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Muhammad Sulaiman

AI Workflow Automation Specialist (AI Content Evaluator / Prompt Engineer / RLHF Evaluator)

Pakistan flagIslamabad, Pakistan
Expert

Key Skills

Software

No software listed

Top Subject Matter

LLM Evaluation
Prompt Engineering
AI Workflow Automation

Top Data Types

TextText
DocumentDocument

Top Task Types

RLHFRLHF

Freelancer Overview

AI Workflow Automation Specialist (AI Content Evaluator / Prompt Engineer / RLHF Evaluator). Brings 7+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, GIFT University (2024) and Higher Secondary School Certificate, Government Post Graduate College of Commerce (2020). AI-training focus includes data types such as Text and labeling workflows including RLHF, Evaluation, and Rating.

Expert

Labeling Experience

AI Workflow Automation Specialist (AI Content Evaluator / Prompt Engineer / RLHF Evaluator)

TextRLHF
As an AI Workflow Automation Specialist, I designed and evaluated LLM prompt workflows using structured rubrics for output assessment. I authored prompt-golden answer pairs and developed response iterations to benchmark model behavior. My work focused on reducing prompt failure rates and developing robust evaluation documentation. • Designed and tested LLM prompts with multi-constraint criteria • Authored and iterated golden-answer pairs for standardized LLM benchmarking • Conducted rubric-based RLHF feedback and evaluation on Claude, GPT-4, and open-source models • Configured Make.com and n8n workflows integrating Claude API and OpenRouter

As an AI Workflow Automation Specialist, I designed and evaluated LLM prompt workflows using structured rubrics for output assessment. I authored prompt-golden answer pairs and developed response iterations to benchmark model behavior. My work focused on reducing prompt failure rates and developing robust evaluation documentation. • Designed and tested LLM prompts with multi-constraint criteria • Authored and iterated golden-answer pairs for standardized LLM benchmarking • Conducted rubric-based RLHF feedback and evaluation on Claude, GPT-4, and open-source models • Configured Make.com and n8n workflows integrating Claude API and OpenRouter

2024 - Present

Digital Marketing Content Specialist (AI Content Evaluator / Prompt Engineer)

Text
While working as a Digital Marketing Content Specialist, I engineered and iterated AI prompt templates and evaluated AI-generated outputs for accuracy and rubric alignment. I applied structured rubric-based judgment to revise over 30 content pieces each month. My work incorporated prompt-evaluation frameworks to reduce revision cycles and improve content quality in a production environment. • Reviewed and revised LLM outputs for clarity, accuracy, and guideline alignment • Employed rubric-based evaluation frameworks on Claude and GPT-4 outputs • Integrated AI evaluation tools into real estate agency content pipelines • Demonstrated portfolio improvements with measurable reduction in editing cycles

While working as a Digital Marketing Content Specialist, I engineered and iterated AI prompt templates and evaluated AI-generated outputs for accuracy and rubric alignment. I applied structured rubric-based judgment to revise over 30 content pieces each month. My work incorporated prompt-evaluation frameworks to reduce revision cycles and improve content quality in a production environment. • Reviewed and revised LLM outputs for clarity, accuracy, and guideline alignment • Employed rubric-based evaluation frameworks on Claude and GPT-4 outputs • Integrated AI evaluation tools into real estate agency content pipelines • Demonstrated portfolio improvements with measurable reduction in editing cycles

2023 - Present

Independent Web3 Researcher & AI Evaluator

Text
As an independent Web3 researcher, I evaluated AI-generated content and instructional guides for accuracy and clarity within the crypto and DeFi domains. I performed structured assessment of model outputs in online communities and provided expert feedback. My focus was on ensuring high-quality AI responses for finance and blockchain-related queries. • Reviewed AI-generated crypto/DeFi content across public platforms • Assessed clarity, domain accuracy, and instructional value of generated outputs • Provided subject expert evaluation for financial and Web3 AI models • Leveraged advanced English and analytical skills for meticulous review

As an independent Web3 researcher, I evaluated AI-generated content and instructional guides for accuracy and clarity within the crypto and DeFi domains. I performed structured assessment of model outputs in online communities and provided expert feedback. My focus was on ensuring high-quality AI responses for finance and blockchain-related queries. • Reviewed AI-generated crypto/DeFi content across public platforms • Assessed clarity, domain accuracy, and instructional value of generated outputs • Provided subject expert evaluation for financial and Web3 AI models • Leveraged advanced English and analytical skills for meticulous review

2020 - Present

Education

G

GIFT University

Bachelor of Science, English Language and Literature

Bachelor of Science
2020 - 2024
G

Government Post Graduate College of Commerce

Higher Secondary School Certificate, Commerce

Higher Secondary School Certificate
2018 - 2020

Work History

R

Real Estate Agency

Digital Marketing Content Specialist

Islamabad
2023 - Present
I

Independent

Web3 Researcher & Domain Expert

Gujranwala
2020 - Present