Count donuts on a tray from a photo
AI Donuts Counter

Count donuts on a tray from a photo

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

Spread the donuts one layer deep on a tray or flat surface and photograph from directly above — counted detections receive dots for review. Built for bakeries, caterers and food producers — review and correct each photo before adding it to a CSV or PDF tally.

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

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Counting ring donuts and filled donuts on the same tray

Donuts come in two shapes that matter for a photo count: rings with a hole and filled rounds without one. A bakery that counts production after glazing, checks a bulk or event order before dispatch, or records end-of-day stock usually has both on the same tray. Treat them as two kinds from the start and the count stays readable.

In Similar items, mark one ring donut and one filled donut as separate examples, plus a third for a long john or another shape if you sell one. The Found per example rows then show how the total splits. Fresh glaze is glossy and can flash white under a direct light, so shoot glazed trays under soft light. In a display case the glass reflects the shop, so open the door or photograph the trays before they go in.

Heavily decorated tops with sprinkles and drizzle deserve a closer look in review, since one donut split into two shows up as an extra marker; fix the tally row if so, and label rows by flavor or tray. Cupcakes from the same display are counted the same way, and a boxed dozen stacked for pickup can be tallied by the box.

Donut tray checks

  • Ring and filled donuts marked as separate examples
  • Soft light over fresh glaze
  • Trays photographed outside the display case
  • One tray per tally row, labelled by flavor

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 donuts in it?
Auto mode uses the selected item name to find what to count. For a guided recount, mark one complete, clearly visible donuts — 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 AI Inventory Counter

Review the main capabilities before you begin.

  • Count shelves, stacks, crates and pallets from photos
  • Review and correct photo tallies before export
  • Export your stock-take to a CSV file
  • Run a full audit shelf by shelf
  • Optionally mark an item to target one SKU
  • Combine bulk photos into one inventory total
  • Ignore small stray detections for accuracy

Settings reference

Available controls for AI Inventory 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 product 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
Type the item to count, such as cow, bottle or car, so other objects in the photo are ignored; leave it blank to count everything.
Detection sensitivitySliderRange: 0–1 · Default: 0.5
Adjust detection sensitivity for larger or smaller visible items.

Examples

Mark example itemsDraw on image
Drag a tight box around one complete, clearly visible item. 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 AI Inventory 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.

For Business

Multi-Location Retail Cycle Counts

Managers can use Bulk audit to run Distinct objects mode across every shelf photo, review every tally, and save each store's corrected session separately.

Productivity

Warehouse Goods-In Receiving Audits

Warehouse staff photograph each pallet, mark 1-3 example items in Examples — one per SKU in the shot — and export the reviewed tally as a CSV to match against the purchase order.

Legal

Pharmacy Controlled-Stock Review Trails

Pharmacies can create a shelf-by-shelf AI draft by marking 1-3 example items in Examples — one per SKU — then have a qualified person review and correct it under the required manual procedure. The export supports review but is not a compliance record by itself.

For Business

Loss-Prevention & Shrinkage Spot Checks

Store managers can compare reviewed, corrected photo tallies over time as a preliminary shrinkage screen, then physically verify discrepancies before taking action.

For Business

Small Manufacturer & Workshop Parts Counting

Machine shops photograph bins of screws, fasteners or gaskets and mark 1-3 example parts in the Examples setting — one per part type in a mixed tray — before counting for build planning or reordering.

Watch each transformation land

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