013: premium impressions at rates you'll never see again. Today, ChatGPT Ads is opening in Canada. The numbers below explain why this window won't stay open long.

2.5B
ChatGPT queries per day globally
23×
Projected AI market growth by 2029
3-5×
Lower cost per click than Google Ads in entry phase

ChatGPT Ads combines three conditions that rarely line up at the same time. A platform with 700M monthly active users. An ad model still under construction, meaning low bids and flexible rules. And a thin density of structured English-speaking advertisers in Canada. That combination never lasts more than twelve to eighteen months.

By 2027, ChatGPT Ads will be saturated at the level Google Ads was in 2010. Advertisers who started today will hold three permanent advantages. The learning data specific to their account. The reserved audience slots. And the in-house expertise. Those who wait will pay to catch up.

Testimonial

“
David has a rare ability. He can take a platform nobody understands yet and build a strategy a client can actually follow. I've seen few consultants this comfortable in the zones that shift in real time.
Sabrina Côté - Strategic Planner

Free consultation

Book a consultation on your AI campaigns

A conversation to assess your current automated campaigns and identify where to take back control.

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