Different regions map to different organs: the tip reflects heart and lung, the middle reflects spleen and stomach, the root reflects kidney, the sides reflect liver and gallbladder. That is why "red at the tip" and "thick coating in the middle" point at completely different problems in the same photograph.
Body and coating must be read separately
The tongue body — the muscle itself — reflects organ deficiency or excess and the movement of qi and blood. Pale suggests deficiency-cold, crimson suggests exuberant heat, purple suggests blood stasis.
The coating — the layer on top — reflects stomach qi and the depth of pathogenic influence. White leans cold, yellow leans heat, thick and greasy leans dampness or food stagnation, peeling leans stomach-yin insufficiency.
Only the combination means anything. A red tongue with little coating is yin deficiency with flare; a red tongue with a thick yellow coating is excess heat lodged inside. The conditioning advice for those two is opposite — which is exactly where self-diagnosis articles go wrong.
What the model actually does
The hard part of reading a tongue has always been that it is described, not measured. The app pins the description down: the viewfinder measures brightness, sharpness and resolution before you upload, and the vision model is instructed to write only what is genuinely visible in the photo — anything unclear must be returned as "not observed", never guessed at. A second model then reads those nine features together with your own answers, scores each axis against the same anchor table, and has to state the reason for every deduction. If a label and its score contradict each other, or a required block is missing, the server flags it instead of quietly shipping the report.
Known limits: coating colour is heavily affected by coffee, citrus, tea, herbal medicine and mouthwash, by scraping the tongue, by how recently you ate, and by warm indoor lighting. Output is wellness guidance, not a medical diagnosis, and cannot substitute for laboratory tests or a physician. For persistent pain, weight loss, bleeding or fever, see a doctor.