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From keywords to opportunities: a transparent ROI scoring model

June 7, 2026 · 7 min read

A trending keyword is not a business. Between the two sits a judgement: could this become a fully-online product, and is it worth the effort? We make that judgement explicit with a scoring rubric instead of a black-box hunch.

The dimensions we score

  • Market size — is the underlying demand broad enough to matter?
  • Acquisition cost — can the audience be reached affordably online?
  • Moat — is there any defensibility, or is it trivially copyable?
  • Time-to-revenue — how quickly could a first paying customer appear?
  • Compliance — does the idea sit comfortably within legal and platform rules?
  • Online purity — how much of the value chain can run without physical operations?

Each opportunity is rated on these and combined into a single viability score. The score is shown next to every opportunity so you can see, at a glance, how strongly the model rates it.

Avoiding paper optimism

It is easy to make every idea look brilliant. We push against that in three ways: the rubric rewards online-only feasibility (not vague upside), the prompt asks the model to argue both sides, and a minimum threshold gates which keywords get a full plan — only candidates scoring above 60 are promoted, so the library is not flooded with weak ideas.

How to read a score

A score is a structured opinion, useful for ranking and triage — not a probability of success and not investment advice. A high score says "worth a serious look", not "this will work". The honest move is to treat it as the start of your own diligence, which is exactly why we also generate a full plan you can interrogate.

Why transparency beats magic

Opaque scores invite blind trust or total dismissal. A visible rubric invites something better: disagreement you can reason about. If you think acquisition cost is underweighted for a given niche, you now have a concrete thing to argue with.