AI Task Framework: Examples of What I’d Outsource To AI And What I Wouldn’t.

Copilot created this image of a college age man sitting said in a basement looking lonely at an old dusty unused exercise bike.

This is the second post in a series of five on AI. In my last post, I introduced an AI task framework to be more intentional about why and how we use AI in our jobs, businesses, or organizations. In this post, I give examples based on my previous advertising career.

AI Framework Template for AI Use Click on the image to download a PDF template.

As an advertising copywriter, some everyday Tasks and Goals included:

  1. Fill out timesheets detailing what I worked on each day to bill time to clients and projects to get paid.
  2. Research a client’s business and industry to demonstrate knowledge of their unique challenges and opportunities.
  3. Create ideas for campaigns and individual ads to sell to a client and publish to meet marketing objectives.
  4. Write social media ad copy for social media marketing to generate engagement and conversions for a client.

(1.) I would outsource timesheets to AI.

I envision an AI assistant that Extracts (AI Function) file use logs from programs like Microsoft Word, Categorizes (AI Function) by job number, and Creates (Level of Thinking) a spreadsheet listing client, job, and time. I could review and adjust it before submitting.

After thinking of this example, I discovered that Microsoft is adding this capability. Copilot for time entry creates time entries for team members without navigating through forms or filling details with dropdowns, generating first drafts for users to modify and confirm for timesheet submission.

The Level of Thinking in this example is Applying a process to Create a suggestion for my time entry (AI Capabilities). It doesn’t require creativity or imagination and I maintain final human judgment on accuracy (Distinctive Human Skill). By tracking job numbers no Copyrighted or Proprietary data is used. Human impact is positive. Everyone I knew hated timesheets. We loved coming up with ideas (Legal & Ethical Use).

(2.) AI could help with some aspects of client research.

AI could Answer Questions (AI Function) like “What are the current challenges and opportunities in the ice cream industry?” An open system like GPT would give me general answers based on open sources from the internet that may or may not be the most current, accurate, or relevant.

AI is Understanding (Level of Thinking) on a cursory level (AI Capability). To contextualize this understanding to your client and judge for accuracy (Distinctive Human Skill) you need proprietary data from paid databases like Mintel, your client, or your own research. Your personal experience with the client or industry is an added Distinctive Human Skill.

You could outsource this to AI by uploading proprietary data into an AI model Summarize and Ask Questions. (AI Function). But you’re uploading Copyrighted/Proprietary material without permission (Legal & Ethical Use). Mintel forbids input into AI systems and clients are adding AI restrictions to contracts to protect their data from training LLM models a competitor could use.

Some are developing Closed AI versus Open AI systems that run locally storing data on their computers versus the cloud. The ad/PR agency network Publicis is investing in an internal AI built on proprietary data. When available this could be a great way to quickly get up to speed on a business and industry.

How much I’d outsource depends on my previous experience. If it was a new client or market I was unfamiliar with I may worry how much I’d Understand (Level of Thinking) or Remember (Level of Thinking) if AI did it all. In an in-person meeting could I recall or contextualize the information on the fly?

(3.) AI could help with some parts of idea generation.

I would outsource some brainstorming to AI, not idea formation, but AI could give me more material for ideas by Answering Questions (AI Function). Let’s say my client wants to sell water bottles to 25-34-year-olds. I could ask “What do 25-34-year-olds who work out look for in a water bottle?” and “What are current trends with 25-34-year-olds who work out?”

With these prompts, GPT via Copilot Created (Level of Thinking) a list of alternatives (AI capability). From the list, I put together a feature “one-hand operation” with a trend of “functional fitness.” Then I Asked for functional fitness examples. From that list, I put together a humorous image or video scene of a young woman easily sipping out of her Owala water bottle with one hand while swinging a heavy Kettlebell with the other. This formulated an original solution (Distinctive Human Skill).

