Vardera announces computer vision for trading cards. Beta access live now.Trading card benchmark is live.Learn more
Vardera announces computer vision for trading cards. Beta access live now.Vardera announces computer vision for trading cards. Beta access live now.Learn more

Item intelligence at the speed of the stream

Item intelligence at the speed of the stream

Item intelligence at the speed of the stream

Live commerce compresses a transaction into seconds. Buyers can’t inspect the item, and by the time a manual review could happen, the sale is closed.

Vardera’s API returns identification, grade, market value, and an authentication signal in under two seconds — fast enough for the pre-stream listing, the live moment, and the dispute queue.

Live commerce compresses a transaction into seconds. Buyers can’t inspect the item, and by the time a manual review could happen, the sale is closed.

Vardera’s API returns identification, grade, market value, and an authentication signal in under two seconds — fast enough for the pre-stream listing, the live moment, and the dispute queue.

Scanning item
Card recognition
AI
2024 Colby Sanchez Jr.
Grade: PSA 8.5 | TAG 9
Est. value: $87
Card recognition
AI
2024 Colby Sanchez Jr.
Grade: PSA 8.5 | TAG 9
Est. value: $87
98% match

the challenge

The sale closes in seconds. Manual review takes days.
The sale closes in seconds. Manual review takes days.
The sale closes in seconds. Manual review takes days.

Live selling is the fastest-growing surface in commerce — and the hardest to moderate. A buyer’s entire inspection happens through a camera, in the moment the seller holds the item up. In sudden-death auction formats, that moment is five seconds. There’s no time to check a price guide, no way to examine the surface, and no catalog review before the listing goes live — because there is no listing in the traditional sense. Auction lots go up as “lot 72 — trading card,” and the sale is done before any trust process could begin.

Then the item ships, and the problems arrive after the money moved. Dispute queues drown in ticket volume. Claims on low-value items get resolved blind — no investigation, usually in the buyer’s favor, with the platform absorbing the loss. Physical review only makes sense above a price threshold, and it doesn’t exist at all for international orders. Repeat counterfeit sellers stay invisible because nobody connects one resolved claim to the next. And condition claims made on stream — “this is gem mint” — are never checked against anything.

Stat callouts

5 seconds

5 seconds

the entire buying window in sudden-death live auction formats

the entire buying window in sudden-death live auction formats

1,000+ / week

1,000+ / week

counterfeit items reaching buyers in a single category on a leading live platform

counterfeit items reaching buyers in a single category on a leading live platform

$0

$0

investigation on most low-value claims — auto-resolved in the buyer’s favor, platform absorbs the loss

investigation on most low-value claims — auto-resolved in the buyer’s favor, platform absorbs the loss

Linear scaling

Linear scaling

more streams means more moderators, with no leverage

more streams means more moderators, with no leverage

the solution

Real-time trust infrastructure for live selling
Real-time trust infrastructure for live selling
Real-time trust infrastructure for live selling

Vardera is AI infrastructure built to automate your grading workflows at scale.

Vardera’s AI models grade all of it at your items to your body's standard, so your reviewers stop spending their days on the obvious and start spending their days on the cases that actually need them.

Real-time identification

From a photo or a sampled video frame, Vardera identifies the exact item — set, edition, variant, year — in under two seconds, with a confidence score attached. Not “a trading card.” The specific card.

Counterfeit flagging

Every item is screened against known counterfeit patterns. Suspected fakes get flagged before, during, or after the sale — with the specific anomaly called out, so your team knows exactly what to look at.

Price and claim anomaly detection

Buyers on stream have seconds to decide and no time to comp — and the pricing tools sellers lean on are incomplete. Vardera cross-references what the seller claims against what the model sees: a “gem mint” card that grades a 6, a $40 listing for a $400 item, a price that doesn’t match the identified edition — all flagged before the buyer eats the difference or your dispute queue does.

Dispute triage that compounds

Buyer complaint photos are scored automatically: product match, authenticity confidence, risk signals. Agents stop resolving claims blind — and repeat counterfeit sellers surface over time through pattern detection across claims.

Not a dashboard. Not another vendor portal.
API infrastructure that works at the pace of your streams.

how it works

One API. Every moment of the sale.
One API. Every moment of the sale.
One API. Every moment of the sale.

Integrate our API or use our dashboard—your choice.

