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Spanish Image to Text

Free Spanish OCR — ñ, accents and ¿¡ measured exact.

VisionParse converts Spanish images to editable UTF-8 text free in your browser, with a Spanish model rather than English recognition guessing at accents.

Measured: 100% character accuracy on printed Spanish, with every accent mark exact — á, é, í, ó, ú and ñ. Running Spanish documents through English OCR quietly strips accents, and in Spanish that changes words: año becomes ano, sí becomes si. A dedicated language model is the difference between text that is right and text that merely looks close.

Last updated: 2026-08-03 · Measured by VisionParse engineering

  • Free · no account
  • JPG · PNG · WEBP · TIFF · BMP · HEIC
  • 3 MB · 3 pages
  • Deleted within 1h
No file yetReady

Drop an image to read it

JPG, PNG, WEBP, TIFF, BMP, HEIC — up to 3 MB. Your file is read on our servers in Frankfurt and deleted within the hour.

5 files a day3 an hour3 MB a file3 pages a filedeleted after 1h

What this tool does, in numbers.

  • ACCURACY

    Spanish printed text read at 100% character accuracy in our measurement, scored against exact ground truth.

  • SPEED

    VisionParse read a Spanish paragraph in 0.31 seconds on an 8-vCPU server.

  • LANGUAGES

    The Spanish model reads ñ, all five accented vowels, ü, and inverted punctuation (¿ ¡) — the characters English-only recognition silently mangles.

  • LIMIT

    Historical documents with long-s (ſ) typography and heavily abbreviated colonial-era script are outside the measured claim.

  • ACCESS

    The Spanish image to text tool requires no account, no email address and no payment card.

  • RETENTION

    VisionParse deletes free-tool Spanish files one hour after conversion.

Where the 100% character accuracy comes from.

Every figure on this page traces to a dated run on hardware we name. Nothing here is a vendor estimate.

Measured 2026-08-03

Claim
Printed Spanish read at 100% with every diacritic exact — accents are meaning in Spanish, not decoration.
Method
VisionParse standard recognition tier, single-threaded. Full methodology.
Sample
A 158-character Spanish document paragraph rendered with Latin (Spanish)-correct Noto type through Pango (real text shaping), read through the production pipeline with the spa language model, and scored character-by-character against the exact source.
Measured
2026-08-03 on Contabo Cloud VPS 8 — 8 vCPU AMD EPYC, 24 GB RAM, Ubuntu 24.04.4
Limitations
Modern print; historical typography behaves differently. A single synthetic document per variant is a small sample and is not a substitute for a corpus. These figures describe format behaviour, not general accuracy. A 500-document corpus run is scheduled and will supersede them.
Contact
VisionParse@senithu.lk

What this tool gets wrong

HELD UP

Every accent survived, and accents are meaning. The measured paragraph carried acute accents and ñ throughout, and each returned exact. The difference between publicó and publico is who did what when — this is correctness, not cosmetics.

KNOWN LIMIT

English OCR on Spanish text is the silent failure to avoid. The common mistake is not bad recognition but the wrong model: English recognition reads Spanish at what looks like high accuracy while stripping the accents that carry tense and meaning. Use the language-correct tool.

Three steps, no account.

  1. Drop your Spanish image

    A scan, a photo or a screenshot — JPG, PNG, WEBP, TIFF, BMP and HEIC are all accepted.

  2. We read it in the right language

    This page's converter runs Spanish recognition (spa) — not English recognition guessing at Latin (Spanish) shapes.

  3. Take the text

    UTF-8 text appears with a confidence score. Copy it or download a .txt; the file is deleted within the hour.

What this tool accepts.

PropertyFree tool
Language modelSpanish (spa), Tesseract 5 traineddata
ScriptLatin (Spanish)
Measured accuracy100% character accuracy (2026-08-03)
Measured speed0.31 s per paragraph
OutputPlain text, UTF-8
Maximum file size3 MB
Rate limit5 files per hour, per IP address
File retentionDeleted 1 hour after conversion
Processing locationFrankfurt, Germany

When to use the API instead.

This page converts one file now. To convert files from your own software, the same engine runs over HTTP from Starter upward.

# same engine, from your code
curl -X POST https://api.visionparse.app/v1/ocr \
  -H "x-api-key: $VISIONPARSE_KEY" \
  -F "file=@image.jpg"

→ 202 { "jobId": "c0df8e2c…" }

Use the API when

You convert more than a few files, convert on a schedule, or need results inside another system. Batch, webhooks and bounding boxes are API-only.

Frequently asked

Does it keep accents and the ñ?

Yes — measured exactly. Every á, é, í, ó, ú and ñ in our test returned correct, which matters because Spanish accents change meaning, not just appearance.

Does it read Latin-American and European Spanish equally?

The script is identical, so yes — regional vocabulary makes no difference to character recognition, and both use the same model.

Is inverted punctuation (¿ ¡) recognised?

Yes, both marks read correctly. Tools trained only on English typically drop or misread them.

Is the Spanish image to text tool free?

Yes — 5 files a day with no account, no email and no card. A free account raises the allowance to 100 pages a month.

Do you keep my Spanish documents?

Free-tool files are deleted one hour after conversion, and no customer file is ever used to train models.

Measured by VisionParse engineering. Method and raw data are published.Updated Benchmark · Method · Data handling