Evaluating AI responses and knowing what to Ask (Level of Thinking) comes from knowledge of the client, problem, market, target, and trends to discern the best and identify AI hallucinations. I’d also use my domain expertise of what concepts are good Remembering (Level of Thinking) from my long-term memory of 17 years of creating ideas for clients (Distinctive Human Skill).

I wouldn’t have AI write ad copy or scripts directly. If it isn’t mostly Created by a human, it can’t be copyrighted to sell to your client or to protect them from use by competitors (Legal & Ethical Use). I’d also check my agency and client for specific restrictions on AI. Your Knowledge (Level of Thinking) of the client and humans (Distinctive Human Skill) is better at Creating (Level of Thinking) less generic more human copy and scripts.

(4.) AI could help in parts of social media campaign creation.

AI could help brainstorm content Answering (AI Function) “What kind of content do 25-34-year-olds who work out like to see on social media?” I’d Evaluate (Level of Thinking) AI’s best suggestions (Distinctive Human Skill). One was “personal anecdotes.” It reminded me of an insight I read in a Mintel report about unused home workout equipment.

I combine this with the text “Peloton brings the motivation of a community to your home.” This gave me a visual idea of unused home workout equipment. I could mockup the social idea using AI to Generate (AI Function) the image. I’d ask “Create an image of an unused, dusty, stationary bike in a basement with a lonely looking guy” (Level of Thinking). This image would help me sell the idea to the client.

Generated with AI (DALL-E 3 via Copilot Designer ∙ June 25, 2024 at 1:33 PM

After approval, my art director and I would consider Copyright issues. Using AI-created artwork for commercial use is unsettled due to sources for training data. Adobe Firefly claimed to be copyright-compliant, but revelations about training data may put Firefly users at legal risk. A trusted photographer may be best to ensure compliance (Legal & Ethical Use).

We’d also consider that the medium sends a message. Does an artificial human and image support Petoton’s message of genuine human connection? I’d weigh the risk of uncanny valley. When tech gets too close to human people get an unsettled feeling. That creepy feeling can be transferred into negative feelings about the brand. Toys R Us and Under Armour have faced backlash for using AI generated video in this way. Google sparked backlash over an ad where a dad had AI write a letter for his daughter because it had to be perfect (Legal & Ethical Use).

I can’t help thinking about the human impact. I’ve worked with many talented creators who add to my ideas with their expertise. If we all decide to use AI instead, photographers, models, illustrators, designers, and writers lose their livelihoods. Levi’s faced a backlash after announcing they’d use AI generated models (Legal & Ethical Use).

Creating content variations (AI Capabilities) is a tedious part of social media. AI could help Generate (AI Function) variations to fit different platforms. I could ask “Write this copy ‘Peloton brings the motivation and community of a gym to the convenience of your home’ in 10 different ways.” I could also tell it to write a specific length for each platform’s character limits. This type of AI outsourcing is happening. Meta Ad Manager is adding Text Variations and social media management software Hootsuite has OwlyWriter AI.

Going through this AI task exercise makes me hopeful.

Breaking down my job into tasks making intentional decisions on what to outsource to AI gives me hope. It reminds me of our human agency. It helps me visualize what Mollick describes in his book Co-Intelligence. Instead of replacing all human tasks, we can use AI as Centaur (division of tasks) and Cyborg (intertwined alternating subtasks).

Once you decide what tasks to outsource you need to know how to ask AI to get the best results. In my next post, I’ll dive deeper into prompt writing.

This Was Human Created Content!

Idea Writers Still Needed. What ChatGPT Can’t Do.

We’re going in on digital. If anyone doesn’t want to learn the Internet, pack up your desk and leave.

We heard this from the president of our ad agency during a Monday morning employee meeting. This may not be scary today when  65% of all ad spending is digital. But in the late-2000s it caused worry. Why?

As a mid-career advertising copywriter, I built my expertise on traditional mass media ads. I instinctively wrote print ads, billboards, 30-second TV scripts, and 60-second radio ads. That’s what I learned in undergrad, at Portfolio Center, and what I had created for 10 years. I honed my skills and was good at them. My campaigns with art directors helped clients meet sales objectives and won creative awards.

