[ Opportunity validation ]

Treat scores and forecasts as research, not a verdict

Stack product score, market estimated revenue, competition, seasonality, and a forecast range. If history is thin, confidence drops. That is a reason to Test or Watch, not to invent certainty.

Score is a starting point

VolumeScore™ and MarketScore™ compress several stored signals. Read the inputs. A strong score with high competition or thin history is still a test, not a green light.

Forecast is a range

Horizons from 30D to 5Y return a demand range, stance, and recommendation. Longer horizons are less precise. Track Forecast is not live.

Estimates stay estimates

Estimated revenue and TAM are modeled monthly ranges. They are not observed checkout or ad-spend totals. Use them to compare opportunities, then validate with your own tests.