Gurmann S.

Key Skills

Software

Other

Top Subject Matter

AI agents for database querying and debugging

AI-assisted business intelligence and conversational analytics

Financial document parsing and AI extraction

Top Data Types

Document

Video

Text

Top Task Types

Function Calling

Text Generation

Question Answering

Freelancer Overview

SQL Query Generator & Debugger Agent (Python). Brings 2+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include LangChain, Other, and pdfplumber. Education includes Bachelor of Commerce (Honours), Sri Guru Teg Bahadur Khalsa College (2022) and Secondary School Certificate (CBSE), Bloom Public School (2022). AI-training focus includes data types such as Computer Code, Programming, and Document and labeling workflows including Function Calling, Text Generation, and Question Answering.

Labeling Experience

Market Research Agent (Python/Streamlit)

OtherQuestion Answering

Built a market research agent that searches multiple live web sources and produces structured competitive analysis reports. Designed the workflow to compile financials, risks, and competitor benchmarking into a coherent report format. Provided an end-to-end research-to-report generation pipeline suitable for business intelligence tasks. • Conducted web research across multiple live sources • Generated structured competitive analysis outputs • Included financials, risks, and benchmarking comparisons • Delivered reports through an interactive Streamlit application

2025 - Present

Financial Report Analyzer (Python)

DocumentFunction Calling

Implemented an AI financial report analyzer that extracts structured financial metrics from annual report PDFs. Used smart section detection to locate relevant content and then parsed values such as revenue, profit, and EPS. Validated the approach by testing it on Infosys FY2025 reports. • Detected and targeted relevant PDF sections for extraction • Extracted key financial metrics and associated risk data • Used PDF parsing and generation libraries to structure outputs • Tested the pipeline on a large real-world annual report dataset

2025 - Present

SQL Query Generator & Debugger Agent (Python)

Function Calling

Built and debugged AI-driven SQL query workflows that convert plain-English questions into executable SQL, validating and self-correcting errors. Implemented agentic patterns using tool calling so the system can retry and improve results when issues are detected. Delivered structured querying and output verification for a conversational data interface. • Generated SQL from natural language and executed against SQLite • Performed self-debugging loops (generate, validate, debug, retry) • Used LangChain tool calling to demonstrate production-grade agentic patterns • Integrated with an AI model via Claude API for query assistance

2025 - 2026

DataChat — AI Business Intelligence Dashboard (Python/Streamlit)

OtherText Generation

Developed an AI business intelligence dashboard that accepts user-uploaded CSV files, cleans the data, and generates query outputs via conversational interactions. Implemented an agentic SQL loop that can generate, validate, and correct queries while recommending chart configurations. Enabled interactive visualization generation and one-click export of charts. • Auto-cleaned uploaded CSV data for downstream analysis • Allowed plain-English querying and conversational BI experience • Used AI to suggest charts, themes, filters, and visual settings • Supported one-click PDF/PNG export of interactive results

2025

Education

Work History