Count vials in a rack from a photo — count vials in a rack from a photo with marked results
AI Vials Counter

Count vials in a rack from a photo

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

Photograph the shelf or rack face straight-on so each of the vials in the front row is visible; repeat per shelf and combine in the tally sheet. Built for pharmacies, clinics, labs and care homes — review and correct each photo before adding it to a CSV or PDF tally.

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

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Counting vials in racks, trays and fridge shelves

Clinics, pharmacies and labs count vials in fridges and racks for stock checks, at goods-in against the delivery note and during batch or expiry reviews. Vials standing upright in a rack or tray are best photographed from directly above, where each cap or stopper shows as a circle. On a fridge shelf, shoot the front row straight-on and pull the vials forward if rows behind are hidden.

Clear glass is hard to see against a pale shelf, so a dark mat under the tray improves contrast. A fridge door opening into warm air fogs the lens, and frost on cold vials adds white patches, so wipe the lens and work quickly. Colored flip-off caps help: if a tray holds two products with different cap colors, mark one example of each. The counter does not read labels, lot numbers or expiry dates, so keep products and lots in separate trays when that detail matters.

Record each rack or shelf as a tally row; regulated stock records still need your usual qualified check. Glass ampoules are covered on the ampoule counter, and tubes in a lab rack on the test tube page.

Frequently asked questions

How do I count a whole shelf accurately?
Shoot each shelf face straight-on in even light, count the visible front row, and multiply by the row depth if the shelf is uniformly stocked — or photograph each row. The tally sheet adds shelf-by-shelf rows into one total.
What if the photo has more than just vials in it?
The counter automatically looks for vials 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 Pill Counter

Review the main capabilities before you begin.

  • Count pills and tablets from a single photo
  • Use a marked tray estimate as a manual-count cross-check
  • Have a qualified person review each counted-pill marker
  • Optionally mark an example to refine a tricky count
  • Batch-count many trays in a bulk audit
  • Filter out tiny specks with a size cutoff

Settings reference

Available controls for Pill 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

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 Pill 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

Pharmacy Fill Double-Checks in Seconds

Photograph a filled tray as a second check on a manual count. A qualified pharmacist must review each counted detection, correct the AI tally, and follow the required medication procedure before release.

Legal

Controlled-Substance Draft Review Trail

Treat the AI tally as a draft, have a qualified person complete the required manual controlled-substance procedure, and export only the corrected result alongside the official record. The AI report is not a compliance audit trail by itself.

For Business

Care Home Medication Round Counts

Use a photo count only as a second check. Qualified care staff must review and correct the markers and complete the required manual medication count between shifts; AI must not replace that procedure.

For Developers

Supplement & Capsule Manufacturing QC

Run Similar items mode on a production sample after marking the specific capsule or tablet in the Examples setting, and have a qualified reviewer verify the markers before shipping.

Productivity

Multi-Tray Stock Checks for Pharmacies

Open Bulk audit to run Distinct objects mode across every tray photo, then have a qualified person review every marker and correct each tray before exporting the tally.

Watch each transformation land

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