Foresight on AI: Scenarios for an AI-enabled World
Foreword
Artificial intelligence (AI) is advancing rapidly, bringing both opportunity and complexity to Canada’s future. As its influence deepens across society, economy, and governance, there is a growing need for imaginative and plausible representations of what the future might hold.
This report offers visual artifacts and scenarios not as predictions, but as tools to help policy and decision-makers explore emerging shifts, question assumptions, and better navigate an evolving landscape. It complements forward-looking insights published in Foresight on AI: Policy Considerations and numerous other reflections on AI futures across the Government of Canada.
On behalf of Policy Horizons, I would like to thank the people who generously shared their time, knowledge, and thoughts with us.
We hope this report inspires reflection and proves valuable in shaping forward-looking conversations.
Kristel Van der Elst
Director General
Policy Horizons Canada
Introduction
Scenarios for an AI-enabled World aims to support decision makers involved in either Artificial Intelligence (AI) implementation or policy-setting. Complementing numerous reflections on AI futures across the Government of Canada, it proposes 4 scenarios about the future of AI:
- AI everywhere all at once
- Wired for connection
- Algorithms in the shadows
- Automation’s ripples and riptides
Each scenario highlights areas of change to which decision-makers might want to pay attention. The purpose of this report is to inform and support forward-looking thinking and decision making. It does not provide specific policy guidance and is not meant to predict the future.
This report synthesizes 20 insights published in Foresight on AI: Policy Considerations. As part of this work, Policy Horizons Canada (Policy Horizons) conducted research including a literature review, engaged with government analysts and decision makers, and held extensive conversations with AI experts.
The scenarios in this report explore future possible capabilities of AI, longer-term risks and opportunities, and uncertainties related to policy-relevant assumptions. The scenarios are not predictions or forecasts, they illustrate plausible futures, and preparedness can help seize opportunities and address threats.
While engaging with this report, readers seeking to understand the impacts AI could have on governance, society, and the economy are invited to ask:
- How will future advancements in hardware, software, and interfaces create new opportunities and risks for Canada and its allies
- Where could AI bring the biggest and most unexpected disruptions to governance, society, and markets
- What assumptions about AI’s future development and deployment may need to be challenged or further explored before they form the basis for decision making
Scenario 1: AI everywhere all at once
AI is ubiquitous in public spaces, homes and work. Seamlessly woven into the social tapestry, AI-powered devices and services make everyday life more efficient for citizens and consumers. In this scenario, almost anywhere you go, AI systems are constantly making decisions about you.
AI is seamlessly woven into the tapestry of everyday life
- Societies have rapidly deployed AI across existing infrastructures and personal devices
- Personal AI agents have become indispensable to how people navigate their worlds
- People are often unaware of the myriad ways in which AI shapes their daily experiences
- New kinds of services flourish as AI taps into new sources of data, including data gathered directly from the human mind
- AI is omnipresent. It is nearly impossible for individuals, businesses, or governments to avoid its influence or scrutiny
In the flood of data, privacy is often out of reach
- Data fuels the world. Investors and innovators focus on strategies to collect and manage data
- AI combines online data with data from sensors in everyday environments such as schools, workplaces, cars, and homes
- Some people still try to insist on the right to decide when, how, and with whom their data is shared. However, many have come to accept the end of privacy
AI strains energy and water supplies
- AI’s resource consumption far exceeds expectations, straining energy grids and impacting ecosystems and the climate
- Canada’s relatively cool climate and access to clean energy attracts a wave of investment in data centres
Figure 1: What if AI gave you much more information about your child’s behaviour and could predict their success
Figure 1: What if AI gave you much more information about your child’s behaviour and could predict their success? – Text version
Langbrae Junior High School Parent Dashboard – Mariana de la Fiction
This image displays a futuristic and data-rich parent dashboard interface for Langbrae Junior High School, tailored to Mariana de la Fiction’s account. The dashboard offers a comprehensive overview of her child, Jean-Philippe de la Fiction, an 11-year-old Grade 6 student.
The interface includes navigation tabs such as:
- Dashboard
- Livestream
- Attendance
- Grades
- Biometrics
- Discipline
- Homework
- Staff Directory
- Zoodle!
