What a photo of wheat cannot tell you, and why we say so on every report.
A phone camera can see a lot about a wheat sample. It cannot see what makes bread rise. We think a grading tool should be as clear about its blind spots as about its results.
Where GrainGrade stands: GrainGrade is in development. Counting is built and measured; guided capture, the report, defect models and lot trends are on the roadmap, and figures other than the counting error are design targets, not results.
Ask a baker what they want from wheat and they will talk about flour that absorbs water well, dough that stretches without tearing and loaves that rise. Ask a mill buyer at the gate and they will talk about broken grains, foreign matter and moisture. Both are describing wheat quality. Only part of it is visible in a photograph.
What a camera can see
A top-down photo of a single layer of grains, with a scale marker in frame, can show a great deal. GrainGrade is being built to count and measure every grain in millimetres and to classify seven kinds of defect:
Broken grains and fragments.
Shrivelled grains, thin and light at normal length.
Damaged or dark grains.
Green or immature grains.
Other foodgrains such as mustard, paddy or chana.
Foreign matter: stones, straw and chaff.
Insect-damaged grains with a visible bore-hole.
Those are the defects that FCI FAQ limits are written around, and they are the ones that cause most value cut disputes at the gate.
What it cannot see
The product page states it plainly: the camera cannot see moisture, protein, gluten, aroma or insects hidden inside a grain. That list matters more than it looks.
Property
Why the camera misses it
What to use instead
Moisture
Water content does not show on the surface
A moisture meter; GrainGrade takes the reading as an entry
Protein and gluten
These are inside the grain and decide baking quality
A laboratory test
Aroma
A smell, not a shape or colour
A trained person’s check
Hidden insects
An infestation without an outside hole looks like sound grain
Lab methods or physical inspection
For a baker, protein and gluten are close to the whole point. A sample can grade perfectly on every visible defect and still make disappointing bread. A photo grade tells you the lot is clean and sound; it does not tell you it will bake well.
Why we say it on every report
It would be easy to leave the limits in a help page and let the grade speak for itself. We think that is the wrong call. A report that shows a confident FAQ grade without mentioning moisture invites people to treat it as a complete assessment. So the design is that moisture is entered from a meter reading, because FCI grading needs it, and every report says plainly what the camera cannot see.
This is the same principle as refusing a bad photo. A tool that admits what it cannot do is easier to trust on what it can do.
How we expect it to be used
Once guided capture and the report are built, we see photo grading as the fast, consistent first check, not the only one:
Photograph the sample at the gate and get the count, sizes and visible defects.
Enter the moisture meter reading so the grade is complete for FCI FAQ.
Use the result for the immediate accept, cut or reject decision on visible defects.
Send samples for lab testing where protein, gluten or hidden infestation matter to the buyer.
Keep both on the lot, so trends by source include what each method found.
No. Moisture is not visible on the surface. GrainGrade is designed to take moisture from a meter reading, because FCI grading needs it, and every report says so.
Does a good photo grade mean the wheat will bake well?
Not necessarily. Protein and gluten decide baking quality and are inside the grain, so they need a laboratory test.
Is GrainGrade available now?
GrainGrade is in development. Counting is built and measured; guided capture, the report and defect models are being built in phases, and a pilot is open.