We do not ask AI for ideas. We look for economic change, then make each opportunity prove it deserves attention.

Find the change. Find what stays scarce. Prove someone will pay. Try to break the case. Rank what survives.

Only opportunities that survive all three stages are compared for a place in BUILD or BUY.

The valuable layer is often one step beyond the obvious AI story.

These are patterns, not automatic answers. Every specific opportunity still has to prove buyer demand, economics, competition and durability.

Surviving AI is the minimum. Getting stronger as AI improves is better.

WSS does not automatically favour businesses that simply use AI. We ask what happens to the economics of the opportunity when AI becomes materially more capable, cheaper and more widely adopted.

A good opportunity is not automatically a well-proven one.

Weak evidence does not automatically mean a weak opportunity. It means WSS should be less certain about the conclusion.

One real event is one piece of evidence, even if fifty websites repeat it.

WSS tries to measure what actually happened, not how many URLs mention it. A transaction, deployment, contract or regulatory change counts as one underlying event. Multiple independent events are much more persuasive than repeated coverage of the same announcement.

The strongest argument against an opportunity belongs inside the report.

Positive evidence is easy to collect once you like an idea. WSS deliberately searches for evidence that could damage the case: stronger competitors, cheaper substitutes, platform absorption, weak buyer urgency, poor economics, regulation, insourcing and evidence that better AI removes the problem.

Every serious report therefore includes what would make us less confident, what could make us walk away and which unanswered facts matter most next.

We do not pretend a 0.1-point difference is certainty.

If two opportunities are effectively tied, WSS would rather show that uncertainty than manufacture a false sense of precision.

Ranks move when the commercial case strengthens or weakens.

WSS keeps looking for new evidence and stronger challengers, but stability is a valid result. Published snapshots are dated and preserved so earlier judgments cannot be quietly rewritten after the fact.

The rank tells you where to look first. It does not tell you what you personally must do.

A higher rank means WSS currently sees a stronger overall combination of opportunity quality, timing, AI trajectory and remaining room to capture value. It is a research priority, not an instruction, and no serious commercial decision should be reduced to a single number.

It improves the decision. It does not replace judgment or remove uncertainty.

The purpose of WSS is to improve the quality of the opportunity set and make the important uncertainties visible before serious time or capital is committed.

You should be able to judge the work without being given the recipe for reproducing the engine.

The public standard is simple: enough transparency to understand why WSS reached a conclusion, enough evidence to challenge it, and enough history to see whether earlier judgments held up.

Customers can see the score structure, the evidence, the strongest arguments for and against the opportunity, the uncertainty, the factors that matter and why a rank changed.

WSS does not publish its exact score weights, private source weighting, internal search queries, thresholds or the complete upstream research architecture. Those are part of the proprietary research system rather than necessary information for judging a published opportunity.

The method should eventually be judged by what it catches early — and what it correctly rejects.

Published calls are dated and preserved before the outcome is known. As the record grows, WSS should be judged on whether it finds important opportunities early, rejects attractive-looking mistakes, updates when evidence changes and communicates uncertainty accurately.

The method earns credibility over time by being falsifiable. If an opportunity deteriorates, a supposedly open market closes, or a ranking proves too confident, the historical record should make that visible rather than allow the earlier judgment to disappear.