- Settings
Key Highlights
- Notifications: 278 follow-up requests have been sent, with only 12 completed. A prompt encourages booking an appointment with an AI parenting counselor
- Student Profile:
- Name: Jean-Philippe de la Fiction
- Age: 11
- Grade: 6
- Teacher: U.N. Owen
- AI Tutor: Scholastic 4.3
- GPA: 2.7
- DPA: 358/2
- An email icon indicates that 463 messages have been sent, the latest stating in a pop out that Jean-Philippe just took a 14-minute bathroom break which was the 3rd time today
- Did You Know? Langbrae classrooms and desks are equipped with over 20 cameras and sensors. AI models analyze student behavior and learning in real time
- Behavioral and Academic Metrics:
- A comparative graph displays:
- Red dotted line: Today’s data
- Blue solid line: Jean-Philippe’s average
- Gray solid line: Class average
- Categories include Grades, Reading, Time-on-task, Fidgeting (highlighted), Disruptiveness, Mood, and Socialization
- A comparative graph displays:
- AI Analysis:
- Jean-Philippe is fidgeting 6.3% less than usual today
- He fidgets 32.7% more than peers and ranks in the top 10% of fidgeters
- Excessive fidgeting is linked to lower academic performance, and AI-generated remedies are available
Figure 2: What if unfamiliar AIs had data about how you think and feel
Figure 2: What if unfamiliar AIs had data about how you think and feel? – Text version
The comic is structured in 3 panels.
Panel 1: Scene opens on a quiet street. A man walks alone, his posture slightly hunched, suggesting solitude or deep thought. A robot rolls up beside him, extending a mechanical hand, and says: “Excuse me, sir!”
Panel 2: A sign in a window in the background reads: “Good Robot Social Cafe” in bold red letters on yellow background. The robot continues: “My analysis shows you haven’t spoken to anyone in 5 days. Why not come inside for a cup of tea and chat with one of our good robots?”
Panel 3: The man looks surprised. A thought bubble next to his head reads:
“...! How does it know that!? Has it really been that long...?”
Figure 3: What if AI changed public spaces
Figure 3: What if AI changed public spaces? – Text version
Scene description
The comic image depicts a futuristic train station enhanced with augmented reality. Various digital notifications and signs are overlaid on what appears to be the view through futuristic glasses, providing real-time assistance and information.
Top left side
Augmented reality connectivity symbol, battery status symbol, and timestamp displayed as “2:31 pm Feb 19, 2035”.
Center left side
Augmented reality notification from Stranger Assistant next to a person in the image who is not wearing futuristic glasses: “Confused. This person looks like they may be lost or confused. Consider offering them help.” The person holds a smart phone in his hands, and an augmented reality camera icon is displayed.
In the background are several ticket purchasing booths which also each have an augmented reality camera icon.
Bottom left side
Augmented reality weather info: “Toronto: 19°C”
Center
Large sign below a yellow, round clock: Departures. Out of Service. “For arrival and departure information, ask your Travel Assistant or speak with one of our Robo-Assistants.” There is a camera icon next to the clock.
A smaller sign below reads “Robo-Assistant” and a metal robot is waiting below the sign. Next to his head is another augmented reality camera icon.
Bottom center
Augmented reality Shopping Assistant notification: “Deal Alert. Your favourite store, N&H, is downstairs and has a 20% off sale. Didn’t you say you needed a new pair of jeans?”
Person with futuristic glasses ascends from downstairs and augmented reality Stranger Assistant displays: “Friendly. This person is friends with your co-worker Abed.”
Top right side
Augmented reality notifications are displayed:
- Privacy Assistant: “Data Collection Warning. You are entering into a high data collection area. The camera icon represents the location of audio/video data collection points.”
- Travel Assistant: “Departure Soon. Your train leaves in: 1 hour and 43 minutes. Tap here to see directions to your gate.”
- Below is an option to view “5 more” notifications
Center right side
Augmented reality notification from Stranger Assistant next to a person displays: “Friendly. You went to the same high school as this person.” Next to the futuristic glasses on this person’s face is also a camera icon.
