Recover the handwriting without rewriting it
Handwriting is the hardest thing on paper to restore, because there is no reference typeface to fall back on - every letterform is unique to one person on one day. Docovly restores the strokes as written and delivers transcription as separate text, so the image is never overwritten with a modern rendering.
- separate
- image and transcription
- shown
- uncertain words, with their crop
- safety
- medication check before delivery
One precious page, or a whole shelf of them. Handwriting Recovery runs the same either way — here is the damage it takes on, and the records it runs across.
and the records it runs across
Why this is harder than it looks
Restoring handwriting by making it more legible means changing it, and changing a hand is exactly what you must not do on a prescription, a will or a family letter. The image and the reading of it have to stay two different artefacts.
What this handles
- Clinical handwriting on prescriptions and charts
- Secretary hand and early modern scripts
- Faint pencil on forms and ledgers
- Cramped annotation in margins
- Copperplate and cursive on certificates
- Faded fountain ink on personal letters
How handwriting recovery runs
The same three moves on every job, and the third one is the part most tools skip.
Restore the strokes
Stroke density is recovered at the pen's own weight, with the writer's other letters on the page as the reference for their hand.
Transcribe separately
The reading is produced as text beside the image. The restored page is never annotated or replaced with a typed rendering.
Surface the doubt
Uncertain words are listed with the original crop beside them, so a person resolves them rather than a model quietly choosing.
What actually happens to the page
The image and the reading of it have to stay two different artefacts. Here is how the hand is kept intact while the words are made available.
The pen's own weight, from the writer's own hand
Stroke density is recovered at the weight the pen actually laid down, using the writer's other letters on the page as the reference for their hand. There is no typeface to fall back on, so the recovery leans entirely on the evidence the page already carries.
- Stroke weight recovered, letterforms preserved
- The writer's other letters used as reference
- Faint pencil and faded fountain ink handled
The reading is text beside the image, never over it
The transcription is produced as text next to the restored page. The image is never annotated or replaced with a typed rendering - so a family letter or a historical deed keeps its hand, and the reading is there for anyone who needs the words.
- Restored page kept as an image, unaltered
- Reading delivered as separate, searchable text
- Palaeography pass for early-modern and secretary hands
Uncertain words are shown, and medicine is checked first
Uncertain words are listed with the original crop beside them, so a person resolves them rather than a model quietly choosing. Drug names and doses pass a medication-safety check for look-alike names and implausible values; anything that trips it is withheld for a clinician.
- Uncertain readings presented with the crop
- Abbreviation expansions marked for an editor
- Medication-safety check before any delivery
How the hard cases are handled
Handwriting is where an honest tool earns its keep - by knowing when it cannot read, not by guessing confidently.
It knows when it can't
Bad handwriting is often readable - and when it is not, the word is shown with its crop for a person to decide rather than delivered as a confident guess.
Historical scripts
Secretary hand, early-modern scripts and Latin abbreviation go through a dedicated palaeography pass, with expansions marked for checking.
Medical is different
Drug names and doses are checked for look-alike names and implausible values; anything that trips the check is withheld for a clinician.
The hand is never re-set
The restored image keeps the original letterforms; the typed reading lives beside it, so nothing about the writing is normalised away.
Built to be trusted at the edges
Handwriting Recovery is one capability inside a pipeline built on a single idea: a restoration you cannot trust at the edges is a picture of one.
Everything is read back
Every restored page is read as text and compared against what was legible before, so nothing appears out of nowhere without being flagged.
The original is never lost
The untouched capture is always delivered beside the restoration - the recovery is a new version, never an overwrite.
Refusals are the product
What cannot be recovered is marked, not guessed. The guarantee is built into how the pipeline runs, not asked of a model.
It reads back as data
Fields come out checked against the document's own arithmetic, with withheld values kept in their own column - never mixed with blanks.
One sheet or a whole shelf
Per-page isolation means a single difficult document never stops the run - each page keeps its own progress, result and failure.
Free to try, no card
Free to start, no watermark, and if a document is not recoverable we would rather tell you than sell you a plan.
Where a general-purpose tool goes wrong
The same page, two philosophies. One optimises for a convincing picture; the other for a correct one - and says so when those two part ways.
What most tools do
- Rewrites the hand into a neater version
- Delivers one confident reading, doubt hidden
- Types drug names with no safety check
- Normalises historical scripts into modern spelling
What Docovly does
- Restores the strokes, keeps the letterforms
- Uncertain words shown with their source crop
- Medication-safety check before delivery
- Palaeography pass, abbreviations marked
What it will not do
Enforced by how the pipeline is built rather than by instructions given to a model - which is the only kind of guarantee worth writing down.
- 1Letterforms are restored, never normalised or re-set
- 2Uncertain readings are shown with their source crop
- 3Medical transcription passes a medication-safety check first
2
artefacts: the image and the transcription
shown
uncertain readings, with their crop
safety
check on drug names and doses
0
letterforms normalised or re-set
Consoles that use this capability
Handwriting Recovery, answered
What people ask before sending us documents to recover, verify and deliver.
Have a document you are not sure about?
Send us a photograph of it. We will tell you honestly whether it is recoverable before you spend anything.
Ask usFrequently, and it also knows when it cannot - which matters more. Anything uncertain is presented with the original crop for a person to decide, rather than delivered as a confident reading.
Also in Recover & deliver
Recover it, then read it back
Whatever state it is in - faint, cramped, sealed, or a shelf of them. Free to start, no card, and the original is never overwritten.