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FastOCR

Gemini OCR vs a dedicated document parsing API: when FastOCR fits

Short answer

Gemini is a general model: its API documentation says it reads PDFs with native vision, up to 50 MB or 1000 pages. FastOCR is an OCR service that returns text, a searchable PDF, Word and Markdown. Choose Gemini to ask questions across a document. Choose FastOCR when the job is a faithful copy of every page, in a browser or over a REST API.

By the FastOCR team · Updated 4 November 2026 · Documentation checked 4 November 2026

We make FastOCR. Accuracy figures come from our own test of each tool we scored, ours included, on the same scans; other facts link to each tool's own pages. How we tested

Try it here

Drop your file here

PDF, PNG, JPG, WebP, BMP, HEIC

PDF up to 1 GB · images up to 20 MB

Tips for a clear photo
  • Lay the page flat.
  • Use even light, with no shadows.
  • Turn off the flash to avoid glare.
  • Fill the frame with the page.

Verdict

Pick FastOCR if

  • You want the text of every page, plus a searchable PDF, rather than a reply to a prompt.
  • You would rather call a REST API, Python SDK or MCP server that returns recognised text than write and tune an extraction prompt.
  • You also need a browser route for people on your team: images work without sign-up, and scanned PDFs with a free account.
  • Your files are in Arabic, Urdu, Hindi, Bengali or Tamil, and you want automatic language detection plus output that copies in reading order.

Pick Gemini if

  • You want to question a document, summarise it or compare pages in one pass.
  • You are already building on the Gemini API and a model reply is the output you need.
  • You want to send a long PDF in one request: Google documents up to 50 MB or 1000 pages.

FastOCR and Gemini side by side

What comes backFastOCRRaw text, Word (.docx) and Markdown. Every image upload also gets a one-page searchable PDF.GeminiNot statedSource
PDF size and lengthFastOCRPage allowances by plan are on the pricing page.GeminiPDF files up to 50 MB or 1000 pages.Source
How the page is readFastOCRScanned PDF in, searchable PDF out; text copies in the right order, including right-to-left.GeminiNative vision over the whole document context. Each document page is equivalent to 258 tokens.Source
Scanned documentsFastOCREvery image upload gets raw text and a single-page searchable PDF, plus Word and Markdown.GeminiNot statedSource
Page quality adviceFastOCRProofread any OCR output against the page, whichever tool you use.GeminiRotate pages to the correct orientation before uploading and avoid blurry pages.Source
Recognition languagesFastOCR100+ languages, detected automatically, including mixed pages.GeminiNot statedSource
Access for developersFastOCRREST API, Python SDK, MCP server for AI agents, LangChain and LlamaIndex loaders.GeminiThe Gemini API takes PDFs, inline or through its file upload route; the page covers the API, not the Gemini app.Source
Matched accuracyFastOCRNo scored Gemini head-to-head.GeminiNot tested

Why FastOCR

  • Scanned PDFs

    Scanned PDF in, searchable PDF out; text copies in the right order, including right-to-left.

    See Scanned PDFs

  • Exports

    Raw text, Word (.docx) and Markdown.

    See Exports

  • Languages

    100+ languages, detected automatically, including mixed pages.

    Share of characters wrong on our evidence scans (lower is better): Arabic 2.6%, Urdu 9.1%, Bengali 7.4%, Tamil 2.2%, Chinese 1.0%.

    See Languages

  • For developers

    REST API, Python SDK, MCP server for AI agents, LangChain and LlamaIndex loaders.

    See For developers

  • Free use

    Images: free, no sign-up, no watermark. PDFs: free account.

    See Free use

Proof

Gemini was not run on our evidence scans, so nothing here is a measured comparison. Gemini's side comes from Google's document processing documentation; the figure shows what FastOCR returns for an upload.

Try it on your own page

How FastOCR works

Searchable PDF that copies in reading order

احسان اُس خدا کا کہ جس نے دریائے سخن کو اپنے ابر کرم سے گو ہر معنی بخشا اور زبان کو واسطے اپنی

Select and paste: Urdu, Arabic and Hebrew come out right to left, and two-column pages come out column by column.

