Better decisions after "AI can do it"
Model library / V0
Decision aids for seeing where AI creates leverage, where it creates debt, and where humans must stay accountable.
AI reduces the time, headcount, and specialized skill required to demonstrate a working capability.
Use whenUse it when a workflow suddenly becomes possible for a single operator or tiny team.
PreventsMistaking a lower prototype cost for a lower operating cost.
The cost of demoing a workflow is collapsing faster than the cost of making it dependable.
Use whenUse it before turning a promising agent, script, or workflow into a real operating dependency.
PreventsConfusing a magical demo with a system someone can trust on a bad day.
AI changes the smallest team capable of operating a business capability.
Use whenUse it when deciding whether a capability needs a department, a squad, a contractor, or one augmented owner.
PreventsPreserving legacy team shapes after the work itself has changed.
Every additional agent, tool, handoff, or automation creates specification, validation, and integration load.
Use whenUse it when adding more agents appears to increase velocity but actually increases supervision burden.
PreventsBelieving parallelism is free.
Some decisions cannot be delegated away because a human or institution must remain answerable.
Use whenUse it when automating work with legal, financial, safety, reputational, or strategic consequences.
PreventsTreating automation as accountability laundering.
The question is not self-hosted versus SaaS. It is which capabilities must become strategic assets.
Use whenUse it when deciding whether to build, buy, subscribe, outsource, or own a workflow.
PreventsOverbuilding commodities while renting the capabilities that create durable advantage.
Automation can create short-term output while accumulating hidden maintenance, security, and judgment costs.
Use whenUse it when a tool saves time today but quietly increases fragility tomorrow.
PreventsCounting output without counting obligations.
Every capability needs an explicit operating mode rather than an inherited default.
Use whenUse it when prioritising the next move for a product, team, workflow, or personal operating system.
PreventsLetting convenience decide strategy.