You will get AI Output Evaluation-Review & Score AI Responses-Accuracy, Safety, Context
Project details
Unlock the full potential of your AI with human-in-the-loop evaluation. I carefully review your AI-generated responses to ensure they are accurate, relevant, clear, and safe, helping you deliver a better experience for your users while maintaining compliance and brand trust.
What you’ll get:
Detailed labeling of AI responses (correct/incorrect)
Confusion matrix and performance metrics to track AI accuracy
Error analysis and root cause insights
Actionable recommendations to improve AI outputs, prompts, or training data
With this service, you save time, reduce risks, and gain data-driven insights that help your AI perform consistently at a high standard. Perfect for chatbots, LLMs, AI assistants, moderation systems, and compliance workflows.
Let me help you turn your AI outputs into reliable, high-quality results that your team can trust.
What you’ll get:
Detailed labeling of AI responses (correct/incorrect)
Confusion matrix and performance metrics to track AI accuracy
Error analysis and root cause insights
Actionable recommendations to improve AI outputs, prompts, or training data
With this service, you save time, reduce risks, and gain data-driven insights that help your AI perform consistently at a high standard. Perfect for chatbots, LLMs, AI assistants, moderation systems, and compliance workflows.
Let me help you turn your AI outputs into reliable, high-quality results that your team can trust.
What's included
| Service Tiers |
Starter
$40
|
Standard
$75
|
Advanced
$120
|
|---|---|---|---|
| Delivery Time | 2 days | 3 days | 4 days |
Number of Revisions | 2 | 2 | 2 |
Number of Graphs/Charts | 4 | 4 | 4 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | |||
Source Code |
Frequently asked questions
About Izat
Executive Assistant | Digital Organizer | Admin Support
Kuala Lumpur, Malaysia - 12:43 pm local time
My core services include:
• ̲𝐄̲𝐱̲𝐞̲𝐜̲𝐮̲𝐭̲𝐢̲𝐯̲𝐞̲ ̲&̲ ̲𝐀̲𝐝̲𝐦̲𝐢̲𝐧̲𝐢̲𝐬̲𝐭̲𝐫̲𝐚̲𝐭̲𝐢̲𝐯̲𝐞̲ ̲𝐒̲𝐮̲𝐩̲𝐩̲𝐨̲𝐫̲𝐭̲: Calendar management, email and communications handling, customer support coordination, financial and payroll assistance, and maintaining data accuracy.
• 𝐃̲𝐢̲𝐠̲𝐢̲𝐭̲𝐚̲𝐥̲ ̲𝐎̲𝐫̲𝐠̲𝐚̲𝐧̲𝐢̲𝐳̲𝐚̲𝐭̲𝐢̲𝐨̲𝐧̲ ̲&̲ ̲𝐒̲𝐲̲𝐬̲𝐭̲𝐞̲𝐦̲ ̲𝐒̲𝐞̲𝐭̲𝐮̲𝐩: Creating order from digital chaos through comprehensive file organization, implementing streamlined naming conventions and folder structures, developing custom forms and templates, and building organized systems in tools like Notion.
• ̲ ̲𝐏̲𝐫̲𝐨̲𝐣̲𝐞̲𝐜̲𝐭̲ ̲&̲ ̲𝐃̲𝐚̲𝐭̲𝐚̲ ̲𝐌̲𝐚̲𝐧̲𝐚̲𝐠̲𝐞̲𝐦̲𝐞̲𝐧̲𝐭: CRM management and optimization, data entry and database maintenance, project coordination, and workflow improvements.
• ̲ ̲𝐌̲𝐚̲𝐫̲𝐤̲𝐞̲𝐭̲𝐢̲𝐧̲𝐠̲ ̲&̲ ̲𝐑̲𝐞̲𝐬̲𝐞̲𝐚̲𝐫̲𝐜̲𝐡̲ ̲𝐒̲𝐮̲𝐩̲𝐩̲𝐨̲𝐫̲𝐭: Competitor analysis, market research, customer journey mapping, and gathering insights to inform your strategy and decision-making.
• ̲𝐂̲𝐫̲𝐞̲𝐚̲𝐭̲𝐢̲𝐯̲𝐞̲ ̲&̲ ̲𝐂̲𝐨̲𝐧̲𝐭̲𝐞̲𝐧̲𝐭̲ ̲𝐒̲𝐮̲𝐩̲𝐩̲𝐨̲𝐫̲𝐭: Simple graphic design using Canva for presentations, social media, and marketing materials, plus writing support for job descriptions, website copy, social media captions, product listings, white papers, reports, and other business content as needed.
I work confidently with a wide range of organizational and communication tools, and 𝐈 𝐚𝐝𝐚𝐩𝐭 𝐪𝐮𝐢𝐜𝐤𝐥𝐲 𝐭𝐨 𝐚𝐧𝐲 𝐩𝐥𝐚𝐭𝐟𝐨𝐫𝐦 𝐨𝐫 𝐬𝐨𝐟𝐭𝐰𝐚𝐫𝐞 𝐲𝐨𝐮𝐫 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐮𝐬𝐞𝐬. 𝐖𝐡𝐞𝐭𝐡𝐞𝐫 𝐢𝐭'𝐬 𝐚 𝐭𝐨𝐨𝐥 𝐈 𝐤𝐧𝐨𝐰 𝐰𝐞𝐥𝐥 𝐨𝐫 𝐬𝐨𝐦𝐞𝐭𝐡𝐢𝐧𝐠 𝐧𝐞𝐰 𝐭𝐨 𝐦𝐞, 𝐈 𝐦𝐚𝐤𝐞 𝐢𝐭 𝐦𝐲 𝐩𝐫𝐢𝐨𝐫𝐢𝐭𝐲 𝐭𝐨 𝐠𝐞𝐭 𝐮𝐩 𝐭𝐨 𝐬𝐩𝐞𝐞𝐝 𝐟𝐚𝐬𝐭 𝐬𝐨 𝐈 𝐜𝐚𝐧 𝐬𝐮𝐩𝐩𝐨𝐫𝐭 𝐲𝐨𝐮 𝐞𝐟𝐟𝐞𝐜𝐭𝐢𝐯𝐞𝐥𝐲 𝐟𝐫𝐨𝐦 𝐝𝐚𝐲 𝐨𝐧𝐞. I'm comfortable wearing multiple hats and jumping between tasks
Let's work together because 👉 𝒚̲𝒐̲𝒖̲ ̲𝒔̲𝒉̲𝒐̲𝒖̲𝒍̲𝒅̲𝒏̲'̲𝒕̲ ̲𝒉̲𝒂̲𝒗̲𝒆̲ ̲𝒕̲𝒐̲ ̲𝒉̲𝒂̲𝒏̲𝒅̲𝒍̲𝒆̲ ̲𝒆̲𝒗̲𝒆̲𝒓̲𝒚̲𝒕̲𝒉̲𝒊̲𝒏̲𝒈̲ ̲𝒂̲𝒍̲𝒐̲𝒏̲𝒆̲
Steps for completing your project
After purchasing the project, send requirements so Izat can start the project.
Delivery time starts when Izat receives requirements from you.
Izat works on your project following the steps below.
Revisions may occur after the delivery date.
Receive materials, review instructions, and set up the evaluation template.
You provide AI responses, original prompts, evaluation guidelines, rules/policies, and preferred output format. I review your instructions and set up a structured evaluation template to track each response efficiently.
Evaluate responses, label them, and flag any issues.
Each AI output is checked for accuracy, relevance, tone, clarity, and safety. Responses are labeled correct/incorrect, and any harmful, biased, or policy-violating outputs are flagged.