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Query Insight

The Shortest Path to Your Corporate Memory

In most companies, information is rarely lost. It is just scattered.

Documents on file servers, websites, portals, procedures, user manuals, contracts, training materials and knowledge bases make up an organization's valuable memory. But when this information sits in different places, employees waste time finding the right answer, the same questions get asked again and again, and decision-making slows down.

Query Insight turns the corporate knowledge in websites, portals and document folders into a RAG-based question-and-answer experience. It semantically learns the sources you define, interprets questions to answer them, and shows the sources each answer is based on.

Employees can focus on their work instead of searching for information.

Query Insight enterprise question-and-answer application

Which Problems Does Query Insight Solve?

Challenge

Scattered Information Sources

Corporate knowledge is rarely in one place. Some of it lives on file servers, some on intranet portals, some on websites, and some in PDF, Word, Excel or email content. As a result, employees search across different systems, ask colleagues, or end up working with outdated documents to find the right information.

Query Insight brings this scattered information together in a single intelligent knowledge layer.

Challenge

Time Lost Finding Information

Finding a procedure, a leave rule, a technical document, product information or a contract clause is rarely a simple search. Employees first have to find the right folder, then open the right document, then read and interpret the relevant section.

Query Insight shortens this process. Users ask their question in natural language; the system evaluates the relevant sources and produces a clear answer.

Challenge

Repetitive Support and Information Requests

HR, quality, legal, procurement, customer service and technical teams often answer the same questions over and over: “How many days of leave am I entitled to?”, “When does this procedure apply?”, “What are the technical specs of this product?”, “Where does this contract state the termination period?”, “Which is the current version of this instruction?”

Query Insight reduces these repetitive information requests and lets expert teams spend their time on more valuable work.

Challenge

Lack of Trust in Answers with Unclear Sources

In enterprise knowledge management, getting an answer is not enough. You also need to see where the answer came from. Query Insight shows the sources behind the answers it generates. Users can see which document, web page, portal content or folder file an answer is based on.

This makes answers not only fast but also verifiable and reliable.

Challenge

Risk of AI Hallucination

General-purpose AI tools sometimes present information that is not in the source as if it were. In business processes, this is a serious risk. Query Insight generates answers based only on the defined sources. If the sources do not contain enough information, it does not make up an answer; it clearly states that it does not know.

This approach is a major advantage in areas where accuracy is critical, such as quality, legal, compliance, HR and technical operations.

Why Query Insight?

Because companies no longer just need to store more documents. What they really need is fast, reliable and source-backed access to the information inside those documents.

Query Insight turns your corporate knowledge from content you search into a structure that answers.

Wherever your information is, Query Insight makes it accessible, interpretable and reliable.

Piles of documents on an office desk

Let Your Knowledge Sources Talk with Query Insight

Websites, portals and document folders become accessible knowledge sources of your corporate memory.

Query Insight semantically learns the digital sources you define, interprets questions to answer them, shows the sources each answer is based on, and speeds up access to information.

Websites

Crawls internal or external web content, learns the page content and uses it as a knowledge source for questions.

Portals

Reads information from HR, quality, intranet and operations portals to give employees fast access.

Document Folders

Uses PDF, Word and similar documents in file server folders as sources.

How it works
  1. 01

    Documents

  2. 02

    Websites

  3. 03

    AI Analysis

  4. 04

    Source-Based Answer

  5. 05

    Integration

You Ask, Your Corporate Memory Answers with Query Insight AI

Evidence-Based Answers

Answers questions only from the defined sources and shows the source link and reference.

Hallucination-Free Approach

Does not make up answers to questions outside its sources; clearly says "I don't know" when needed.

Flexible Deployment

Can be deployed on-premises or used in the cloud through AI servers at Bulutistan.

Make Corporate Memory Searchable and Interpretable

  • Point it to your website, portal and file server folders; it learns their content.
  • Interprets questions to answer them and shows the source of each answer.
  • Clearly says "I don't know" for questions outside its sources.
  • Reduces support workload and increases employee productivity.
Query Insight interface

What Does It Offer Companies?