The Internet Experiment

I still remember that feeling. For us who built our careers on mass media ads, it was like the rug was pulled out from under our feet. Did I spend all those years in school and years fine tuning my craft only to be replaced by Internet experts? Would they need us traditional ad copywriters anymore? I remember Goodby, Silverstein & Partners, known for creative traditional ads, announced they were no longer an ad agency – they’re a digital agency. Advertising Age even ran an article with a subhead, “The Advertising Age Is Over.”

Source: “Digital Set to Surpass TV in Time Spent with U.S. Media,” eMarketer.com, August 1, 2013, http://www.emarketer.com/Article/Digital-Set-Surpass-TV-Time-Spent-with-US-Media/1010096 Note: Hours and minutes spent with each medium regardless of multitasking.

What did I do that Monday morning? I looked at a picture of my wife and kids on my desk. I needed the job and income, and decided to learn Internet marketing. I did and created many successful digital and social efforts for clients including PRSA social media word-of-mouth awards and OMMA online media marketing and advertising awards. Today I’m a professor, researcher, and author of digital and social media marketing. By 2017 AdAge ran another article, “Desktop and Mobile Ad Revenue Surpasses TV For The First Time.”

ChatGPT Experiment One

That feeling came back when ChatGPT was released. I had ChatGPT write a blog post for me, “Top 10 Tips For Successful Social Media Marketing: ChatGPT Wrote That Article In Less Than A Minute Then I Spend Four Hours Writing The Rest.”  It scared me how quickly it wrote an article that may take me hours based on years of experience.

I concluded that human-written articles do offer benefits beyond A.I. We form connections and develop bonds you don’t feel from a chatbot. Having a chatbot create your content can’t replace the rewards of learning on your own and developing your voice and unique perspective. Writing and creating are learning. That anxious feeling subsided.

ChatGPT Experiment Two

Then the editor of our student magazine approached me with an idea. He wanted ChatGPT to complete a class assignment. I convinced myself I could do better writing on my blog, but what about a student report? If ChatGPT could do it why am I needed as a professor? There was that feeling of the rug being pulled out again.

Create A Situation Analysis for Spotify

For Marketing Principles, a key assignment is to write a situation analysis for a company. Students select the company with stipulations to ensure they’re accessing the kind of data that professional markers use to create their marketing strategies. Our university has databases such as Mintel and Statista so students can learn more by doing. Below is a general description:

Select a US product/service you’re interested in and conduct a situation analysis on the current marketing environment. Write an introduction, access a Mintel report (define the market, describe key trends, select one company in the market), assess the internal environment, assess the external environment, create a SWOT summary graphic, create marketing objectives (following SMART guidelines), a value proposition, and a conclusion. Use APA format with all sources cited in APA Style.

He instructed ChatGPT to write a situation analysis for a company in the streaming audio market in APA style and gave it my specific requirements. ChatGPT chose Spotify.

Introduction

For the introduction, ChatGPT wrote:

The streaming audio industry has experienced significant growth in recent years, driven by increasing demand for on-demand audio content and advancements in technology. As a result, companies like Spotify have been able to capitalize on this trend and achieve impressive growth in terms of user base and revenue.

From this intro., it sounds like ChatGPT is accessing the right data and understands the purpose of the report and assignment.

Access Mintel Market Report

While what ChatGPT said is true, I would look for more in a student report. I ask them to summarize some of the latest trends that would be important to form a marketing strategy. According to the latest Mintel report “Streaming Audio – US – 2022,” there is more a marketer would need to know. Even the first paragraph of Mintel’s report highlights trends in the market that may influence Spotify’s marketing strategy:

  • 2/3rds of customers want help choosing what to listen to via curated content.
  • Exclusive/early access to new music, podcasts, and audiobooks can differentiate.
  • 62% of adults try to support services that fairly compensate artists and creators.

