ML Logo

MLExperts.ai

NL2Query translates query requests expressed in natural language into an SQL query.
This reduces organizations’ overhead in maintaining teams to produce customized reports for their clients.
Our Solution
problem
A prevalent challenge encountered by software product companies is the need to tailor reports to suit their client's specific requirements. For instance, one client may request a report detailing the average expense per user per month, while another may prefer a breakdown of weekly expenses per department. Typically, product companies find themselves constantly adapting reporting interfaces to meet these varying client needs.NL2Query solves this problem.
Solution
At the core of NL2Query is a sophisticated large language model (LLM) designed to interpret user queries expressed in natural language. The system is meticulously engineered to comprehend the user's intent, generate a relevant report by constructing appropriate database queries, and retrieve the corresponding data from backend database tables.
Currently Supports

MongoDB, MySQL, and Postgres.

Can be easily extended to any relational or document-oriented database system.

Basic Features
Certainly! Here are some basic features of our project.
Filtering on columns.
Aggregation operations like unwinding, group by, count.
Logic-based operations: not and or.
Operations on nested JSON fields.
Ambiguity handling.
Access control.

Advanced Features.

Here are some advanced features of NL2 Query.

01
Capture users' spelling mistakes
Users may input incorrect or incomplete field names. Our system is intelligent enough to suggest or use the correct field names, minimizing cognitive load on the user.
02
Queries containing PII data
We have a system in place that can recognize PII entities mentioned in an input query, look up the corresponding anonymous IDs of those entities, and rewrite the string.
03
Resolve complex logical and arithmetic queries
Generate accurate queries for complex logical as well as arithmetic operations.
04
Engineered for speed
A user query is quickly parsed, advanced features are applied, and results are produced from the database in just a few seconds.
05
Show meta-information
Show meta-information cards with query outputs.

Let’s Innovate Togather

To book a demo for NL2Query

This reduces organizations’ overhead in maintaining teams to produce customized reports for their clients.

Let's Innovate Together

Contact us to transform
your AI capabilities

© 2025 Ramailo Tech. All rights reserved.

linkedin