Word for word, first.
The new screen between photo capture and the structured preview. Hearth's vision pipeline transcribes the source verbatim — no restructuring, no reordering — and the cook reviews the transcription against the original photo before the AI structures it. Two failure modes are separated: transcription errors (handled in this gate), structure errors (handled at the Import preview). Heirloom photos carry a structurally worse OCR baseline; this is where Hearth earns its trust on hard inputs. Dotted-Ochre underlines mark low-confidence words. Continue commits the transcription and lands the cook on the photo-variant Import preview.
From your photograph.
Grandma's Corn Ragu
4 ears corn, kernals cut off the cob
1 large shollot, finely diced
2 tbsp olive oil
1 cup dry white wine
3 tbsp unsalted butter
small handful basil, torn
sauté shollot in olive oil, 2 minutes
add corn and wine, simmer until reduced
swirl in butter at the end
top with basil and a little salt
— Edit anything we got wrong. —