The AI Augment-or-Automate Decision
Use AI to cut cost or multiply a person's competitive output
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 5
- Confidence
- 94%
Hanauer frames AI adoption as a competitive choice rather than an automatic headcount exercise. A company can automate a task to lower cost, or it can keep the person, equip them with AI, and try to outperform competitors through greater output or quality. Priestley gives examples from his companies: AI-supported marketing created more appointments, which led to more sales hiring, while an AI layer supplied context, reports, and conversation prompts. The framework compares both routes against the same customer outcome. It also preserves uncertainty: the speakers acknowledge that AI may still reduce hiring through attrition and that its rapid distribution differs from earlier technologies. The decision therefore requires measured results rather than a blanket claim that AI creates or destroys jobs.
Origin
Extracted from The Diary of a CEO
Core principles
- 01A business can compete by being cheaper or by being better
- 02Automation removes tasks while augmentation expands useful output
- 03The decision should be judged against competitive outcomes, not tool novelty
How to run it
- 1
Define the competitive outcome
Specify whether the business needs lower cost, higher quality, faster delivery, or more demand.
Watch out Do not begin with a tool and search for a reason to use it.
- 2
Model automation
Estimate what happens if AI performs the task with less human involvement, including quality and oversight costs.
Watch out A task saving is not a customer outcome.
- 3
Model augmentation
Estimate what the same person could deliver with appropriate AI tools, context, and training.
Pro tip Look for downstream demand that greater output may create.
- 4
Run a bounded comparison
Pilot both plausible routes and compare cost, quality, throughput, demand, and errors.
Watch out Near-term results may not predict labour effects as models improve.
- 5
Choose and revisit
Adopt the stronger route for the current workflow and reassess as capabilities and market conditions change.
In the wild
Priestley says his companies used AI in marketing and appointment setting. Increased appointment volume then created demand for people to conduct the final sales conversations.
→ AI augmented the funnel and was associated with additional hiring in the described companies.
Common mistakes
Assuming automation is the only gain
Removing labour may sacrifice a larger opportunity to improve quality or output with the same people.
Claiming the labour effect in advance
The episode presents competing possibilities and does not establish a universal net employment result.
Is it for you?
Best for
It is best for teams deciding how to deploy AI in an existing workflow.
Not ideal for
It is not ideal where output quality, safety, or accountability cannot be measured reliably.
From the transcript
“There are two ways to compete. One is to be cheaper. The other is to be better.”
“You could keep that person, give them the right tools, and outcompete your competitors.”
From the episode
Death of the Middle Class: Billionaire vs Entrepreneur DEBATE - Daniel Priestley v Nick Hanauer