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Aswin Ram K--:--:--IST
Open to Data / AI roles — remote

Aswin Ram K — Data Analyst& AI Product Builder.

I turn messy data into decisions — and build the AI products that ship them.

Records analysed
0K+Records analysed
Dashboards shipped
0+Dashboards shipped
ML model accuracy
0%ML model accuracy
Tiruchirappalli, Tamil Nadu, IndiaScroll

01About

Open to Data Science / AI Engineer roles

Analyst foundation, AI builder ambition.

I'm a data analyst and AI product builder in Tiruchirappalli. Since 2024 I've turned 60,000+ records — rental markets, credit, customers, operations — into dashboards and models people use to decide.

Now I build the AI layer on top of that work: a retrieval system that answers from your own documents, and a bridge that lets an assistant query Power BI directly. I know what clean, trustworthy data looks like, so the AI I build answers from it instead of guessing.

Aswin Ram K
Aswin Ram KTiruchirappalli
Based in
Tiruchirappalli, Tamil Nadu, India · IST
Education
B.E. in Computer Science and EngineeringMookambigai College of Engineering · 2021 — 2025
Building now
DocMind, a RAG system, and a Power BI MCP bridge
Languages
English (professional), Tamil (native)
Certified
Python for Data Analytics, Data Science with R, Machine Learning Specialization (in progress)

02Selected work

01 / 04

Systems I'm building, and work already in use.

AI systems in progress, and the dashboards and automation clients run on today. Every project opens into a full case study.

BuildingAI · Retrieval-augmented generation

DocMind — a RAG system that answers from your documents

Ask questions of your own PDFs and reports, and get answers that cite the exact passages they came from.

docmind · chat with your docs Building
What were the key credit risks flagged in the Q3 report?
retrieved credit_report_q3.pdf gst_invoices.csv risk_policy.docx
Three risks stood out: rising credit exposure in the South region[1], a portion of invoices breaching credit limits[2], and delayed GST reconciliation on high-value orders[3].
Ask anything about your documents…

Illustrative preview — sample conversation

02Selected work

02 / 04
BuildingAI · Business intelligence

Power BI MCP

An MCP bridge that lets an AI assistant query a Power BI model directly and answer business questions with the real figures.

One source of truth: the assistant answers from the governed model, not from a copy of the data.

Read the case studySolo build — MCP server, tool design and query layer · 2026
assistant · connected to Power BI over MCP Building
Which region drove net sales last quarter?
mcp · list_measures mcp · run_dax
EVALUATE SUMMARIZECOLUMNS(
  Region[Name], "Net sales", [Net Sales])

South led, with 38% of net sales — from the model itself.

South38%
West27%
North21%
East14%

Illustrative preview — sample data

02Selected work

03 / 04
ShippedBusiness intelligence · Client work

Papers · enterprise dashboard

One interactive dashboard in place of a folder of spreadsheets, so leadership sees the health of the business in one place.

One trusted view of the business instead of a folder of spreadsheets.

papers · enterprise dashboard Live
Business overview

Revenue

₹3.6 Cr

+6%

Orders

1,980

+3%

Margin

21.9%

−0.4

Revenue by month

Margin trend

One definition per KPI — every tile, chart and filter reads the same model.

Illustrative preview — sample data

02Selected work

04 / 04
ShippedBusiness intelligence · AI · Automation

Production company systems

Sales, credit and purchase data brought into one model with self-refreshing Power BI dashboards, a RAG assistant that answers from the company's own documents, and a data-entry flow that checks every record before it is written.

Reporting runs off one model instead of a pile of exports — 40% faster.

Read the case studyFor a garment production company · 2025
production company · sales & credit Auto-refresh
›››

Sales by region

South
West
North
East

South · top customers

Retail partner A₹48.2 L
Retail partner B₹31.7 L
Distributor C₹22.9 L

Invoice · Retail partner A

InvoiceINV-10482
Amount₹2,48,600
Credit used82% of limit
StatusDue in 6 days

Refreshed automatically — no manual exports

Illustrative preview — sample data

03Experience

05 roles · 2024 — now

The work, on the record.

Freelance consulting, project work and internships — real datasets, real stakeholders, measured outcomes.

