Lens 1
Workflow exposure
Who sells repeatable human work that customers may automate or bring in-house?
These names usually feel the transition first through revenue, utilization, pricing, or demand pressure.
The Core Question
AI does not hit every company the same way
The useful investor question is not whether AI matters in the abstract. It is how AI changes the income statement, the cash profile, and the competitive position of different business models.
What Regime Signal is strongest at today
- Finding labor-heavy workflows that look vulnerable first
- Finding companies that can capture margin from lower labor intensity
- Translating those signals into company-level estimate revision risk
Three Lenses
How to read the transition
These three questions make the rest of the product easier to understand.
Lens 2
Cost leverage
Who buys a lot of repeatable labor and can potentially do more with less?
These names can benefit first through operating margin, productivity, and free-cash-flow leverage.
Lens 3
Human premium
Where do trust, taste, care, presence, or provenance remain part of the product itself?
Some companies get stronger as commodity production gets cheaper because the human layer becomes more valuable, not less.
The first two lenses are closest to the current model. The human-premium lens is partly editorial today and will become more integrated across the product over time.
Transition Map
What tends to move first
Consulting, outsourcing, support, recruiting, and other repeatable labor-heavy workflows tend to feel demand pressure first.
Banks, insurers, platforms, and other large operators may capture margin as finance, support, and administrative work becomes cheaper.
Software and infrastructure suppliers can benefit as companies spend to automate workflows at scale.
As commodity production gets cheaper, businesses where the person, experience, or provenance matters can become more valuable than a pure automation lens would suggest.
Use The Product
Where to go next
Weekly Brief
Top-down weekly read
Start here each week for the directional market read, the sectors moving first, and the names worth a deeper look.
Open Weekly BriefCompany Impact
Single-name translation
Use this when a cluster or ticker matters. It translates the labor signal into revenue, margin, EPS, and FCF risk.
Open ACN examplePortfolio
Check your own holdings
See where your tickers overlap with the current mapped signal and which names are driving the read.
Open PortfolioExposure Map
Reference layer
Use the map when you want to understand where automation pressure is showing up by function, industry, and occupation.
Open Exposure MapCompany Archetypes
Three ways to frame a name
This is the mental model Regime Signal is moving toward across the rest of the app.
Workflow exposure first
Consulting and outsourcing
High workflow exposure, limited cost leverage, usually limited human premium.
Think labor-heavy services where the client can automate internal work instead of buying billable labor from outside providers.
View ACNCost leverage first
Internal operators
Moderate workflow exposure, high cost leverage, usually limited human premium.
Think businesses with large administrative, service, or support cost bases that can improve margins if automation adoption sticks.
View CIHuman premium to monitor
Brands, care, and experience businesses
These businesses can still automate the back office, but part of the value may live in the person, the brand story, or the experience.
This is the part of the transition Regime Signal is beginning to surface more explicitly. Today it is an editorial lens, not a direct model score.