DATE

16/09/2022

V500 Systems

See how we built a large scale document intelligence and analysis solution.

Document Intelligence

Document Workflows

Services

AI Research and Development

Category

Document Analytics

Client

V500 Systems

Problem Statement and Challenges

As all our projects, we started with domain understanding, there are several sectors which has documents heavy business workloads eg., Insurance, Legal, Compliance, Healthcare etc. All of these have a one major core use case, extracting crucial data from these documents to further analyse or reconcile it with data in other systems or documents.

This had some fundamental challenges as listed below

  1. Documents can be of any type : PDF, Text, Excel etc.

  2. PDF documents can be electronic or scanned

  3. Documents can be of any length 1 page to 2k pages

  4. Documents can be in any number of quantities

  5. Just extracting data is not enough, the source needs to be highlighted from where the answers are found.


Solution

Advanced RAG

Advanced RAG

Advanced RAG

Without wasting any time we started working on the core research.

Extraction is an Art : We created scalable pipelines based on the document types.

For example

  1. Extracting data from scanned documents, needs OCR plus also the layout information

  2. Extracting data from excel needs a different parser and should have natural language querying capabilities but also should have capabilities to answer analytical queries.

The next part was to store the extracted data in a smart way, our research on the various kind of queries compelled us to store the contextual data in unique planned manner, since the queries can be

  1. Precise - finding particular entities

  2. Multi Hop - answer spread across multiple passages and pages

  3. Summarisation - summarised answer over multiple passages

Our innovative approach and in-depth research by analysis of all the latest academic research papers/white papers helped us build the solution combined with our cloud expertise to scale it up to handle hundreds of documents at a time.

Results

The result is a state-of-the-art document intelligence solution that goes beyond simple extraction, providing context-aware insights, audit-ready traceability, and enterprise-grade scalability. This empowers businesses to automate reconciliation, compliance checks, and analysis at scale—transforming document-heavy workloads into actionable intelligence.

Multi File Question Answering
Multi File Question Answering
Multi File Question Answering
Multi File Question Answering
Intelligent Consortium Document Solution
Intelligent Consortium Document Solution
Intelligent Consortium Document Solution
Intelligent Consortium Document Solution

How We Work?

How We Work?

How We Work?

Frequently

Asked Questions

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What does Bizmorphic do?

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How is your pricing structured?

Does Bizmorphic provide ongoing support and updates?

What do I need to get started?

Is there a free trial or pilot program?

What does Bizmorphic do?

What problems does Bizmorphic solve for businesses?

How is your pricing structured?

Does Bizmorphic provide ongoing support and updates?

What do I need to get started?

Is there a free trial or pilot program?

What does Bizmorphic do?

What problems does Bizmorphic solve for businesses?

How is your pricing structured?

Does Bizmorphic provide ongoing support and updates?

What do I need to get started?

Is there a free trial or pilot program?

Join Us Now

Each Project we Undertake

is a Unique Opportunity.

Ready to take the next step? Join us now and start transforming your vision into reality with expert support.

Join Us Now

Each Project we Undertake

is a Unique Opportunity.

Ready to take the next step? Join us now and start transforming your vision into reality with expert support.

Join Us Now

Each Project, Our

Design is Great.

Ready to take the next step? Join us now and start transforming your vision into reality with expert support.

Join Us Now

Each Project we Undertake

is a Unique Opportunity.

Ready to take the next step? Join us now and start transforming your vision into reality with expert support.