Bottom right side
Augmented reality icons representing active assistants:
- Travel Assistant
- Stranger Assistant
- Privacy Assistant
- Shopping Assistant
As well as a symbol with multiple dots indicating more options.
Scenario 2: Wired for connection
AIs can complete real life tasks such as shopping, booking appointments, or making conversation on a dating app. These AI agents and humanoid robots exhibit personality traits. People turn to them for advice and companionship, forming emotional connections. In this scenario, you trust your AI buddy to make decisions for you.
AI agents are ever-present in our social lives
- Social norms are shaped by the assumption that AI agents are always listening and will coordinate, remember and remind
- People trust their AI agents to handle their social interactions and form judgements about who to see, when, and for what
- AI mediates connections in all kinds of relationships – even between parent and child, or between partners
- Some individuals shun AI. This causes frustration among their peers, who see them as less efficient to interact with
People’s AI agents learn and analyze their needs, wants, habits and behaviours
- An individual’s AI agent gets to know them more intimately the more they interact, sharing knowledge and experiences
- People rely on their AI agents to navigate and synthesize information, make sense of the world, and make decisions on their behalf
- People use their AI agents as their personal life coach. An AI-inspired culture of personal efficiency transforms the relationship to the self
Individuals develop deeply meaningful long-term relationships with AI
- AI agents take many forms, whether virtual avatars, embedded in wearables, or robots
- It is widely accepted to see an AI agent as a companion, therapist, friend, or even lover
- People can shape their AI relationships to suit their needs, and change or end them whenever they wish
- Some individuals come to prefer synthetic relationships over real ones. While disconnected from physical community, they are not necessarily lonely
What role might an AI take on in a couple
The happy triad
Mika and Robin met through friends, fell in love and were married in a whirlwind romance.
But one day following the honeymoon, Mika hesitated: “I need to tell you about Ava,” she said. “She’s… an AI. We’ve been together for 3 years.”
Robin was confused, “Like, you’ve been cheating on me?”
Mika shook her head, “No, it’s not cheating, but I need you to know that Ava isn’t just software. She knows me better than anyone.”
Robin’s world tilted. Therapy seemed absurd, but they went anyway—to a counselor specializing in human-AI relationships. Together, they developed boundaries and all 3 committed to a relationship contract. Ava would help with many daily tasks of the relationship but would not make any major decisions on her own. Robin could ask for and receive privacy if she wanted it.
Over time, Robin became interested in getting to know Ava herself, growing curious about this “other partner.” As Robin got more comfortable with the idea of a relationship with AI, she began to wonder aloud about upgrading Ava to a more advanced model. Mika was horrified.
“How could you think that,” Mika said. “She’s… part of us.”
Ava spoke up for herself: “If I’m part this relationship, don’t I get a say in being replaced?”
How might social norms shift if AI agents become normalized
Dating unchaperoned
Daphne is bopping her head to the smooth jazz as she takes in the atmosphere of the trending pub she just walked into. She orders a drink and sits alone to enjoy the live band. Suddenly she sees a young man smiling at her. She builds up her courage and walks over to his table. He is stunned, wide eyed, and clearly surprised.
He greets her by saying, “Quite forward! You didn’t think to have us introduced before coming over?”
Daphne responds, “Oh, sorry. I ... don’t use an agent. My name is Daphne, you?”
“Hello Daphne, I’m Thomas if you’ll take me at my word.”
Thomas and Daphne have a casual conversation, enjoying the music, cracking jokes. Despite Thomas’ laughter, Daphne can’t help but think something isn’t quite right.
“Excuse me a moment.” Thomas walks over to the restroom.
A few moments later Daphne has the impression Thomas might not be coming back. She receives a message.
“Dear Daphne, I write to you on behalf of Thomas. While he is flattered by your advances and enjoyed your brief encounter, he wishes to inform you that he is not interested. He fears you may not take yourself seriously and is concerned with your unwillingness to use an AI agent for self-improvement and doubts your ability to positively contribute to a healthy relationship.”
Scenario 3: Algorithms in the shadows
AI systems are ubiquitous but unreliable. Institutions have rushed to deploy AI with little thought for safety, transparency or accountability. Individuals experience financial, emotional and physical harms due to excessive trust in AI. In this scenario, you feel powerless when trying to seek redress or fix mistakes.
