02 Firmground AI RAG

Enterprise document search and Q&A

Manage team documents and answer questions from their contents. Source references let users check the original wording.

RAGWorkflow demo
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PDFClient-data.pdf✓
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Document chunks
Parse files

Document Q&A workflow

  1. 01

    Add documents

    Add manuals, policies, contracts or reports to a collection.

  2. 02

    Check processing

    Confirm that the documents are ready for queries.

  3. 03

    Ask a question

    Select relevant information and enter your question.

  4. 04

    Check the source

    Read the answer and open its references.

Common challenges

  • Scattered documents

    Policies, manuals and reports are stored in different places.

  • Manual reading for each query

    One answer may require reading several documents.

  • Missing references

    Users need to know the source and its full conditions.

PRODUCT FEATURES

AI RAG features

Knowledge collections
Illustrative product result

01DOCUMENT MANAGEMENT

Knowledge collections

Organise PDFs, Word files and presentations by team or topic.

Check processing status, update material and manage personal and shared documents.

Answers from company information
Illustrative product result

02DOCUMENT Q&A

Answers from company information

Ask about company policies, product specifications or figures in a report.

AI retrieves relevant passages and organises an answer. Follow up within the same conversation.

Original source passages
Illustrative product result

03REFERENCES

Original source passages

References show which documents informed the answer.

Open the relevant passage to check context and conditions before making a decision.

Evaluation results

Explore the financial Q&A evaluation

Compare correct answers, incorrect answers, and refusals in the recorded 150-question evaluation.

Overall accuracy

Agentic Hybrid RAGOurs

81.33%

Naive RAG

21.33%

Closed-book LLM (no docs)

24%

Overall accuracy = correct answers ÷ all questions. Refusals count as not correct. Source: the evaluation summary published on this site.

View result details ↗

Start with one business task using an AI Agent

Firmground AI

Choose a task your team already knows, and see how Firmground AI handles it and what it delivers.

  • Process business documents and data
  • Connect business tools and carry out the task
  • Reuse workflows, with approval before key actions
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