Performance

The Future of PPC in an AI-driven Era

by

Márton Csobaji

5 min read

February 9, 2024

With AI dominating discussions worldwide, it’s high time we explore its role in the PPC realm. Let’s dive into how artificial intelligence is reshaping the world of digital advertising.

Table of contents:

1. Definitions

2. Incentives for using AI

3. PPC AI tools

4. The future of PPC

Let’s start with the definitions

  1. Artificial Intelligence (AI)

    is the theory and development of computer systems able to perform tasks normally requiring human intelligence.

  2. Machine Learning (ML)

    enables computers to learn from data without being explicitly programmed to do so. ML is an integral part of AI – and AI is largely built on machine learning.

  3. Generative AI (GenAI)

    is a type of AI that can generate new content (text, image, audio) based on existing content.

  4. Large Language Models (LLM)

    LLMs are a subset of Deep Learning, it is a type of AI program that can recognize and generate text, among other tasks.

So how does ChatGPT fit into all this?

ChatGPT is a Conversational AI using Large Language Models (LLMs) to generate human-like texts.

Now that we are familiar with the different subtypes of AI, let’s take a closer look at how these AI-powered tools can help a PPC (Pay-Per-Click) professional’s daily job.

Questions that might pop up:

  • What type of job should be delegated to an AI tool? Should it be tasks that we could do on our own? Or should they be tasks where we are missing certain competencies? Like creating regression analysis to predict future trends and metrics.
  • What’s the risk of delegating tasks that we cannot validate properly?
  • Should we trust these AI-driven tools at all?
  • If Google Insights Tab shows whether we are tracking current search trends with our campaigns or falling behind in seasonality, what does it matter?

What is ChatGPT good for?

Just knowing what it’s not good for is a good start.

A few things to keep in mind:

  1. ChatGPT is an LLM model after all, not a PPC Expert.

    Know what you ask for: If you’re missing the context of your questions, how can you validate the answer given by ChatGPT? (See also the GIGO concept)

  2. Fact-checking and validating the output is a must.

    You can’t take the output as gospel, so don’t skimp on the verification.

  3. Don’t ask about last night

    ChatGPT was trained with data only up until September 2021, so it won’t be able to help you with the latest trends (e.g., new campaign or ad types).

A good prompt takes time

It doesn’t hurt to know what you want the end result to be.

To realize the potential of ChatGPT, it is important to always provide the right context. You should start with a system prompt, describing the area of expertise you are working in and the question you are asking for help with. In more specialized areas of expertise (like PPC), it is important that we also train the model, by using web browser plugins to let GPT read documents and articles that are relevant to us.

Since January 2024, the Chat GPT Store has also been available, where you can use custom versions of ChatGPT, which users have even trained in specific fields.

What can ChatGPT do for PPC?

  • Keyword Research: gives you a kick-start.
  • Expanding keywords based on an existing root list.
  • Writing ad texts (headlines, description lines).
  • Audience research: Provides suggestions for potential target audiences based on a brief.
  • Creating missing (complex) Excel functions.
  • Basic coding: writing JavaScript code for a Google Ads script.

AI-powered tools in PPC

What AI-based solutions and tools are already built into advertising platforms and what do we use them for? Actually, we’ve been already using quite a few AI-powered solutions in PPC – the one is called value-based smart bidding powered by predictive analytics.

In the old days, how did we know how much a paid click was worth for us?

We used keyword-level bidding, meaning we assigned max bids to every keyword, then looked at the actual performance on many different levels, such as GEO, browser language, device, and OS, time, search term, and adjusting the bids manually after analyzing all these user signals.

And now with the Value-based Smart Bidding, we just need to give some data to the system: budget, target KPIs (revenue, transaction, lead, etc.), and let the AI do the job for us. Predictive Analytics looks at the historical data, analyzes all these user signals, and makes predictions about the potential outcome automatically and in real-time. It “only” needs a lot of data to make these predictions accurate enough.

What are the trends?

Whichever of the big ad platforms you look at – Meta, Google, LinkedIn – they are going in the same direction: target broadly, provide 1st party data, and give a bigger budget so that the system has enough data to learn. In short – give up (some) control as an advertiser and leave/delegate more and more work to AI.

  • Simplified account structure
  • Broad(er) targeting
  • Automatic Creative Creation

Where does this lead?

More data but less control requires more trust from advertisers and PPC professionals.

My advice is don’t trust the AI blindly, test and back up your decisions with data.

What shall be the focus of our work in 2 years?

Still, to this day, we spend too much time managing campaigns, when to run what, how much to spend, and then reporting on these campaigns, leaving little time to analyze campaign data in any meaningful way, to gain insights from it – and especially to take two steps back to see a bigger picture and being able to work on strategy.

Our focus now
Ideally our focus in two years time

What’s gonna happen with AI?

What is likely to happen is that more and more AI-driven tools will be quietly integrated into the ad platforms – dynamic creative assets and automatically applied audiences will no longer be a recommendation but a default setting and that cannot be turned off. Also, the hype will be replaced by peaceful collaboration – where our job as experts remains to not lose sight: AI serves us and not the other way around.

The future is that the hype will subside, and AI will work quietly in more and more areas, as it has been doing so far. The question is not what this future will be like but what we, as experts, can do in the meantime to master as many applications as possible and make them a part of our regular practice.