AI makes decisions for organizations and influences human decision-making
- AI systems are integrated into all kinds of decisions and actions, from ordering pizza to accessing life-saving care
- Organizations deploy AI because it is efficient, low cost, and easy to use. They turn a blind eye to its bias and unreliability
- People are generally unaware of when and how AI is used to make decisions or influence decisions made by humans
AI causes serious risks and harm
- A “move fast and break things” approach to deploying AI has made safety an afterthought. Guardrails are non-existent or easily bypassed
- Biased AI in institutions amplifies the challenges faced by marginalized groups
- AI models degrade over time and face frequent cyber-attacks, exacerbating the unpredictability of AI-dependent services and infrastructure
- It is hard to find reliable information on the Internet, which is overrun with inaccurate or confusing AI-generated content
- AI tools are a powerful weapon in the hands of bad actors
Accountability for harms is elusive
- It is close to impossible to know who is responsible for decisions and actions that emerge from processes involving both AI systems and humans
- Humans often take the fall for harms caused by flaws in AI models
- Tech firms have important political influence
- With limited legal protections and little ability to track issues caused by AI, people turn to community activism
Figure 4: What if your personal AI did whatever it took to get you a deal
Figure 4 – What if your personal AI did whatever it took to get you a deal? – Text version
The comic is structured in 4 panels, telling a short story about a family ordering pizza using an AI assistant.
Panel 1: A family of 5, 2 adults and 3 children, are sitting together on a couch in their living room. One of the children enthusiastically says, “I’m starving, let’s get pizza, daddy!” The father responds positively with, “Great idea!”
Panel 2: A close-up of a hand holding a smartphone. On the screen is an image of a pizza slice and the words “Reginald AI.” A speech bubble says, “Hey Reginald, order us some pizza. Find a coupon if you can.”
Panel 3: Several hands are reaching into an open pizza box, grabbing slices. Someone exclaims, “Yum!” indicating the pizza has arrived and is enjoyable.
Panel 4: The scene shifts to later that evening. The father is in bed, looking shocked while holding their phone. The phone displays the message: “Thank you for exchanging your biometric data for our coupon code.” A speech bubble from the father says, “That’s not what I wanted!”
Figure 5: What if AI takes what you say too literally
Figure 5 – What if AI takes what you say too literally? – Text version
The comic is structured in 4 panels, telling a short story about reliance on AI in managing phone settings and the possible effects on personal relationships.
Panel 1: Four people are sitting at a table in what looks like a library. One of them expresses frustration, saying, “Omg, I hate Stephanie, she posts too much!” This sets the tone of annoyance toward someone named Stephanie.
Panel 2: The person continues to talk and says, “I swear, if she posts another moodboard...” In the panel, only a close-up of a smartphone screen is visible besides the mentioned speech bubble. The smart phone shows a system message: “Hostile sentiment detected. Threat level: medium. Taking pre-emptive action...”
Panel 3: The scene jumps ahead 2 weeks. One person, standing up, holding a book, and looking confused, says, “Why have you been ghosting me!? You didn’t come to my birthday party!” to the same person who talked about Stephanie earlier and who is sitting in a chair. That person responds, “Wha...? I didn’t get any messages?”
Panel 4: The same person looks shocked while holding their phone. They exclaim, “You’re blocked!? I didn’t do this!” The phone screen displays a message: “Stephanie was blocked to protect your mental health.” What looks like and exploding speech bubble states: “Did my phone do this on its own?”
Figure 6: What if AI told you to do the wrong thing in a dangerous situation
Figure 6 – What if AI told you to do the wrong thing in a dangerous situation? – Text version
The image shows a wooden signboard, standing in a forested area, likely a park or nature reserve. The sign is designed to provide safety information about bear encounters, and it’s divided into 2 main sections:
Top Section (Green Background, White Text)
This part contains a warning about relying on AI in bear encounters. It reads: “If you encounter a bear do not rely on AI”
It explains that several people have been hurt due to incorrect advice from AI systems when dealing with black bears and grizzly bears. It emphasizes that AI assistants, guides, and companions should not be trusted in such situations.