Speeds up access to information

Employees no longer need to know which file, folder or portal page to search. They ask their question in natural language and quickly get a source-backed answer.

Makes corporate memory accessible

Documents, procedures, contracts, manuals and web content built up over the years are no longer just stored files. Query Insight turns this content into a living knowledge source employees can use.

Reduces support workload

Repetitive internal support, procedure, product information, HR and operations questions can be answered through Query Insight, reducing the operational load on support teams.

Improves decision quality

Teams that reach the right information quickly make faster and safer decisions. Being able to see the source of an answer builds trust, especially in critical decision processes.

Keeps knowledge from depending on individuals

In organizations, important knowledge often stays in certain people's experience, team folders or past correspondence. Query Insight makes this knowledge accessible within authorization limits, so corporate memory no longer depends on individuals.

Works with PaperWork or on its own

Together with the PaperWork Document Management infrastructure, Query Insight delivers a powerful enterprise knowledge management experience. It can also be deployed as a standalone RAG-based question-and-answer application.

It can be used through services from chatbots, web portals and other enterprise applications.

Where Can It Be Used?

Human Resources

Offers a Q&A experience over leave policies, benefits, work rules, onboarding documents and the employee handbook.

Example: “How is my annual leave entitlement calculated based on my length of service?”

Quality and Compliance

Procedures, instructions, audit documents, quality standards and nonconformity processes can be queried quickly.

Example: “Which quality procedure should I apply in this situation?”

Legal and Contracts

Source-backed answers can be generated from contract clauses, addenda, regulatory documents and internal legal notes.

Example: “How many days' notice does this contract require for termination?”

Procurement

Supplier documents, quotation terms, procurement procedures and approval rules can be found quickly.

Example: “What is the purchase approval limit for this product group?”

Customer Service

Product information, service policies, warranty terms and FAQ content can be made available to customer representatives or chatbots.

Example: “How does the warranty process work for this product?”

Query Insight use cases
FAQ

Frequently Asked Questions

What is Query Insight?

Query Insight is a RAG-based question-and-answer application that learns from the digital sources an organization defines. Users ask questions in natural language; the system generates the answer from the relevant sources and shows the sources the answer is based on.

What problem does Query Insight solve?

It makes scattered corporate knowledge accessible. It turns information on file servers, portals, websites and documents into a structure employees can easily query.

Which sources can be used?

Websites, portals, document folders on file servers, PDF, Word and Excel files, procedures, contracts and user manuals can be used as sources.

Does it show the sources of its answers?

Yes. Query Insight shows which sources its answers are based on, so users see not only the answer but also the document or content behind it.

What happens if a question is asked that is not covered by the sources?

Query Insight does not make up answers for information that is not in the sources. If there is not enough information, it clearly tells the user.

How is Query Insight different from a traditional search engine?

Traditional search engines return a list of results. Query Insight understands the question, evaluates the relevant sources, generates an interpreted answer and shows its sources.

Does it work with PaperWork?

Yes. It can be used together with the PaperWork Document Management infrastructure. It can also be deployed as a standalone solution.

Can it be used within a chatbot or portal?

Yes. Query Insight can be integrated into chatbots, web portals and enterprise applications through API services.

Can it run on-premises?

Yes. Query Insight can run on-premises, so corporate data stays within the company environment. If needed, it can also be used through AI servers in the cloud.

Which departments can use it?

HR, quality, legal, procurement, customer service, technical support, operations, training and management teams can all benefit from Query Insight.

Contact Us

Let’s Make Your Processes Smarter Together!

Let’s explore how PaperWork’s low-code BPM, document management, ERP integration and AI solutions can be used in your organization.

What happens next?
  1. 01

    We find a time that suits you.

  2. 02

    We hold an introductory meeting.

  3. 03

    We run a demo tailored to you.

Request a Free Demo