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Project Overview
Project Name
Asrey
Industry
SaaS for Data Analysis
Category
OpenAI / Generative AI
Objective
Build an application that transforms user-uploaded Excel data into actionable insights using natural language queries and AI-powered code generation.
Core Objective
Develop a generative AI solution that translates natural language into code, performing data analysis and returning insights as natural language responses.
Solution
Created a system that automates data analysis through text-based queries, converting natural language into code to process data and generate reports.
Result
Provided a streamlined, intuitive platform for non-technical users to generate data analysis reports and insights using generative AI.
Introduction
Project Introduction
Our client sought to revolutionize their data analysis processes by integrating generative AI solutions. They envisioned an application where users could upload Excel sheets, ask questions, and receive comprehensive data analysis reports generated through advanced natural language processing (NLP) techniques. They required a platform that could translate natural language queries into code, execute the necessary functions, and present the results in a user-friendly format.
Problem
THE Problem
In the wide world of data analysis, it is an increasingly common reality that users who are not well-versed in technical skills find it challenging to discern data structuring and conduct code-based data queries. This is a significant problem for people and companies who require complex analytical results but do not have the skills to create these reports and analyses on their own.
The problem was to develop a system that was capable of providing a link between natural language processing and back-end code to allow the user to upload Excel files, ask data-related questions, and get results in forms of processed data analyses without the need to write code or understand programming.
Solution
The Solution
To tackle such issues, we developed the Asrey platform, which is an NLP application that fulfills text-to-code and text-to-text conversion.
How It Work
Here's how it works
Natural Language Query Processing
The system was designed to allow users to upload Excel files and pose questions in natural language about the data. This made the interface easy to use by any user regardless of their level of computer literacy.
Text-to-Code Translation
By incorporating the most sophisticated generative AI tools with the system, the entered queries by the user were converted into code which analyzed and processed the uploaded Excel sheets. This feature adapted what would otherwise need the input of technical programming skills to accomplish.
Code Execution & Data Processing
The code generated by the AI provided for data manipulation, analytical process, or any other kind of query relating to data analysis. The platform analyzed the data, executing live queries on the Excel data set.
Natural Language Output
After that, the results obtained were converted to a natural language response to the user. This step made it possible for users to get meaningful and useful information from data without having to decode the raw code results.
Generative AI for Reporting
The platform also provides advanced, specific query response analytical reports instantly, eliminating the need to run reports manually.
Automated Job Descriptions & Targeted Job Ads
It puts out accurate job specifications and leverages AI to produce job postings that reach the suitable candidate.
Smart Talent Sourcing & CV Matching
I searches career portals and social media for top candidates, and automatically matches resumes to job descriptions, ensuring only the most suitable candidates are shortlisted
Interview Assistance & Assessments
The platform helps with interview questions and provides
specialized tests to assess candidates’ skills.
Automated Offer & Onboarding
Facilitates the job offer to negotiation and final onboarding
process to its best capabilities
━ Key Features
-
User-Friendly Interface:
Developed a clean and intuitive interface on Streamlit where users could easily upload their Excel files. -
Natural Language Processing:
Integrated advanced LLMs to understand user queries and translate them into SQL or Python code needed for data analysis. -
Automated Code Execution:
Implemented a backend system that executes the generated code, processes the data, and retrieves the results. -
Natural Language Responses:
Designed an NLP layer that converts the technical results back into simple, natural language explanations for the user.
Technologies
Tools & Technologies
Feedback
Client Feedback
With Asrey, we’ve empowered our users to generate complex data analysis reports without the need for programming skills. It’s incredibly user-friendly and powerful, making data analysis accessible to anyone.
SaaS Industry Client
Results
The Asrey platform was successfully deployed and used by various SaaS clients, offering a transformative tool for data-driven decision-making.
Deliverables:
Automated Data Analysis
Users could ask questions in natural language, and the system performed the necessary code-based data analysis.
Seamless Excel Integration
Users uploaded Excel files and received instant insights without technical barriers.
Natural Language Reporting
Complex data results were translated into easy-to-understand natural language responses and detailed reports.
End-to-End Automation
It puts out accurate job specifications and leverages AI to produce job postings that reach the suitable candidate.
AI-Driven Tools
I searches career portals and social media for top candidates, and automatically matches resumes to job descriptions, ensuring only the most suitable candidates are shortlisted
Benefits:
Improved Accessibility
Non-technical users could easily generate data insights and reports using simple language.
Increased Efficiency
Automated code generation reduced the need for manual data analysis, saving time and resources.
Enhanced Decision-Making
The platform empowered users to make informed decisions with accurate, AI-driven data insights.
90% Less Manual Work
The platform reduces the proportion of manual tasks in the
recruitment process to a very minimum, thus allowing HR
professionals to focus on more strategic work.
Increased Efficiency & Accuracy
CV matching and candidate assessments through AI help the
platform avoid human intervention and shorter time-to-hire,
and decrease the possibility of hiring the wrong people.
Cost Savings
It is extensively cost-effective because, through automation, it eliminates burdensome tasks and thus is able to conduct
recruitments at relatively cheap costs
━ Conclusion
The deployment of this generative AI solution significantly streamlined the client’s data analysis workflow. Users could now quickly upload their data, ask complex questions in plain English, and receive detailed reports without needing to write or understand any code. This not only saved time but also reduced the dependency on specialized data analysts, empowering all team members to make data-driven decisions efficiently. Whether you’re dealing with SQL databases or Excel files, the possibilities are limitless when combining the power of NLP and Streamlit.
Why Us?
Why Us
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Company Address
- 2108 N St, Sacramento, CA 95816, United States
- Office #301, 3rd Floor, Plot #80-C, Main Khayaban-e-Jami, Phase-VII, DHA Karachi
- +1 760-417-4769
- contact@bleedai.com