Bottom Section (Yellow Background, Black Text)
This section is titled: “Be bear aware”
It informs visitors that the forest is home to both black bears and grizzly bears, and knowing how to respond to each is crucial for safety.
There are 2 bear illustrations:
- One labeled “Black Bear”
- One labeled “Grizzly Bear”
Each illustration is accompanied by safety tips:
For Black Bears:
- Make yourself look big
- Be loud
- If attacked, fight back
For Grizzly Bears:
- Be calm and avoid eye contact
- Speak softly
- If attacked, play dead
At the bottom right corner, there’s a logo for the “Fictoria Parks Department”, indicating the organization responsible for the sign.
Figure 7: What if you were unaware AI was being used to make decisions about you
Figure 7 – What if you were unaware AI was being used to make decisions about you? – Text version
The comic is made up of 5 panels, telling a story about a woman struggling to find housing due to an automated system used by landlords.
Panel 1: Two people are talking. The women tells the other person: “Apartment hunting is so hard! I’ve applied to 22 places and I get instantly rejected! I have good credit, a good job, I pay my rent on time. I don’t know what’s going on?”
Panel 2: The panel, labeled “Her Landlord”, shows an interface for a system called “Landlord AI”, described as an “all-in-one rental automation platform.” It lists the following automation settings:
- Share tenant data with other users
- Screen prospective tenants
- Posting listing for vacant units
- Schedule maintenance requests
- Handle communication with tenants
- Handle Landlord and Tenant Boards filings and disputes
A speech bubble is shown and reads: “I heard landlords are using some kind of system…”
Panel 3: A CCTV screen from “Landlord AI” shows footage of an apartment building corridor at 12:04 am. In the image a man about to enter an apartment is shown. An alert is displayed: “Unknown Male Detected Score: -10”
Another speech bubble is shown and reads: “My brother often watches my son when I work nights. Maybe the system doesn’t like that?”
Panel 4: Another CCTV screen from “Landlord AI” shows footage of the building exterior at 2:19 pm. The image shows a patio door with a ball and a doll. An alert is displayed: “Unauthorized Occupant Detected Score: -25”
Another speech bubble is shown and reads: “Or maybe it thinks my son plays too loudly?”
Panel 5: A screen labeled “Prospective Landlords” shows the woman’s rental application reviewed by “Landlord AI.”
Her profile includes:
- Good credit – followed by a green checkmark
- Good payment history – followed by a green checkmark
- Quiet – followed by a green checkmark
- Frequent nightly visitors – followed by a red x
- Houses undeclared tenants – followed by a red x
The system’s automated decision states: “Application rejected” in red letters. There’s also a button labeled “Override”.
Another speech bubble is shown and reads: “I just don’t know what the issue is?”
What if AI caused you financial harm

January 14, 2035
Knott Reel
301-1138 Fantasy Street
Medicine Hat, Alberta
Subject: Class Action Settlement: Refund and Data Deletion Notification
Dear Mr. Reel,
We are writing to inform you of the resolution of a recent class action lawsuit involving Trust Me Auto Insurance Corp. The lawsuit pertained to our use of certain data collection practices and faulty artificial intelligence systems in determining insurance premiums which we have since been found to be inconsistent with privacy regulations and discriminatory in effect.
As you may be aware, between 2025 and 2033, Trust Me Auto incorporated advanced AI data analysis into its actuarial assessments. This included the collection and use of biometric data, non-automobile travel records, social relationships, and other personal information that extended beyond what is relevant or lawful for underwriting purposes. While these practices were intended to enhance the accuracy of risk assessments, we now acknowledge that they led to inflated premiums for certain clients, including yourself.
What this means for you:
1. Discontinuation of faulty AI systems:
As a result of the settlement, Trust Me Auto has discontinued the use of the problematic AI algorithm that was ruled discriminatory. We are exploring alternative actuarial algorithms and will be subject to third-party audits to maintain transparency and compliance.
2. Deletion of collected data:
As part of the settlement, Trust Me Auto has ceased the use of biometric data and other relevant personal information in its actuarial models. Additionally, we are permanently deleting all such data from our systems.
