I am building a document api suite that gives you coordinates for every answer

Hi everyone!

I’ve been working on a document processing API suite that solves a few problems I encountered in my career..

LLMs are great to provide answers on documents but not so great when you need bounding boxes for them.
OCRs give you bounding b…


This content originally appeared on DEV Community and was authored by Diego Viteri

Hi everyone!

I've been working on a document processing API suite that solves a few problems I encountered in my career..

  • LLMs are great to provide answers on documents but not so great when you need bounding boxes for them.

  • OCRs give you bounding boxes but they don't understand context.

  • Mixing them both is a pain.

So we are using vision models to solve this. The result is Ninjadoc, an easy to use api that answers your questions with geometry data for the evidence it found.

We have a few more products lined up down the line but for now this is what you get:

  • Endpoints to ask a single question in natural language (with/without coordinates)

  • A dashboard to define a collection of questions

  • Ai enhanced Markdown transforms (our techniques are great for these)

More improvements will come down the line but it's looking good and I wish I had something like this before.

Let me know what you think, any feedback is appreciated.

Ninjadoc

Thanks!


This content originally appeared on DEV Community and was authored by Diego Viteri


Print Share Comment Cite Upload Translate Updates
APA

Diego Viteri | Sciencx (2025-10-08T14:50:40+00:00) I am building a document api suite that gives you coordinates for every answer. Retrieved from https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/

MLA
" » I am building a document api suite that gives you coordinates for every answer." Diego Viteri | Sciencx - Wednesday October 8, 2025, https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/
HARVARD
Diego Viteri | Sciencx Wednesday October 8, 2025 » I am building a document api suite that gives you coordinates for every answer., viewed ,<https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/>
VANCOUVER
Diego Viteri | Sciencx - » I am building a document api suite that gives you coordinates for every answer. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/
CHICAGO
" » I am building a document api suite that gives you coordinates for every answer." Diego Viteri | Sciencx - Accessed . https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/
IEEE
" » I am building a document api suite that gives you coordinates for every answer." Diego Viteri | Sciencx [Online]. Available: https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/. [Accessed: ]
rf:citation
» I am building a document api suite that gives you coordinates for every answer | Diego Viteri | Sciencx | https://www.scien.cx/2025/10/08/i-am-building-a-document-api-suite-that-gives-you-coordinates-for-every-answer/ |

Please log in to upload a file.



There are no updates yet.
Click the Upload button above to add an update.

You must be logged in to translate posts. Please log in or register.

Related Posts