AI Solutions
Answers from your own documents, with the source shown.
We connect language models to your circulars, case files, databases and records. Every answer shows the document it came from.
Where we have done it: RAG services in use with many clients, and the core of our private LLM systems for government agencies and cybersecurity companies.
Overview
Staff in ministries and large companies spend hours looking for the right circular, rule or past case. A general AI chatbot cannot help, because it has never seen those documents and cannot show where an answer came from.
We build retrieval systems that index your documents, keep access rights in place, and return answers with the source paragraph. We provide RAG services to many clients, and RAG is the core of the private LLM systems we build for government agencies and cybersecurity companies. We also built the document search for a Myanmar government agency, where staff now find any of more than one million records in seconds.
In practice
How an answer is built
What is the approval limit for land lease renewals at upazila level?
Renewals up to the limit set in the circular can be approved by the upazila office. Larger cases go to the district office.
Illustration. Real deployments answer only from the client's own documents.
What we deliver
Scope of work.
- Document ingestionCirculars, case files, PDFs, scanned records and database tables brought into one index.
- Bangla and English retrievalSearch tuned for Bangla, English and mixed-language documents.
- Source on every answerEach answer links to the paragraph it came from, so staff can check it.
- Access controlUsers only see answers from documents they are allowed to open.
- Staff and citizen assistantsWeb, mobile and WhatsApp interfaces on top of the same index.
- Update processNew documents added to the index on a schedule, with old versions retired.
How we deliver
Our process.
Related work
Case studies.
Government Document Management System
Paper records converted into a secured, searchable archive with Burmese and English OCR.
Read case study →
JICA-BFSA Digital Food Safety Platform
A national inspection and compliance platform for the Bangladesh Food Safety Authority, across all 64 districts.
Read case study →Questions
Common questions.
Is this different from ChatGPT?
Yes. It answers only from your documents and shows the source. It does not use outside knowledge unless you allow it.
What if the answer is not in the documents?
The assistant says it cannot find an answer and can pass the question to a staff member.
Can it run without internet?
Yes, on a private model inside your environment.
Which languages?
Bangla and English, including mixed queries.
More in AI Solutions
Talk to us about your project.
We reply within 4 hours. Priority requests within 1 hour. Meetings on Zoom, Microsoft Teams or Google Meet.