Internal Environment

For the internal environment, ChatGPT did a good job pulling the company mission statement from its website and describing the basic service. It even provided what looks to be an APA citation:

Spotify was founded in 2006 in Stockholm, Sweden, and has since become a leading global streaming audio platform. The company’s mission is to “unlock the potential of human creativity by giving a million creative artists the opportunity to live off their art and billions of fans the opportunity to enjoy and be inspired by it” (Spotify, n.d.). Spotify’s primary product is its music streaming service, which is available to users on desktop and mobile devices, as well as through connected devices such as smart speakers.

ChatGPT does go on to provide some marketing performance numbers:

Spotify has over 365 million monthly active users, including 165 million premium subscribers (Statista, 2021).

The first number seems accurate, but there are more current numbers as of Q4 2022 from Statista of 489 million monthly active users (MAUs) and 205 million premium subscribers. I would expect students to find the latest data. A 124 million, 34% increase for MAUs and 40 million, 24% increase for premium subscribers is significant.

Then ChatGPT reports a revenue number:

The company has experienced significant growth in revenue, with a 16% increase in 2020 to $7.88 billion (Spotify, 2021).

The revenue number looks correct until you do some research and find the number is in euros, not US dollars. Spotify is a European company, but the assignment is to focus on the US market. To report revenue with a US dollar sign, which ChatGPT did, it should be around $8.47 billion. I also found a more recent 2022 revenue number of 11.72 billion euros or roughly $12.41 billion US dollars. The conversion difference is $59 million, the date difference is nearly $3.94 billion.

Lastly, under the internal environment, ChatGPT names Spotify’s main competitors:

However, Spotify faces challenges from competitors such as Apple Music, Amazon Music, and Pandora.

This sounds reasonable, but in Mintel’s report a graph shows Spotify’s close competitors as (1.) YouTube Music and (2.) Pandora. Because ChatGPT isn’t using real citations it’s hard to know where it got this and how old it is. Understanding current competitors is important to any strategy.

External Environment

For external environment, ChatGPT wrote:

Political, legal, and economic factors impacting Spotify’s marketing performance include issues related to copyright law and licensing agreements, as well as the impact of the COVID-19 pandemic on the music industry. Demographic, social, and cultural factors impacting Spotify include changing music consumption habits and the increasing popularity of podcasts. Technological factors include the development of new platforms for streaming audio, as well as advancements in artificial intelligence and machine learning that are used to make personalized recommendations.

This is a good general list of issues that may affect Spotify and the streaming audio market, but there are no details that could turn into insights actionable in a marketing strategy. COVID-19 impacted the music industry, like all industries, but how? Mintel’s report explains how and indicates its negative impact was less than expected:

  • Growth slowed, but people found ways to listen to their favorite music and podcasts.
  • The low barrier to publishing helped artists publish even from home.

An important external factor missing from ChatGPT’s list is inflation – something Spotify needs to consider for product, pricing, and promotion strategies. The Mintel Report warns that high inflation of 8-9% in the past year could lower household spending on streaming audio with a large percentage of adults worried about rising prices.

The next requirement was to summarize what was found in a SWOT graphic of internal strengths and weaknesses, plus external opportunities, and threats.

SWOT Summary Graphic

Below is what ChatGPT provided:

The SWOT analysis for Spotify is presented in the figure below.

Obviously, it didn’t draw the graphic. I am not sure what it tried to access from Imgur.com. If It did find a Spotify SWOT from Imgur it wouldn’t meet my requirements. That would be someone else’s SWOT based on their opinion and data, not a summary of what the student found in their situation analysis.

Marketing Objective

Next, ChatGPT wrote a marketing objective:

To continue its growth in revenue and premium subscribers, Spotify should set the following marketing objective: “Increase premium subscribers by 20% over the next marketing budget year, from 165 million to 198 million, through targeted marketing campaigns and promotions.”

This objective meets some SMART guidelines. It’s specific, measurable, achievable, and time-bound. But it’s not relevant since there’s more recent data. They’ve surpassed this revenue objective.

