BeshmarAI is an assistive counting tool. Every suggested result must be reviewed and confirmed by the responsible user.
Why a repeatable process matters
Many counting errors come from changing the setup between attempts. A stable process makes results easier to inspect, compare, and repeat.
AI should support professional judgment rather than replace it. The result is useful only after the frame, pill separation, and detection markers have been reviewed.
Prepare the counting surface
- Use a clean, matte, uniform surface with clear contrast against the pills.
- Separate pills as much as possible and remove fragments or unrelated objects.
- Keep every pill fully inside the visible counting region.
- Use the same working distance whenever possible.
Control light and camera angle
Even light reduces strong shadows and glare. Keep the camera as close to perpendicular to the surface as possible so pills at the edges do not appear stretched or unusually small.
Verify before accepting the result
- Each visible pill should have one reasonable detection marker.
- The count should remain stable for more than a moment.
- There should be no obvious marker on an empty part of the surface.
- Repeat the count when pills overlap, leave the frame, or appear out of focus.
Frequently asked questions
Does camera counting replace technician verification?
No. BeshmarAI provides a suggested count that must be reviewed and confirmed by the user.
What background works best?
A matte, uniform background with strong contrast against the pills usually makes review easier.