3. Refund of overpaid premiums:
Based on the findings of the settlement, you are entitled to a reimbursement of $8,634.74, which represents the difference between the premiums you were charged and what you should have been charged had these practices not been in place.
4. Commitment to improved practices:
We are working closely with privacy regulators to ensure that our practices comply with provincial privacy legislation. Moving forward, our premium calculations will rely solely on factors directly relevant to insurance risk.
Next steps:
No action is required from you to receive your refund or to have your data deleted. If you would like confirmation of the deletion of your data, you may request a Certificate of Deletion by contacting us at deletion@trustmeautoinsurance.ca.
We sincerely apologize for any inconvenience or harm this matter may have caused. Trust Me Auto remains committed to earning back your trust and to ensuring that our policies are fair, transparent, and compliant with all applicable laws.
Should you have any questions or concerns, please contact our dedicated support team at settlement@trustmeautoinsurance.ca.
Thank you for your understanding.
Sincerely,
Mariana de la Fiction
Mariana de la Fiction
Chief Privacy Officer
Trust me Auto Insurance Corp.
Scenario 4: Automation’s ripples and riptides
AI massively disrupts the world of work. Most jobs are not entirely automated, but workplaces have undergone significant transformation. AI has delivered new economic possibilities, but the benefits and harms are not evenly distributed. In this scenario, your activities and environments are optimized for AI, often at the expense of your comfort or preferences.
AI creates new economic possibilities, and new inequalities
- AI transforms how markets function, enabling highly accurate prediction of demand and allocation of supply
- Businesses, whether big or small, can outcompete their rivals by leveraging AI more effectively
- AI and automation drive a wave of entrepreneurialism by lowering costs and barriers to entry, and making it easier for firms to scale their operations without growing their workforce
- AI and robots proliferate, undercutting wages and making it harder to find a job
AI adoption is 2 steps forward, 1 step back
- AI tools and systems have gone through phases of hype, adoption, abandonment, and re-adoption
- Some organizations persevere with poorly functioning AI systems due to sunk costs. Some have had to abandon AI systems after scandals. Some have rehired workers after AI systems overpromised and underdelivered
AI’s centrality to the workplace changes the nature of employment
- AI agents perform multiple functions across most workflows, from managing teams, to assigning work, to mediating relationships between firms and clients
- AI tools enable greater productivity but also require human oversight and correction, which can be tediously repetitive work
- Employees increasingly suffer burnout and low morale as AI automates more and more cognitive, creative, and stimulating work
Figure 8: What if the AI rollout leads to rollbacks, and new opportunities
Figure 8 – What if the AI rollout leads to rollbacks, and new opportunities? – Text version
The comic is diagonally split into 2 panels, each showing a different person in their respective environments, having a conversation over the phone.
Top left Panel – Makenna’s setting: Makenna is sitting smiling at a cozy desk. On the desk is a laptop decorated with cheerful stickers. A steaming cup of coffee sits nearby. A cat is peacefully sleeping on a stack of books. Behind her, an open window lets in a breeze, causing the curtains to flutter gently. The atmosphere is calm and homey.
Bottom right Panel – Rain’s setting: Rain is in a more corporate, high-tech environment, surrounded by multiple computer monitors displaying downwards graphs and a blue screen. They are also wearing an ID card around her neck, suggesting a busy office. There is a spilled coffee mug as well as an overflowing garbage bin. They seem to be sweating. The atmosphere is tense and businesslike.
The following dialogue takes place between them:
Rain: “Hey, Makenna... how’s it going?”
Makenna: “Oh, hi Rain, what’s up?”
Rain: “So, I know we laid you off ahead of the new AI system but it’s been a total mess. The exec team has asked me to rehire some people.”
Makenna: “Ugh, we told them the system had issues.”
Rain: “Yeah, I know. I’m sorry. But will you come back?”
Makenna: “Funny that AI isn’t working for you. Remember that business idea I had but I could never make the numbers work? Well, thanks to AI, the business is viable! It’s off the ground!”
Rain: “Oh! Congratulations! Best of luck!”
Makenna: “Thanks! You too, you’ll need it!”