Word file with paragraphs and tables

ItemQtyTotal
Paper418.00
Toner164.50

Prose reflows into editable paragraphs; ruled tables come back as real Word tables. PDF to Word

Bank statement to Excel, CSV or QuickBooks

DateDescriptionAmountBalance
09/01Rent payment-1,450.00968.65
09/02Payroll deposit2,386.403,355.05
09/04Grocery store-84.173,270.88

One row per transaction, for US and UK statements in English (example rows invented). Bank statement converter

More from one upload

What FastOCR gives back besides plain text. The copied line is FastOCR's reading of the Urdu test page (Tota Kahani); the table and statement rows are illustrations.

Is Gemini an OCR tool or a model you prompt?

Gemini is a model you prompt, and its API documentation describes reading PDFs with native vision rather than running a separate recognition step. That is a strength when you want an answer that draws on the whole document. It is a different job from OCR, where the aim is the page's own words in order.

The documentation also asks for care with the input: rotate pages upright and avoid blurry ones.

Gemini API or a dedicated document parsing API?

With the Gemini API you write the prompt, choose the output shape and handle replies that vary. Google documents one page as 258 tokens, which is the unit to plan around. With a dedicated service you upload a file and receive the same kinds of output each time.

FastOCR's OCR API returns recognised text and a searchable PDF. REST API, Python SDK, MCP server for AI agents, LangChain and LlamaIndex loaders. It does not extract named fields or key-value pairs; for that kind of structured extraction, a prompted model is the different tool, and so is a service built for forms.

Scans, photos and mixed languages

Google's page does not mention scanned documents, so how a scan is read is not stated. Photographs of text are the case to test on your own files before building on either option.

FastOCR reads image uploads without an account and scanned PDFs with a free account. 100+ languages, detected automatically, including mixed pages. It does not need a language setting for a mixed page, and Google's page lists no recognition languages for Gemini.

For files that must stay local, the free Mac and Windows apps run offline. They are public betas using Apple Vision and Windows OCR.

Use FastOCR first, then ask Gemini

Upload the scan at image to text or make a PDF searchable, check the text once, then put that text in front of Gemini for summaries and questions. The model works from words rather than pixels, and your scan stays a searchable archive.

Choose Gemini if

  • You want answers, summaries or comparisons that draw on a whole document.
  • You already call the Gemini API and want one more input type for the same prompts.
  • You need to hand a single large PDF to a model in one request, within Google's 50 MB or 1000 page limit.

FAQ

Can Gemini do OCR?

Google's documentation says Gemini processes PDFs with native vision. It does not describe a separate OCR feature or mention scanned documents. Treat the output as a model reading of the page and check anything exact against the original.

What are the Gemini API PDF limits?

Google documents PDF files up to 50 MB or 1000 pages, and counts each document page as 258 tokens. It advises rotating pages upright and avoiding blurry pages. These figures are for the API, not the Gemini app.

Is FastOCR a document parsing API?

It is an OCR API. It returns recognised text and a searchable PDF, with a Python SDK and MCP server. It does not extract named fields or key-value pairs, so choose a different tool when you need structured fields.

Does Gemini make a searchable PDF?

Google's page does not list a searchable PDF as an output. FastOCR returns your scan with an invisible text layer so it can be searched and copied, and right-to-left text copies in reading order.

Can I use Gemini and FastOCR together?

Yes. Get the text and a searchable PDF from FastOCR, check the text against the page, then ask Gemini for summaries or comparisons. Images are free without sign-up; PDFs need a free account.

Method

  • Gemini was not tested. Its facts come from Google's document processing documentation, re-read on 4 November 2026. The older ai.google.dev address redirects to the page we cite. Google may change it.
  • That page covers the Gemini API only. Limits in the consumer Gemini app are not recorded.
  • A fact the page does not state is shown as Not stated, never as No. No FastOCR figure is compared with a Gemini figure, because none exists.

Change log

  • 1 November 2026: Published the earlier comparison.
  • 4 November 2026: Moved to the comparison template and rewritten around the model-versus-OCR-API choice; Google documentation re-read.