AI creates opportunities, and every vendor will tell you about those. It also removes advantages, quietly, and nobody sells that conversation. A threat assessment is the honest half of an AI strategy: where does your margin come from, and which of those sources does AI make cheap, common or unnecessary?
01Start from where the margin comes from
Most businesses earn their margin from a small number of advantages. Name yours, specifically. The usual ones:
- Information asymmetry: you know something customers or competitors don't — prices, suppliers, how things really work
- Manual expertise: trained people do something others can't do as well
- Distribution and relationships: you reach customers others can't
- Speed: you respond, deliver or decide faster
- Scale: your unit costs are lower because you are bigger
- Regulation and licences: you are allowed to do what others aren't
02What AI does to each
- Information asymmetry erodes first. Research, comparison and analysis that took a specialist an afternoon now take anyone a minute. If your margin is that customers can't easily compare, assume they soon can.
- Manual expertise erodes where the work is pattern recognition over documents and data: reviewing, classifying, drafting, checking. It holds where the work is physical, relational or accountable — someone has to sign.
- Distribution holds longer, but the channels themselves change: buyers who ask an assistant instead of searching will not see your listing unless the assistant names you.
- Speed is neutralised: when everyone can respond instantly, speed stops being an advantage and becomes a requirement.
- Scale can invert: a small team with the right systems can do what needed a large one, which removes a barrier that protected you.
- Regulation holds, and becomes more valuable, until it changes.
03The signals to watch
- Customers arriving better informed than your salespeople
- Competitors quoting faster and lower with fewer staff
- Your own staff using public AI tools for core work, unofficially
- Vendors you depend on launching AI features that make your service unnecessary
- Buyers asking assistants for recommendations in your category — try it yourself and see who is named
- Margins thinning in the services that were easiest to describe
04Three responses
- Defend: where an advantage can be kept, invest in what AI can't do — relationships, accountability, physical presence, regulated status — and use AI to make it cheaper to deliver.
- Adopt: where an advantage is eroding, erode it yourself first. Give customers the comparison before a competitor does; automate the manual expertise and sell what sits above it.
- Reposition: where an advantage is gone, move the business to where the new margin is — usually from doing the work to guaranteeing the result, or from information to judgement.
05How to run the assessment
- List the advantages and estimate what share of margin each one carries
- For each, decide whether AI erodes it, neutralises it, or leaves it alone, with the reasoning written down
- Rank by share of margin times speed of erosion
- Choose defend, adopt or reposition for the top three
- Set signals to watch and a date to reassess
Do this with people who disagree with each other in the room. A threat assessment written by the people who built the current advantage will find that the advantage is safe.
In short
- Name where your margin comes from; AI erodes information advantages first and manual expertise over documents next.
- Speed becomes a requirement rather than an advantage; distribution shifts to whoever the assistants name.
- Respond by defending what holds, adopting where you are being eroded, and repositioning where it is gone.
- Run the assessment with dissenting voices, and set a date to run it again.
Questions
Isn't this just a SWOT analysis?
It is narrower and more useful: it starts from where the margin comes from and asks one question of each source. Most SWOTs list AI as both an opportunity and a threat and stop there.
How quickly does erosion happen?
Unevenly. Information advantages can go within a product cycle; expertise over documents over a few years; regulated positions hold until the regulation changes. The assessment ranks by share of margin and speed, not by a single timeline.
Can we do this without an outside party?
Yes, if someone in the room is willing to say the current advantage is not safe. Outside assessors exist because that is harder than it sounds.
Sounds like your problem?
Tell us about it. We'll say honestly whether the swarm can help, and what it would take.
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