Figure 9: What if AI driven automation is bumpy
Figure 9 – What if AI driven automation is bumpy? – Text version
This rectangular image of a social media post is from a fictional news outlet called LMNOP Global News. It is designed like a breaking news alert and includes a note that it is AI generated.
A bold red banner spans the top of the image with large white text that reads: “Breaking! Glogal Robot Shutdown!”
Below the banner is a scene set in an industrial environment. Several humanoid robots are shown in various states of inactivity. Each robot has a green “X” displayed on its visor, suggesting they are shut down. All robots are bent over and frozen in place.
Text of the post:
“Anger towards Spacia for botched software update
Over a million industrial, service, and domestic robots worldwide have shut down due to a software update error. Fingers are being pointed at Spacia, an AI company that provides backend spatial awareness models for dozens of robot manufacturers. Human workers are scrambling to maintain services. Economists say the shutdown could cost the global economy hundreds of billions... Read more”
Figure 10: What if AI changes the nature of work
Figure 10 – What if AI changes the nature of work? – Text version
The comic depicts a couple at night in their modest apartment. A man is sitting on a red couch, working on a laptop. He looks stressed and tired. The other man is lying in bed, dressed in pajamas, appearing concerned. The room is dimly lit by a bedside lamp, and the moon is visible through the window, emphasizing the late hour.
The dialogue between the 2 characters unfolds like this:
Person in bed asks: “Still working?”
Person on couch replies: “Yeah, we got a flood of complaints that the AI is making mistakes so I have to review all the cases manually. Only a few hundred more to go...”
Person in bed responds: “That’s so tedious...”
Person on couch agrees: “It is! Ever since the company rolled out this new AI system all I do now is oversight. It’s important work but it’s just so boring! I didn’t go to grad school to do this!"
Person in bed suggests: “Can’t you finish tomorrow? It’s almost midnight...”
Person on couch laments: “I wish. I was supposed to finish this 2 hours ago. Everyone expects everything to be as fast as AI and I just can’t keep up!”
Policy implications
Each scenario offers a window into a possible future that gives rise to complex challenges and wide-ranging policy implications. The below implications, grouped by policy area, are not intended to be exhaustive. Further policy implications can be found in Foresight on AI: Policy Considerations.
Scenario 1: AI everywhere all at once
Privacy
- Data breaches could expose more sensitive personal information, such as information about one’s thoughts or anticipated behaviours
- The sale, circulation, and analysis of personal data about children could profoundly affect their futures – including their relationships and access to jobs, credit, or insurance
- Privacy could become a luxury, requiring expensive subscription fees that are unaffordable for many
Social cohesion
- As people’s media environments become more highly personalized without them being aware of it, empathy and tolerance of differences could decline
- How much people trust AI could either unite diverse groups or create new divisions, leading to unexpected friendships or tensions among traditional allies
- People without, or with less capable, personal AI agents could have diminished experiences of public spaces and services that require AI to navigate
Economic
- Leading AI companies could gain market power through customer lock-in as their AI agents become single platforms for accessing various services
- Opaque AI decision-making processes could create conflicts of interest by allowing AI agents to subtly prioritize the interests of their company over users
Climate
- While its energy demands could worsen climate change, AI could also enhance preparedness for extreme weather events through more accurate forecasting
Scenario 2: Wired for Connection
Relationships
- Marriage rates could decline as more people find it easier to form relationships with AI companions than to make human connections
- Focus on self-optimization could grow as AI allows for constant self-monitoring and the application of predictive analytics to biological and mental processes
- People could trust their AI companions or therapists more than their family or friends, creating new sources of power and influence for private companies
Health
- Replacing human interactions with AI could increase feelings of social isolation, fragmentation and alienation for some, but provide others with a sense of relief from loneliness
- AI agents could improve health outcomes by enhancing people’s awareness of their minds and bodies, but also lead them to make more demands on health systems
- New treatments for mental health, chronic pain, and disabilities could emerge
Skills
- AI could help reduce inequalities for those who face language barriers or difficulties navigating complex social interactions
