Price Signal

Know the fair value before you trade.

5 mins

TCG markets move on vibes, Twitter screenshots, and whoever pulled the chase card last night. Price Signal cuts through that chaos with a data-backed estimate of what a card is probably worth, so you can see when a listing looks high, low, or right on the money.

What you get on a card page

Open a covered Pokémon card and Price Signal shows:

  • A fair value estimate: what the card looks worth from market structure
  • A likely range so you know when a deal looks good (or when someone is asking for the moon)
  • What-if sliders for demand, supply, and grading intensity
  • Extra clues like cost to pull and PSA population when we have them

Fair-value estimates are for select English Pokémon cards in our latest training coverage. Not every card has one yet, and that's intentional. We would rather show nothing than invent a number.

CardSignals Price Signal panel showing a fair value estimate, likely price range, and what-if sliders for demand, supply, and grading intensity
Fair value, likely range, and what-if sliders, right on the card page.

How it thinks (without the black box vibes)

Price Signal is powered by an AI / machine-learning model trained on real market structure and sales-related signals. In plain English, it looks at three kinds of pressure at once:

  • Demand: character heat and marketplace buying pressure
  • Supply: how hard and expensive a card is to pull, listing flood, and set age
  • Grading intensity: how hard collectors chase graded copies of that card

Then it estimates a structural fair value: what the card should be worth if those signals are doing the talking, not the latest Discord panic.

Bar chart of the top three drivers behind Price Signal fair value: demand, grading intensity, and supply
Relative influence of the top three drivers behind the fair value estimate.
  1. Demand: how hot the card looks right now. Character heat and how buyers are absorbing supply in the marketplace both feed this side of the estimate.
  2. Supply: how hard and expensive the card is to pull, plus how flooded the market looks with listings and how old the set is.
  3. Grading intensity: how much that card is being graded. Heavy PSA traffic is a strong clue that collectors care enough to slab it, and that intensity feeds the fair value.

The insane part is the gap

Fair value alone is cool. Comparing it to the live market is where Price Signal gets spicy.

  • Market way above the estimate: collectors are paying a desire premium (classic chase-card energy)
  • Market way below the estimate: the card looks structurally cheap versus peers with similar supply and demand

That gap is the product. It is not a buy button. It is a spotlight that says: “Something interesting is happening here. Go look.”

Simplified scatter plot of fair value versus market price: most cards cluster near the fair-value line, with a few highlighted cards trading well above it
Most cards hug the fair-value line. The gold points are the interesting ones: collector premiums trading well above what the structure says.

How good is it? Meet R²

When people ask “how accurate is the model?” we use a score called (R-squared). Think of it as: how much of the price differences across cards can the model explain?

Cross-validated R²

≈ 0.86

About 86% of the price variation across covered cards is explained by the model in honest holdout testing.

That leftover ~14% is not a failure. It is where hype, thin markets, and chase premiums live. Those gaps are useful. An Umbreon trading way above structural fair value is not the model “being wrong.” It is the market screaming collector desire.

R² is not a crystal ball for tomorrow's price. It is proof that Price Signal is reading the market's bones, extraordinarily well, so you can trust the comparison when a listing looks off.

What you can do with it

  • Drag the what-if sliders to preview hotter demand, flooded supply, or heavier grading activity
  • Check Market Pulse for cards that look most undervalued or overvalued versus the estimate
  • Use fair value as one input alongside price history, liquidity, and your own thesis

What we don't claim

  • Price Signal is informational market data, not financial or trading advice
  • The estimate is not a guaranteed listing price. Markets can (and do) diverge
  • A gap does not mean the card will crash down toward fair value or skyrocket up to it. Price Signal is explaining what the card looks worth given current circumstances, not forecasting that the market must converge
  • Coverage is Pokémon English for fair value today, and expands over time

Stop guessing. Start with a signal.

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