The author(s)

Márton Csobaji

PPC Team Lead

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Kosárlabda szabályok

A kosárlabda csapatok 5 fős felállásban játszanak. A nevezett csapatokat csoportokba osztjuk, a sorsolást a tornát megelőző héten minden csapat részére kiküldjük. A mérkőzéseket hivatalos játékvezető vezeti. A mérkőzések egy pályán zajlanak. A csoportok első két helyezettje az egyenes kieséses szakaszba kvalifikálja magát. Az egyenes kiesés szakaszban a csoportmérkőzések során első helyezett csapatok a másik csoport második helyezettjével játszanak, ezt követően a vesztesek a harmadik helyért mérkőznek meg egymással, majd a győztesek vívják a döntőt.

Röplabda szabályok

Csapatlétszám: 6 fő max. 2 cserejátékossal
A játék időtartama:
  • A mérkőzés egy csapat által nyert egy játszmáig tart. 
  • A játszmát az a csapat nyeri, amelyik előbb ér el 25 pontot legalább 2 pont előnnyel. 24-24-es egyenlőség esetén a játszma addig folytatódik, amíg valamelyik csapat el nem éri a két pont különbséget. 
  • Mérkőzésidő max. 20 perc, ha ezen belül a fentiek alapján nem dől el a meccs, a 20 perc mérkőzésidő leteltével előnyben levő csapat nyeri a mérkőzést.
A csapat létszáma a pályán nem csökkenhet 6 fő alá. Azt a csapatot, amelyik nem tud az összetételi előírásnak megfelelő 6 főt a pályára állítani, a játékvezető “hiányos”-nak nyilvánítja.

Labdarúgás szabályok

Csapatlétszám: 5+1 fő.

Játékidő: 2×10 perc (szünet nélkül térfélcserével)

A mérkőzéseket 3×2 méteres kapukra játsszuk.

  • A mérkőzéseket a kispályás labdarúgás szabályai szerint bonyolítjuk le.
  • A mérkőzéseken csak hernyótalpas, terem- vagy edzőcipőben lehet szerepelni, fém, vagy gumi stoplis cipő használata szigorúan tilos! 
  • Ha bármelyik csapat létszáma a kiállítások, sérülések következtében 3+1 fő alá csökken, a mérkőzést be kell szüntetni. 

Introducing Nokia to website performance measurement through page speed measurement

Business background

Page speed has become an important factor for website owners and SEOs since Google began focusing more and more on user experience factors. If companies don’t adapt to this new mindset, they will lose their organic power.

Nokia has experienced an extensive page load time on most of its pages, but lacked proper measurable information about the performance of the website. It is challenging to adapt site-wise technical modifications without understanding what is really behind the curtain.

Our solution

Mito introduced a multifactor, multi locational-targeting page speed measurement and reporting system across different devices.

Our focus was to develop a measurement system from scratch that is able to report on different page speed KPIs so we can better understand what additional analyses are needed to increase the pages’ performance. We did not only focus on a page level measurement, but also grouped pages to page types that assists us in making more educated assumptions.

We paid attention to location modularity in order to extend the number of analysed locations to additional countries by adding new Virtual Machines to our framework.

We are able to measure different KPIs on both mobile and desktop so we can see how the site performance is realized across devices.

Our measurement system and dashboard provided us insights on what type of elements of the different page types might cause low speed performance and it helped us to further analyse the loading curve, just as the opportunities in Google PageSpeed Insights recommendations for the different page types.

Results

We set up the measurement system and the dashboard that reports on website performance and opportunities.

Through properly tracking the page speed improvements, Nokia becomes a more powerful organic participant in the telco market in Google search, while they provide a better user experience for their visitors.

End to end measurement solution for Nokia

Nokia is an innovative global leader in 5G, networks and phones.

An international business of this size requires a comprehensive measurement strategy including responsible data collection, consistent management of tags and measurement codes, personalized website tracking and purposeful conversion rate optimization (CRO).

We kicked off Analytics projects from January, 2020, beginning with extensive Google Tag Manager and Google Analytics audits. Besides inspecting the different system settings, we also optimized the measurement and pixel implementation processes within Nokia in order to increase efficiency and reduce implementation periods.

After the key adjustments and process harmonization, we have moved forward and started to work on the website and landing pages’ efficiency, including several conversion rate optimization tasks such as heatmap analysis and A/B testing.

Results

Nokia is receiving continuous support from our analytics team to ensure the client’s measurement and data is reliable. Due to streamlined processes, implementation periods are shorter and we eliminated unnecessary website tracking codes which cause longer loading times.

Nokia Allwhere - Private Wireless - Global digital media campaign planning & execution

Building brand awareness and creating demand for Nokia Private Industrial Wireless in new vertical markets

Nokia launched a digital campaign to educate the market that their industrial-focused LTE solutions are the key in accelerating the ultimate benefits of digital transformation and realization of the fourth industrial revolution.

The goal: to build brand awareness and create demand for Nokia private Industrial Wireless solutions in new vertical markets, especially infrastructure or asset-heavy industries where digitization has been mostly restricted to point solutions without general network connectivity.

Our approach

We’ve developed a multi-touch global digital media campaign, which covered the entire user journey of business leaders, from education to making a business decision.

Our main goal was to make Nokia visible on a large scale through automated solutions and smart targeting to reach people when they are reading, talking, learning about or searching for private wireless networks.

To archive this, we’ve utilized the combination of digital media platforms, including industry specific content sponsorships, social media ads, paid search, programmatic hyperlocal and Digital out-of-home ads in front of target company HQs. We’ve made sure that when our key audience is browsing the web, using social media on their phones or just walking outside of their offices, they see a relevant Nokia ad.

Results

The campaign has reached over 80 000 business decision makers and influencers in 3500 target companies, across 5 industry verticals globally.

Private wireless solution specific brand search volume increased by 70% during the campaign period (YoY). In Q2 and Q3 2020, Nokia Enterprise had a double digit year-on-year growth in net sales and new customers.

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