Count cupcakes on a tray from a photo — count cupcakes in a tray from a photo with marked results
AI Cupcakes Counter

Count cupcakes on a tray from a photo

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

Spread the cupcakes 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 cupcakes
  • Upload a photo and get an automatic count
  • Review the markers to catch cupcakes counted twice or missed
  • Free to use · No signup required · Without watermark

Upload Image

Counting cupcakes on trays, in boxes and on display stands

Cupcakes are tall, round and topped, which makes them easy to see from above and easy to hide from the side. Bakeries count them after decorating, before a large event order leaves, through the day on the counter display, and at close for waste. Each setting needs a slightly different photo, but all of them work best with the camera looking straight down onto the tops.

Frosting swirls and sprinkles give every cupcake a busy top, which can make one cake look like several small shapes. Mark one complete cupcake, liner included, as the example in Similar items, and add a second example if minis and standard sizes share a tray. Boxed orders with clear lids reflect the ceiling lights, so open the lids or tilt the box away from the light. A tiered stand hides the lower tiers behind the upper ones; photograph each tier from above, or count before the stand is built.

Where two swirls touch, check that both cakes carry a marker, then add each tray or tier as a labelled row. For event orders, the CSV doubles as a packing note. Boxed orders stacked for collection can be counted as boxes, and cookie trays from the same order follow the same routine.

Cupcake photo checks

  • Box lids open or tilted away from overhead lights
  • One tier or tray per photo
  • Mini and standard sizes marked as separate examples
  • Camera directly above the frosted tops

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 cupcakes in it?
The counter automatically looks for cupcakes in your photo. 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. 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

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
Enter the item to count, then press Enter or leave the field to start automatically. Review every result marker.

Advanced

Result overlayDropdown
Choose how count markers appear in the on-screen preview; the download keeps its own markers.Options: Dots + heatmapDots onlyHeatmap only

Tally

Add to tallyOne-click
Add this count to the tally sheet under the name of the object that was counted. Signed-in accounts add finished counts automatically unless that is turned off under Account settings; in bulk mode every photo also has its own Add to tally button.
LabelText input
Rename a tally row. Edits and removals wait until you choose Save changes, so you can fix several rows at once.
CountNumber input
Correct a row's count; totals, the chart and exports follow once the change is saved.
Save changesOne-click
Apply every edited or removed tally row in one step, or choose Discard changes to leave the sheet as it was.

Chart

By objectPresets
The chart is the same in every counting tool and covers the tallies of all of them. By object draws a separate line chart for each tally name, such as pipes and people. By tool draws a chart for each counting tool.Options: By objectBy tool
PeriodPresets
Choose how far back the chart looks. Days without a count appear as zero.Options: 7 days30 days90 days12 months

History

Counting setupGallery
Keep comparable counts together. A first setup is created for you, so the first count can be saved straight away.
Observed atText input
The date and time of the count, shown as a date and a time field.
NotesText input
Starts with every detected object and its count, one per line, such as Pipes - 11. Edit it before saving.
Save countOne-click
Save the count to your account history. Open a saved count later to correct it or download its source photo.
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.