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.
Earnings and projects
An estimate from an earlier read
Last 6 months: $8.9k
Billed in all: $32,190$32k
$4.5k in the last 6 months
Across 18 contracts
Earnings, last 30 days
No data since Nov 5, 2026.
Skill rankings: Top 6% in Image Cropping
Ranked by MRR among everyone on Upwork with the skill.
- #4Model Validation21 freelancers · 🇮🇳 #1Top 19%🇮🇳#1 of 3
- #6Image Cropping109 freelancers · 🇮🇳 #2Top 6%🇮🇳#2 of 8
- #86Data Labeling1,093 freelancers · 🇮🇳 #9Top 8%🇮🇳#9 of 80
- #136Content Moderation1,144 freelancers · 🇮🇳 #6Top 12%🇮🇳#6 of 46
- #176Data Annotation2,301 freelancers · 🇮🇳 #24Top 8%🇮🇳#24 of 184
- #263Natural Language Processing2,688 freelancers · 🇮🇳 #51Top 10%🇮🇳#51 of 578
- #263Computer Vision2,498 freelancers · 🇮🇳 #38Top 11%🇮🇳#38 of 432
- #442Large Language Model2,726 freelancers · 🇮🇳 #85Top 16%🇮🇳#85 of 581