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Apu P.
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Apu P.

AI Evaluation Specialist | Data Annotation | Human-in-the-Loop

Is your AI generating responses that sound correct but still contain mistakes? I can help you identify them through careful human evaluation. I provide AI/LLM evaluation, data annotation, classification, and quality review based on your specific guidelines and evaluation criteria. I can help identify: -Factual errors and incorrect information -Irrelevant or incomplete responses -Incorrect classifications and false positives -Unsupported reasoning or conclusions -Tone and context issues -Edge cases and guideline violations I don't blindly accept AI outputs. I carefully compare the response with the original prompt, source information, context, and your rubric before making a judgment. When a case is genuinely unclear, I flag it rather than guessing. Whether you're building an LLM, training an AI model, creating a dataset, or performing AI quality assurance, I can provide reliable human evaluation to help improve your system. ⏳ Availability 🕒 40+ hr/week 📌 Open to long-term or project-based roles If you're ready to remove overwhelm, stay organized, and get more done — let’s connect.

🇮🇳Kolkata, India$10/hr100% JSS5.00 (16)Since Mar 2022

Earnings and projects

MRR (estimate)
≈$1.5k

An estimate from an earlier read

World#32,480 / 412k
🇮🇳Country#3,853 / 45.9k
Revenue, last 30 days
$5.3k

Last 6 months: $8.9k

World#5,063 / 412k
🇮🇳Country#543 / 45.9k
Total earnings
$30k

Billed in all: $32k

World#110,467 / 412k
🇮🇳Country#15,579 / 45.9k
Per project
$1.8k

$4.5k in the last 6 months

World#84,528 / 412k
🇮🇳Country#10,350 / 45.9k
Projects, last 6 months
2
50% fixed50% hourly
World#88,918 / 412k
🇮🇳Country#10,198 / 45.9k
Projects in all
17

Across 18 contracts

50% fixed50% hourly
World#149,089 / 412k
🇮🇳Country#20,954 / 45.9k

Earnings, last 30 days

$32.2k+$5k earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$25.0k$27.5k$30.0k$32.5kOct 9Oct 24Nov 8

No data since Nov 5, 2026.

Skill rankings: Top 6% in Image Cropping

Ranked by MRR among everyone on Upwork with the skill.

  1. #4Model Validation21 freelancers · 🇮🇳 #1Top 19%
  2. #6Image Cropping109 freelancers · 🇮🇳 #2Top 6%
  3. #86Data Labeling1,093 freelancers · 🇮🇳 #9Top 8%
  4. #136Content Moderation1,144 freelancers · 🇮🇳 #6Top 12%
  5. #176Data Annotation2,301 freelancers · 🇮🇳 #24Top 8%
  6. #263Natural Language Processing2,688 freelancers · 🇮🇳 #51Top 10%
  7. #263Computer Vision2,498 freelancers · 🇮🇳 #38Top 11%
  8. #442Large Language Model2,726 freelancers · 🇮🇳 #85Top 16%