Count tokens in a tray from a photo
AI Tokens Counter

Count tokens in a tray from a photo

Works with JPG, PNG, WEBP · Free up to 20 MB, Premium 50 MB

Spread the tokens one layer deep on a tray or flat surface and photograph from directly above — counted detections receive dots for review. Built for shops, cash offices, venues and event teams — review and correct each photo before adding it to a CSV or PDF tally.

  • Review the photo, then count visible tokens
  • Count without marking; add example boxes if you need a guided recount
  • Stop counting the same tokens twice to be sure of the total
  • Free to use · No signup required · Without watermark

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Counting bar, festival and arcade tokens on a tray

Tokens stand in for cash at bars, festivals and arcades, so they get counted like cash: a float before a session opens, a reconciliation against sales afterward, and a handover between shifts. Plastic drink tokens and metal arcade tokens are uniform discs, which suits a tray photo well as long as none are stacked.

Tip the tokens onto a tray and spread them in one layer; a stacked pair shows as a single disc from above. Metal tokens catch the light like coins, so use soft light and avoid a lamp directly overhead. Events that run two token types, such as drink and food, can mark one of each in Similar items and read the Found per example rows to split the total. A token embossed differently on each side may look unlike itself face down, so mark both faces if the count seems low.

Label each corrected tally row by token type and by bar or booth, so the CSV reads as a float sheet. Real coins in the same float belong on the coin counter, and poker chips from a club night follow the same spread-and-shoot routine.

Token tray checks

  • One layer, no stacks
  • Soft light for metal tokens
  • One example per token type
  • Tally row labelled by type and location

Frequently asked questions

Do the items need to be separated before counting?
Slight touching can work, but full overlaps hide items and make the result less reliable. Spread them one layer deep under even light, mark a clear example, and review every result marker.
What if the photo has more than just tokens in it?
Auto mode uses the selected item name to find what to count. For a guided recount, mark one complete, clearly visible tokens — up to 3 examples for different-looking kinds. Similar-looking distractors can still affect the result, so review every marker before using the total.
Can I count several photos into one total?
Yes — count each photo and add every reviewed result to the tally sheet as a labelled row. If you use example boxes, mark them separately on each photo. Export the tally as CSV or a PDF report, or save it to your account.
Is it free and private?
Yes. You can count, review and download a free result without an account. Downloads are free without a watermark. No signup required. Server-processed photos are encrypted in transit and removed under our Security policy.

What you can do with Coin Counter

Review the main capabilities before you begin.

  • Estimate visible coins in a photo automatically
  • Review till and cash-drawer counts at a glance
  • Tally coin jars and change collections fast
  • Optionally mark a coin for a denomination-specific count
  • See each coin marked with a numbered overlay
  • Add multiple photos into one running total
  • Skip tiny stray detections for a cleaner count

Settings reference

Available controls for Coin Counter.

Upload

Single photo / Bulk auditPresets
Choose a single-photo count or a Premium bulk audit. Review every result.Options: Single photoBulk audit

Count

Add to tallyOne-click
Add this photo as a row in the current stock-take.
Counting modePresets
Chooses the counting engine: Auto and Similar items count from your marked examples — mark 1 to 3, one complete coin per different-looking kind; Distinct objects labels separate, fully visible items without an example.Options: AutoSimilar itemsDistinct objects
Included markersSliderRange: 0–1 · Default: 0.21
Starts at 21%; slide toward Show more to include weaker markers or Only strongest to hide them.
Overlay stylePresets
Choose dots, a heatmap, both or a clean preview.Options: BothDotsHeatNone
What to countText input
Names the item to count and comes pre-filled with coins; clear or change it to count a different item in the photo.
Detection sensitivitySliderRange: 0–1 · Default: 0.5
Adjust detection sensitivity for larger or smaller visible items.

Examples

Mark example coinsDraw on image
Drag a tight box around one complete, clearly visible coin. The counter uses it as a visual reference; review every result marker for lookalikes or missed items.

Tally

LabelText input
Rename this row so it is identifiable in the exported stock-take.
CountNumber input
Correct this row's count; totals and exports update automatically.

Advanced

Result overlayDropdown
Choose how count markers appear on the downloaded result.Options: Dots + heatmapDots onlyHeatmap only
Ignore small detectionsSliderRange: 0–1 · Default: 0
Ignore detections below the selected size.
Free to use · No signup required · Without watermarkUploads are encrypted in transitRemoved under our retention policy

How Coin Counter helps you get it done

Real problems it solves every day — for businesses, creators, and everyday tasks. Find the use case that fits you and start.

Finance

Cash Office Till Reconciliation

Photograph separated coins at close-out in Distinct objects mode, review every detection marker, then correct and export the denomination tally as CSV for register reconciliation.

Events

Charity Jar & Fundraiser Tallies

Spread a collection jar or donation bucket into one visible layer, run Similar items mode for an AI-assisted draft, then review and correct the markers before sharing the tally with your treasurer.

For E-commerce

Coin Collection Inventory for Resale

Mark 1-3 clear coins in the Examples setting — one for each type or year you're targeting — then run the count. Review every matching marker and correct the tally before pricing a resale lot.

For Business

Multi-Till Retail Audits

Open Bulk audit to run Distinct objects mode across every tray photo in the queue, then review each result and roll corrected counts into a grand total for head office.

Everyday Use

Vending & Arcade Machine Collections

Estimate coin boxes emptied from vending or arcade machines on route, review and correct each result, then add each machine's checked tally as its own row in the route report.

Personal Use

Personal Spare-Change Jar Savings Tracking

Spread out a jar or piggy bank of loose change at home, run Similar items mode for an estimate, then review and correct the markers before using the tally to track a savings challenge.

Personal Use

Bank Deposit & Coin Roll Prep

Count loose change before exchanging coins for cash at the bank — photograph each denomination, confirm you have enough for full rolls before wrapping, and skip the cut a self-service coin machine takes out of your total.

Watch each transformation land

Every photo crosses the slash untouched and comes out the other side finished.