OCR Search API

Find images by the text inside them

Search screenshots, signs, documents, memes, and any image that contains text. One API call reads the text and makes it searchable. No OCR pipeline required.

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"no parking"

Searching text inside images

No parking sign on blue background

No parking sign

97.1%

No parking any time tow away zone sign

No parking any time

94.6%

No parking tow-away zone sign

Tow-away zone

91.3%

No parking sign on wooden pole

No parking

88.7%

1

API call

0

OCR setup

<200ms

response

Use Cases

Search the text that lives inside your images.

<200ms

Search latency

99.9%

Uptime

Millions

of images searchable

Screenshots and documentation

Your team shares hundreds of screenshots in Slack every week. Error messages, UI states, config files. OCR search lets you find them by typing what's on screen.

Error messages, stack traces, logs
UI screenshots with form data

Memes and social content

Memes are images with text overlaid. Traditional image search can't read the text. OCR search can. Search "how it started vs how it's going" and find every variation.

Content moderation for text in images
Find reposted content by its text

Signs, labels, and real-world text

Street signs, product labels, menus, business cards. Any photo that captured text in the real world becomes searchable by what that text says.

Real estate photos with address signs
Product packaging and labels

Scanned documents

Receipts, invoices, contracts, handwritten notes. If it was photographed or scanned and contains text, OCR search makes it findable by what it says.

Invoice and receipt lookup
Contract and legal document search
How It Works

Insert images. Search by what they say.

Step 1

Insert your images

Upload images via the API. Vecstore automatically detects and extracts any text in the image.

Step 2

Text is indexed

The extracted text is indexed and made searchable alongside the image. No manual tagging or metadata needed.

Step 3

Search by text content

Query with any text string. Vecstore returns images that contain matching text, ranked by relevance.

<200ms

Search latency

99.9%

Uptime

Any scale

Millions of images

Build vs. Buy

Skip the OCR pipeline. Ship text-in-image search today.

Building it yourself
OCR engine

Tesseract, Google Vision, or AWS Textract

Text extraction pipeline

Process every image, store extracted text

Search index

Elasticsearch, Algolia, or custom setup

Sync pipeline

Keep OCR text and images in sync

Multiple vendor bills

OCR API + search index + storage

Estimated time to production

2-4 weeks

Using Vecstore
Insert images via API

Text detected and indexed automatically

Search by text content

Results ranked by relevance

No infrastructure to manage

No OCR engine, no search index, no sync

Works with all image search types

Same database for OCR, visual, and face search

Pay per operation

Scale up or down, no commitment

Time to production

An afternoon

Only with Vecstore

OCR search + image search + text search, all from the same database.

One API key. One database. Search by text inside images, by visual similarity, by face, or by text description. No separate systems.

Built-in NSFW detection across 52 safety categories.

If your platform accepts user-uploaded images, content moderation is one API call away. No separate moderation pipeline needed.

Add OCR search to your appin minutes, not months.

1M+ searches powered by Vecstore this year

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Start for Free

25 Free credits. No credit card required.