You will get your PDF or Doc converted to clean Markdown for AI training
Project details
RAG systems fail on dirty data. I provide the human-in-the-loop hygiene critical for reliable AI ingestion.
I solve the data prep bottleneck, ensuring your model’s accuracy.
Core Deliverables:
Conversion: Transform PDFs/Docs/Tables into clean Markdown/JSON.
Chunking: Manual, semantic chunking to preserve context.
Metadata: Extract & structure metadata for filterable retrieval.
Hygiene: Eliminate duplicates and boilerplate; cut token costs.
Guarantee: Files are developer-ready for your vector store.
Don't waste time on manual cleanup. Hire a specialist to guarantee RAG pipeline success.
Choose a tier or request a custom quote.
I solve the data prep bottleneck, ensuring your model’s accuracy.
Core Deliverables:
Conversion: Transform PDFs/Docs/Tables into clean Markdown/JSON.
Chunking: Manual, semantic chunking to preserve context.
Metadata: Extract & structure metadata for filterable retrieval.
Hygiene: Eliminate duplicates and boilerplate; cut token costs.
Guarantee: Files are developer-ready for your vector store.
Don't waste time on manual cleanup. Hire a specialist to guarantee RAG pipeline success.
Choose a tier or request a custom quote.
Data Tool
Microsoft ExcelWhat's included
| Service Tiers |
Starter
$30
|
Standard
$75
|
Advanced
$160
|
|---|---|---|---|
| Delivery Time | 1 day | 2 days | 3 days |
Number of Revisions | 1 | 1 | 2 |
Optional add-ons
You can add these on the next page.
Additional Revision
+$12Frequently asked questions
3 reviews
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PP
Paul P.
Apr 16, 2026
Market Research: Canadian Consumer Experience & Product Testing
I’m really impressed with the work she did. She completed everything and with great attention to detail. Great communication and professionalism all around. Would love to collaborate again in the future!
AA
Ana Carolina A.
Dec 11, 2025
[URGENT] English validation (CANADA ONLY!)
FT
Fion T.
Aug 28, 2016
Need testers for a language e-learning testing project
Job completed on time and successfully, always open for communications. Would love to work with her again!
About Tamara
AI Data Hygiene Specialist | RAG Prep, Output Auditing, & Client Help
100%
Job Success
Windsor, Canada - 5:55 pm local time
Your AI model's accuracy is entirely dependent on the quality of its source data. I specialize in the crucial, detailed work that prevents both RAG pipeline failure and costly AI hallucinations.
As a CAPM-certified professional with over 5 years of experience in project coordination and complex logistics, I apply a meticulous, organized rigor to your data quality needs. My services turn messy, unstructured data into clean, developer-ready assets.
My core skills:
RAG Data Preparation & Cleanup: I transform complex, unstructured sources (PDFs, Tables) into perfect, machine-readable Markdown or JSON structure. My background managing logistics for large-scale projects, including 525 participants and 4,000+ consultants, proves I can handle intricate details and high volume. (See my "PDF/Doc to JSON/MD Cleaner" Project Catalog).
AI Output Auditing & Fact-Checking: I perform meticulous line-by-line verification against your source documents. My experience conducting qualitative and quantitative data analysis means I don't just find errors. I provide structured insights, ensuring compliance and building user trust. (See my "AI Output Auditor & QA" Project Catalog).
Other High-Value Services:
Metadata Schema Structuring: Creating and implementing robust metadata tagging rules to optimize filtering in your vector store.
CRM Data Integration: Utilizing expertise in Salesforce and ServiceNow to clean, manage, and transition data from legacy CRM systems into AI-ready formats.
Bilingual Content Review: Providing quality assurance and localization for English and French AI outputs, essential for the Canadian market and bilingual clients.
Why Hire Me:
I bring analytical rigor, proven project management methodology (CAPM), and a deep understanding of customer lifecycle management. My focus is on delivering developer-ready, reliable results that protect your AI investment. I am based in Windsor, ON, offering native-level Canadian English fluency.
Let's ensure your AI is built on a foundation of clean, verifiable data.
Steps for completing your project
After purchasing the project, send requirements so Tamara can start the project.
Delivery time starts when Tamara receives requirements from you.
Tamara works on your project following the steps below.
Revisions may occur after the delivery date.
Data Ingestion and Audit
Metadata Extraction & Cleaning