Start a Computer-Vision AI Card Grading Company

1. 1

   Build computer-vision grading that is genuinely consistent

   The core product is computer vision that grades centering, corners, edges, and surface consistently and objectively, which is AI's structural advantage over human graders whose calls vary. Invest in the imaging hardware and models that make grades repeatable and defensible. Consistency is both your pitch and the thing you must not compromise for speed.

2. 2

   Issue a photographic point-loss report

   A proven AI grader differentiator is a photographic report showing precisely where points were lost during grading, which human single-number grades do not provide. Build that transparency into every grade so submitters see exactly why a card scored what it did. This explainability is a real advantage the incumbents do not match.

3. 3

   Compete on price and turnaround

   Position on the numbers AI wins: roughly 15 to 18 dollars per card and 20 to 30 day turnaround, cheaper and faster than the incumbent, driven by lower ongoing labor cost. Make those advantages central to your pitch to cost- and speed-sensitive submitters. This is the wedge that grew one AI grader 83 percent year over year, though that figure is context, not a promise.

4. 4

   Be honest about thinner slab liquidity

   Your slab's real disadvantage is a thinner resale market than the incumbent's, because the leader's premium rests on decades of buyer trust and search-driven liquidity, not on better grading. Say so plainly and set submitter expectations. Pretending your slab already carries the leader's premium would break the trust you are trying to build.

5. 5

   Grow acceptance and liquidity deliberately

   Attack the liquidity gap on purpose: get your grades onto pricing platforms and comps, partner with marketplaces and dealers, and build buyer familiarity over time so your slabs trade closer to par. Handle custody, insurance, and secure slabbing like any grader. The technology can win on cost and consistency quickly, but liquidity is a long, deliberate campaign.

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