I would also coach students about using global numbers versus market-specific numbers. Typically, marketers set objectives for different markets like the US or North America vs. Europe to set unique marketing plans for each. From Statista 28% of Spotify’s premium subscribers are from North America (57.4 million), from which you could set a more accurate marketing objective.

My bigger apprehension about ChatGPT’s marketing objective is that it might not be right based on what we learned from Mintel about concern over inflation. If most people are worried about rising prices can Spotify convince 33 million more people to add a premium subscription while not losing any existing premium subscribers?

A revenue or market share objective may be better to grow all users by promoting free and premium accounts. Spotify makes advertising revenue from free accounts. You don’t want a loss to competitors. This would depend on what we find out about the main competitor(s) and what they are offering, which ChatGPT didn’t describe.

Value Proposition

For the value proposition, ChatGPT wrote:

Spotify’s value proposition is based on its ability to provide users with a comprehensive library of music and audio content, delivered through a user-friendly platform that enables easy discovery and sharing. With a focus on user engagement and social sharing, Spotify encourages loyalty and helps users discover new music and artists that fit their tastes, while also providing access to popular hits and classic tracks.

At first, this sounds like a good value prop. But it’s more a general product description that could apply to any competitor in the streaming audio market. From a student, I’d look for a more nuanced understanding of the current market, consumer trends, and competitors. The value proposition should take into consideration Spotify’s unique place in the market in comparison to what competitors are offering and what consumers are currently looking for.

Conclusion

This was ChatGPT’s conclusion:

In conclusion, Spotify is well-positioned to continue to succeed in the rapidly growing streaming audio market, despite facing challenges from competitors and changing market trends. Developing effective marketing strategies and objectives is critical for Spotify to maintain its position as a leader in the industry. By leveraging its unique value proposition and focusing on key marketing metrics, such as premium subscriber growth, Spotify can continue to drive revenue and capture market share.

This sounds like a good conclusion, but there’s no real understanding of the current streaming audio market. It makes it sound so easy! Yet, if marketers relied on past/current offerings and never made adjustments based on changing market conditions, consumer trends, and competitor actions they wouldn’t be well-positioned to continue to succeed.

References

This was ChatGPT’s references:

References

Spotify. (n.d.). About Spotify. Retrieved August 29, 2021, from https://www.spotify.com/us/about-us/

Spotify. (2021). Spotify Technology S.A. fourth quarter and fiscal year 2020 financial results. Retrieved fromhttps://www.sec.gov/Archives/edgar/data/1639920/000163992021000014/spotify2020q4ex991.htm

Statista

It hasn’t provided references to the multiple Statista data with URL links. The required Mintel market report is missing. ChatGPT seems to be mimicking some aspects of APA citation but missing a lot.

My Overall Assessment?

This report looks into the past, describes Spotify as is, sets a higher premium subscriber number, and says to keep doing what you’re doing to succeed! There’s no real understanding. It feels like a collection of incomplete facts organized into categories and written to sound like a person talking. I wouldn’t base my marketing strategy on it! If a student was hired into the marketing department at Spotify and their manager asked them to submit a situation analysis, I would not want them to submit this.

From my experience so far ChatGPT answers lack human nuance, insight, and refinement. Plus, if ChatGPT can answer it alone, why would a company, client, or audience need you? That’s what we all need to figure out. ChatGPT can be a great tool to jumpstart your thinking, but what are you good at that ChatGPT can’t do?

What Am I Good At?

Back in the late 2000s, I found the answer in Teressa Iezzi’s book The Idea Writers. She reminded copywriters and art directors (creators) that we weren’t experts at traditional ads. We were really writers and designers of ideas that connect brands to consumers no matter the tool. We’re experts in human truths and crafting stories that connect with target audiences through emotion to meet marketing objectives.

I could have had ChatGPT write this entire article, but I don’t think it would have the same relevance, reach, and resonance. Can you relate to the feelings I’ve had (in my past and current career)? How’s your anxiety over ChatGPT as a writer, designer, creator, marketer, student, or professor?

Look for Ethan Dyril’s article coming out in the Swinging Bridge on March 31st.