You will get LLM Evaluation Test, OpenAI + Playwright (AI / ML)
Top Rated

Top Rated

Project details
Ensure the accuracy and consistency of your AI product with a lightweight test automation setup for validating LLM prompt responses.
This service includes a custom Playwright-based framework integrated with the OpenAI API, designed to evaluate up to 3 prompts with flexible output validation. Ideal for teams looking to automate regression checks, monitor model drift, or benchmark GPT-based systems.
⚙️ What’s Included
• Custom test scripts using Playwright
• OpenAI API integration
• 3 prompt-response test cases
• Output validation (string, regex, or semantic match)
• Optional CI/CD support (GitHub Actions or CLI)
📦 Deliverables
• Reusable source code
• Clear README for local or pipeline execution
• CSV test run report
• 2 revision rounds
This service includes a custom Playwright-based framework integrated with the OpenAI API, designed to evaluate up to 3 prompts with flexible output validation. Ideal for teams looking to automate regression checks, monitor model drift, or benchmark GPT-based systems.
⚙️ What’s Included
• Custom test scripts using Playwright
• OpenAI API integration
• 3 prompt-response test cases
• Output validation (string, regex, or semantic match)
• Optional CI/CD support (GitHub Actions or CLI)
📦 Deliverables
• Reusable source code
• Clear README for local or pipeline execution
• CSV test run report
• 2 revision rounds
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, Anomaly Detection, Text RecognitionAI Models
ChatGPT, GPT-3, GPT-4What's included $590
These options are included with the project scope.
$590
- Delivery Time 10 days
- Number of Revisions 3
- AI Model Integration
- Prompt Engineering
- Source Code
Optional add-ons
You can add these on the next page.
Additional Revision
+$100
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JL
Jonny L.
Apr 9, 2026
Manual QA Tester – Magento 2.4.7 Upgrade (Start 30 July)
AZ
Andrey Z.
Sep 4, 2025
30 minute consultation
Thanks for helping me understand how to integrate Tavily web search into LLM workflows and explanation of the best practices. Great experience with Alex!
AZ
Andrey Z.
Sep 4, 2025
30 minute consultation
Great experience! Alex gave me clear guidance on Open AI architecture using Temporal and LangChain. Clear communication, easy to work with.
KS
Karen S.
Feb 10, 2025
QA testing
Alex was great to work with, and we will definitely use him again in the future.
SR
Scott R.
Sep 24, 2024
Quality Assurance Specialist for Loyalty App
About Alexander
Fractional CTO | Senior Software Engineer | Automation QA Specialist
100%
Job Success
Lodz, Poland - 9:48 pm local time
Quick Facts:
✅ Delivered 30+ projects in e-commerce, education, and logistics
✅ Expert in JavaScript, Python, React, and QA Automation
✅ Focused on reducing code complexity and maintenance costs
Skills and Expertise:
- Expert in ML & AI, building intelligent backends with TensorFlow, PyTorch, OpenAI APIs, LangChain, and vector databases for next-gen automation and real-time insights.
- Frontend & Backend Development: JavaScript, TypeScript, React, Django, Ruby on Rails, FastAPI, Node.js
- Databases: PostgreSQL, MySQL, MongoDB, Redis
- Testing & Automation: n8n, Cypress, Playwright, Selenium, REST API testing, performance testing
- DevOps: Docker, Jenkins, GitHub Actions, AWS
What I Offer:
I deliver more than code - I provide strategic solutions. My focus is on simplifying processes, optimizing workflows, and ensuring long-term scalability and cost-effectiveness.
Types of Projects:
- AI-driven solutions like speech-to-text, AI chatbots, virtual assistants, AI agents, recommendation systems, content analysis, and automation tools.
- Web applications, e-commerce platforms, and marketplaces
- SaaS platforms (mobile + web clients)
- Data Science and Machine Learning applications
I’m passionate about building future-ready solutions that blend technical expertise with a proactive approach. Let’s discuss how I can contribute to your next project!
Steps for completing your project
After purchasing the project, send requirements so Alexander can start the project.
Delivery time starts when Alexander receives requirements from you.
Alexander works on your project following the steps below.
Revisions may occur after the delivery date.
Client purchases the project and sends requirements.
Client reviews and approves your work, and you get paid.