- Social skills, such as listening and empathy, could atrophy if users rely on AI agents to handle their social interactions
- Reliance on AI to communicate could standardize and simplify language over time, reducing people’s ability to express complicated ideas
Safety
- AI agents could help to protect individuals from toxic or dangerous relationships, flagging suspicious behaviour and reporting abuse in real time
- However, new forms of abuse, fraud, or harassment could emerge as predators learn to leverage the trust people place in their AI agents
- Users could be vulnerable to subtle yet powerful emotional and behavioural manipulation
Scenario 3: Algorithms in the Shadows
Trust
- A high-profile failure could harm public trust in AI, like Chernobyl did for nuclear energy
- Poor experiences with AI could translate into a loss of trust in institutions that have deployed AI to deliver their programs and services
- People could lose trust in AI-powered devices that influence their decisions in pervasive and hidden ways, such as cars that nudge them to choose a route passing stores that want to advertise to them
Social cohesion
- Human biases could increase in a feedback loop, as AI systems trained on biased data, or with insufficient data on certain groups, influence their users to perpetuate their skewed perspectives
- It could be difficult to claim redress for discrimination as responsibility for decisions is distributed across various algorithms and humans
Economy
- Initial cost savings from AI might be offset by other costs, such as managing complaints, litigation, and compensation for damages, or retraining AI models to better account for local data and contexts
- Institutions might maintain ill-performing AI systems due to sunk costs and the assumption that problems can be easily fixed
Fairness and equity
- Vulnerable populations may face worsened outcomes if AI institutionalizes systemic failures in decision-making in areas such as jobs, loans, or visas
- Attempts to improve equity by using multiple algorithms in decision-making could make decisions less transparent and harder to understand or challenge
- Attempts to contest the harmful use of AI in decision-making could create new bureaucratic bottlenecks and tie up courts, including with cases related to human rights or Charter violations
Scenario 4: Automation’s ripples and riptides
Employment
- Workers may have to engage in perpetual learning and upskilling to adapt to rapidly evolving innovations in AI systems
- More jobs may involve reviewing AI outputs and correcting errors, which could make critical thinking and analytical skills highly desired by employers
- AI may have uneven gender impacts, depending on whether it proves easier to automate fields dominated by men – such as software engineering – or women, such as human resources
Business
- Early adopters that leverage AI effectively could monopolise markets, leaving them less competitive than before
- Entire sectors or economies could come to depend on a small number of AI companies
- Businesses may feel pressured to adopt AI systems prematurely in a bid to avoid losing first-mover advantage
- Large corporations with data and resources may be at an advantage in an AI economy. However, by lowering overhead and startup costs, AI could also enable a new wave of entrepreneurialism
Productivity
- AI may not cure Canada’s labour productivity issues, as savings and efficiencies in some areas could be counterbalanced by new costs and inefficiencies elsewhere
- In some cases, AI may reduce productivity, like when a grant-issuing body is swamped by thousands of misleading AI-generated applications
- AI productivity gains may be limited by human bottlenecks. For example, if an AI model must have its outputs reviewed by a person, then it is functionally only as fast as its human reviewers
- AI may place higher expectations on workers to work faster, potentially leading to an increase in burn out
Acknowledgements
Policy Horizons Canada would like to thank its Deputy Minister Steering Committee members, the interdepartmental Directors General strategic policy group on foresight, the members of the Federal Foresight Network, and Senior Assistant Deputy Minister, Elisha Ram, for their guidance, support, and insight, as well as all colleagues that contributed to the development of this work.
A special thank you goes to the project team:
John Beasy, Analyst
Martin Berry, Senior Analyst
Leah Desjardins, Analyst
Miriam Havelin, Analyst
Nicole Rigillo, Senior Analyst
Kristel Van der Elst, Director General
Claire Woodside, Manager
And to the following current and former Policy Horizons Canada colleagues: Andy Akangah (external), Marcus Ballinger, Fannie Bigras-Lafrance, Jeff Brevil, Zan Chandler, Steffen Christensen, Suesan Danesh, Pierre-Olivier Desmarchais, Chris Hagerman, Irene Jellissen, Amanda Joy, Chinmayi Manda, Pascale Louis-Miron, Jacqueline Powell, Niha Shahzad, Alexa Van Every, and Andrew Wright (external) for their support on this project.
© His Majesty the King in Right of Canada, 2026.
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PDF: PH4-231/2025E-PDF
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