Self-employed

Jul 2025 — PresentFreelanceTamil Nadu, India · Remote

Data & Business Intelligence Consultant

  • Built 5+ enterprise Power BI dashboards for credit, sales and purchase analytics, cutting the reporting cycle by 40%.
  • Analysed 8,000+ invoices, GST records, credit limits and purchase orders to surface credit-exposure risk by region and business unit.
  • Designed and delivered a UI-driven enterprise dashboard for Papers that replaced a folder of spreadsheets.
  • Built dashboards, a RAG assistant over the company's own documents, and automated, validated data entry for a garment production company.
  • Built recruitment cards and hiring dashboards for private companies in Chennai.
  • Handling payment data for power-sector businesses: reconciling transactions and reporting payment status.
faster reporting
0%faster reporting
invoices analysed
0K+invoices analysed
faster dashboards
0%faster dashboards
Read the case study

Power BI · DAX · SQL · Power Query · Python · RAG

Production company — garment manufacturing

2025Freelance projectTamil Nadu, India · Remote

BI & AI Consultant (freelance project)

  • Built Power BI sales, credit and purchase dashboards on one data model, with automated refresh and drill-down from a region to a single invoice.
  • Built a RAG assistant that answers questions from the company's own documents and shows the source of every answer.
  • Automated data entry: a structured template with validation of required fields, formats and duplicates before anything is saved.
faster reporting
0%faster reporting
Read the case study

Power BI · DAX · Power Query · Python · RAG

VDart Inc.

Mar 2025 — May 2025InternshipTamil Nadu, India

Business Intelligence Analyst

  • Developed 5+ interactive Power BI dashboards and SQL reports on customer behaviour across 5,000+ records.
  • Ran full ETL and data validation with SQL and Power Query, holding 99% data accuracy for business-critical reporting.
  • Exploratory analysis surfaced customer segments and trends that helped reduce churn by 12%.
  • Automated 10+ recurring reporting workflows, saving about 25 hours of manual work each month.
data accuracy
0%data accuracy
churn reduced
0%churn reduced
saved / month
0hsaved / month

Power BI · SQL · Power Query · EDA · Excel

European rental market project

Jul 2024 — Jan 2025FreelanceRemote

Market Research & Pricing Analyst

  • Ran end-to-end analysis on 50,000+ European rental listings with Python (pandas, NumPy) and SQL.
  • Exploratory analysis revealed an 18% pricing variance across regions and pinpointed high-demand neighbourhoods.
  • Automated the data pipelines, cutting data-prep time by 60% and enabling weekly trend monitoring.
listings analysed
0K+listings analysed
faster data prep
0%faster data prep
price variance found
0%price variance found
Read the case study

Python · pandas · NumPy · SQL · Data visualisation

NIT Trichy

Mar 2024 — May 2024ML internshipTiruchirappalli, Tamil Nadu

Applied ML Engineer

  • Built a face-recognition attendance system with Python, OpenCV and supervised learning, reaching 92% recognition accuracy.
  • Implemented image preprocessing and real-time detection that cut false positives by 20%.
  • Trained and compared SVM and KNN models with cross-validation on precision, recall and F1.
  • Automated attendance for 100+ users, removing manual logging errors.
model accuracy
0%model accuracy
test images
0+test images
admin time saved
0%admin time saved

Python · OpenCV · scikit-learn · SVM / KNN

04Capabilities

The toolkit behind the work.

A map, not a list. Pick a domain to see the tools I use there and how deep I go.

40+skills across 6 domains

05Clients

06 engagements

Proof of work, bound in a book.

What I delivered for each client, and what changed. Pick a name or turn the pages.

Vol. 03CE

Chennai enterprise client

Enterprise · Credit-exposure analytics

8K+invoices analysed Open the book
Vol. 02PA

Papers

Enterprise dashboard

Delivered Open the book
Vol. 01PC

Production company

Garment production · Dashboards, RAG & data entry

40%faster reporting Open the book

Swipe or use the arrows · tap a card to open

06Contact

Let's build something worth shipping.

Open to Data Science and AI Engineer roles — remote, or relocating — and to freelance work. If you have a problem worth solving with data or AI, write to me.

Available for new work · it's --:--:--IST in Tiruchirappalli