Step 1

During the sale

Sampled frames from live video route through the same API. Real-time identification and risk flags surface to your moderation team — or directly to buyers as a trust overlay — while the item is still on screen.

Step 1

During the sale

Sampled frames from live video route through the same API. Real-time identification and risk flags surface to your moderation team — or directly to buyers as a trust overlay — while the item is still on screen.

Step 2

After the sale

Buyer complaint photos are scored on submission: product ID, authenticity confidence, risk signals. High-confidence fakes escalate automatically. Clean items resolve faster. Every result feeds seller-level risk profiles, so the hundredth claim is smarter than the first.

Step 2

After the sale

Buyer complaint photos are scored on submission: product ID, authenticity confidence, risk signals. High-confidence fakes escalate automatically. Clean items resolve faster. Every result feeds seller-level risk profiles, so the hundredth claim is smarter than the first.

Comparison

Trust every item without reviewing every item
Trust every item without reviewing every item
Trust every item without reviewing every item

Current Operations

Live commerce today

With Vardera

Item evaluation

Item evaluation

Buyer’s eyes + seller’s word, through a camera

Buyer’s eyes + seller’s word, through a camera

Sub-2-second ID, grade, value, and auth signal on every item

Low-value disputes

Low-value disputes

Auto-resolved in buyer’s favor; no investigation

Auto-resolved in buyer’s favor; no investigation

Authenticity score guides every claim; losses drop

Counterfeit sellers

Counterfeit sellers

Invisible until a brand or buyer escalates

Invisible until a brand or buyer escalates

Pattern detection builds seller-level risk profiles

Condition claims

Seller-stated, unverified

Seller-stated, unverified

Cross-checked against a model-assessed grade

Cross-checked against a model-assessed grade

Geographic coverage

Geographic coverage

Physical review only where a warehouse exists

Physical review only where a warehouse exists

Photo-based scoring works for any geography

Scaling model

Scaling model

More streams = more moderators

More streams = more moderators

Same API at any volume; models improve with network scale

Live commerce Use Cases

Built for how live selling actually works
Built for how live selling actually works
Built for how live selling actually works

real-time id

Know the card — and its value — while it’s still on camera

Breaks move fast.

In sudden-death formats, buyers have seconds to commit based on a glimpse of a card under stream lighting — no time to comp, no time to second-guess.

Vardera identifies the exact card and surfaces market value in real time — a trust signal for buyers, zero added friction for sellers, and a structured record of what actually sold.

listing quality

Every item enriched before it goes live

“Lot 72 — trading card” doesn’t build buyer confidence, and it doesn’t show up in search.

Sellers photograph inventory ahead of the show; Vardera auto-populates identification, condition grade, and fair market value.

Accurate claims at listing time mean fewer disputes after the sale — and a pre-grading filter that tells sellers which handful of items are actually worth sending for physical grading, instead of shipping the whole pile.

post-sale trust

Stop resolving claims blind

At live-selling scale, the ticket queue is relentless — and most low-value claims are resolved in the buyer’s favor with no investigation, so the platform absorbs the loss and the seller never hears about it.

Vardera scores every complaint photo on submission, so agents route with evidence: request more photos, escalate to physical review, refund, or flag the seller. Works remotely for any geography — no warehouse required.

fraud signals

Catch the patterns no human reviewer can see

Price anomalies, repeated authenticity flags, grade claims that never match the model — individually they’re noise, together they’re a seller risk profile.

Vardera accumulates signals across listings, streams, and disputes so your trust and safety team acts on patterns, not one-off complaints.

Watches

6

Action Figures

8

Live Commerce

5
1999 Base Set Charizard

Approved via

Vardera Card AI

Morgan Dollar 1881-CC

listed 8x below market

Price anomaly

Chanel No. 5 100ml

Possible fake

Category availability
Category availability
Category availability

Coins

Live

Trading Cards

Live

Toys & Action figures

Live

Beauty & Fragrance

in production

Luxury Handbags

in production

Sneakers & Streetwear

in production

more in production

FAQ's

Common questions from live commerce teams
Common questions from live commerce teams
Common questions from live commerce teams
Trust that moves at stream speed
Trust that moves at stream speed
Trust that moves at stream speed

Whether you’re running thousands of streams a night or launching your first live category, Vardera gives your platform the item intelligence to keep counterfeits, price manipulation, and blind disputes out of the format your buyers love.