Docket

Docket reads a receipt photo and stores it as checked data. Every field gets a confidence score, and a receipt goes to a person when any field looks doubtful.

Source
recorded results
Model on this page
none
Test receipts
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This page replays recorded results. Every number and receipt below came from an earlier model run and was saved. Nothing here calls a model. The small model is Qwen 3.5 9B on a local GPU. The Claude numbers come from saved Bedrock responses.

Four receipts

Pick one to see what Docket stored, how sure it was of each field, and where the receipt went.

Straight through, or to a person

Drag the red line. A receipt skips the person only when its least confident field clears the line. Each slip below is one of the - test receipts, judged on calibrated confidence.

0.945
Thresholds set on the validation receipts for a field error budget of

Straight through

0

To a person

0
Straight through
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Field error among them
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Receipts passed
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Wrong fields passed
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calibrated confidenceconfidence the model states

When the photo is bad

Damage the real receipt photo the way the robustness suite did. Next to each slider is the field accuracy recorded at the nearest level the suite measured.

The selected receipt photo with the chosen damage applied

Is the confidence honest?

Each bar is how often fields in that confidence bin were right on the test split. A score that tells the truth puts every bar on the dashed line. Grey is the confidence the model writes down. Black is the same field after calibration on receipts it had not been scored on.

Which model reads it

Before any model call, a router looks at the photo and picks the small local model or Claude.

    Check your own photo

    Drop a JPEG or PNG, or choose a file It stays in your browser. Nothing is uploaded.

    If the photo is one of the recorded receipts, you get its saved result. For any other photo this page measures the image the way the router does and says which model it would go to. Reading the fields needs a model, and this page has none.

    Your photo's route shows up here.

    The 42 hand checked receipts

    Claude Haiku 4.5 on the text of 42 receipts labelled by hand, replayed from saved Bedrock responses.

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    field accuracy