Project
Kwerty Data Intelligence
Year
2024 - 2025
Service
AI Developer
Kwerty Data
Project Overview
1. Economics Data Fact-checking
Objective:
Integrate an AI-powered fact-checking feature into www.kwerty.io, enhancing the platform's ability to verify economic and fiscal data in any given text. This initiative aims to improve content integrity for researchers and foster a more reliable online environment.
Impact:
Helps researchers or writers validate economics information by leveraging this feature.
Streamlines the fact-checking process, reducing manual effort and improving efficiency.
My contributions:
Designed and implemented API endpoints that extract economic sentences from a provided text input and return detailed, fact-checked data.
Applied data cleaning and structuring techniques and made recommendations for data consistency and management.
Screenshot from Kwerty's website when using the fact-checking AI API
2. Intelligent Data Search
Objective:
Upgrade Kwerty’s data search functionality by integrating AI-driven query responses and dynamic visualizations, enabling intelligent access to and interpretation of African fiscal and economic data.
Impact:
Simplifies access to complex economic data for users of all expertise levels.
Enhances data interpretation through interactive visualizations and contextual insights.
Encourages deeper exploration of economic trends and relationships.
My Contributions:
Developed APIs to handle user search queries, generate responses, and return data for visualizations.
Integrated named entity recognition (NER) models to analyze and process search queries accurately.
Screenshot from Kwerty's website when using the Data Search API
Project Overview
1. Economics Data Fact-checking
Objective:
Integrate an AI-powered fact-checking feature into www.kwerty.io, enhancing the platform's ability to verify economic and fiscal data in any given text. This initiative aims to improve content integrity for researchers and foster a more reliable online environment.
Impact:
Helps researchers or writers validate economics information by leveraging this feature.
Streamlines the fact-checking process, reducing manual effort and improving efficiency.
My contributions:
Designed and implemented API endpoints that extract economic sentences from a provided text input and return detailed, fact-checked data.
Applied data cleaning and structuring techniques and made recommendations for data consistency and management.
Screenshot from Kwerty's website when using the fact-checking AI API
2. Intelligent Data Search
Objective:
Upgrade Kwerty’s data search functionality by integrating AI-driven query responses and dynamic visualizations, enabling intelligent access to and interpretation of African fiscal and economic data.
Impact:
Simplifies access to complex economic data for users of all expertise levels.
Enhances data interpretation through interactive visualizations and contextual insights.
Encourages deeper exploration of economic trends and relationships.
My Contributions:
Developed APIs to handle user search queries, generate responses, and return data for visualizations.
Integrated named entity recognition (NER) models to analyze and process search queries accurately.
Screenshot from Kwerty's website when using the Data Search API
The Problem
1. Economics Data Fact-checking: Manual fact-checking processes are time-consuming, resource-intensive, and prone to human error, leading to delays in verifying critical information. This undermines user trust and limits the reliability of economic data on platforms like Kwerty.io.
2. Intelligent Data Search: Accessing and interpreting African fiscal and economic data can be challenging for users due to the complexity of datasets and the technical expertise required to analyze them. Traditional search tools often fail to provide actionable insights or intuitive related search results, limiting the platform’s ability to serve a broad audience effectively.
The Problem
1. Economics Data Fact-checking: Manual fact-checking processes are time-consuming, resource-intensive, and prone to human error, leading to delays in verifying critical information. This undermines user trust and limits the reliability of economic data on platforms like Kwerty.io.
2. Intelligent Data Search: Accessing and interpreting African fiscal and economic data can be challenging for users due to the complexity of datasets and the technical expertise required to analyze them. Traditional search tools often fail to provide actionable insights or intuitive related search results, limiting the platform’s ability to serve a broad audience effectively.
The Solution
1. Economics Data Fact-checking: By using NLP techniques, sentences in the provided texts that contain economic information are extracted for verification. Each sentence is cross-checked against Kwerty data to validate or correct the data in the sentence. LLM agents are used to provide textual responses to the user based on the results.
2. Intelligent Data Search: The intelligent search feature extracts key entities (e.g., country, economic indicator, timeframe) from queries for precise data retrieval. It queries databases, formats data for visualizations, and provides AI-generated summaries with contextual insights. Additionally, it suggests related datasets for deeper analysis.
The Solution
1. Economics Data Fact-checking: By using NLP techniques, sentences in the provided texts that contain economic information are extracted for verification. Each sentence is cross-checked against Kwerty data to validate or correct the data in the sentence. LLM agents are used to provide textual responses to the user based on the results.
2. Intelligent Data Search: The intelligent search feature extracts key entities (e.g., country, economic indicator, timeframe) from queries for precise data retrieval. It queries databases, formats data for visualizations, and provides AI-generated summaries with contextual insights. Additionally, it suggests related datasets for deeper analysis.
The Result
These AI-driven features significantly elevate Kwerty’s platform by making economic data more accessible, transparent, and actionable. By combining fact-checking and intelligent search capabilities, the platform empowers users to make informed decisions while fostering trust and engagement.
Status:
Both features are successfully integrated into www.kwerty.io, delivering enhanced functionality and user experience.
The Result
These AI-driven features significantly elevate Kwerty’s platform by making economic data more accessible, transparent, and actionable. By combining fact-checking and intelligent search capabilities, the platform empowers users to make informed decisions while fostering trust and engagement.
Status:
Both features are successfully integrated into www.kwerty.io, delivering enhanced functionality and user experience.
