You will get rigorous adversarial testing for your Vision-Language Model
Project details
Automated testing often misses the subtle logic and visual errors made by modern AI models. If your application relies on text reasoning, image understanding, or media generation, I help you find and document these blind spots before public deployment.
I am an experienced AI Test Engineer and Quality Reviewer with hands-on experience evaluating major frontier models like Gemini, Claude, and Qwen.
What I test and evaluate:
Visual Logic: Testing model reasoning using complex, unambiguous images to identify spatial tracking, counting, and object recognition errors.
Image Editing Loops: Reviewing AI masking and inpainting tools to ensure object additions or removals integrate naturally.
Media Comparison: Conducting side-by-side consistency reviews for generative video and audio outputs.
Prompt Integrity: Testing chatbots with multi-turn prompt chains to ensure they follow system rules and safety boundaries.
You will receive a structured spreadsheet log detailing every observed failure, clear instructions on how to replicate the bug, and straightforward recommendations on how to adjust your system instructions to fix it.
I am an experienced AI Test Engineer and Quality Reviewer with hands-on experience evaluating major frontier models like Gemini, Claude, and Qwen.
What I test and evaluate:
Visual Logic: Testing model reasoning using complex, unambiguous images to identify spatial tracking, counting, and object recognition errors.
Image Editing Loops: Reviewing AI masking and inpainting tools to ensure object additions or removals integrate naturally.
Media Comparison: Conducting side-by-side consistency reviews for generative video and audio outputs.
Prompt Integrity: Testing chatbots with multi-turn prompt chains to ensure they follow system rules and safety boundaries.
You will receive a structured spreadsheet log detailing every observed failure, clear instructions on how to replicate the bug, and straightforward recommendations on how to adjust your system instructions to fix it.
AI Algorithms
Convolutional Neural Network, Generative Adversarial Network, Large Language Model, Multilayer Perceptron, Multimodal Large Language ModelAI Applications
AI Chatbot, AI Content Creation, AI Text-to-Image, AI-Enhanced Classification, AI-Generated Video, Anomaly Detection, Conversational AI, Image Recognition, Image-to-Image Translation, Object Detection, Object Localization, Text RecognitionAI Development Language
PythonAI Models
ChatGPT, GPT-3, GPT-4, GPT-J, Jurassic-2, OpenAI CodexWhat's included
| Service Tiers |
Starter
$160
|
Standard
$420
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 24 days |
Number of Revisions | 2 | 2 | 3 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | - | - | |
Model Monitoring | - | - | - |
Model Testing & Optimization | |||
Model Tuning | - | ||
Natural Language Processing | - | - | - |
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$120 - $300About Tahmid
AI Red Teamer | Multimodal VLM/LLM Tester | LLM Alignment Specialist
Suolahti, Finland - 7:25 pm local time
**Note for Clients: Following a brief inactivity period due to an administrative location verification sync (now 100% resolved and verified by Upwork), my profile is fully active, and I am available for immediate engagement**
Expertise Areas:
• MODEL BREAKING & RED TEAMING: Designing and executing advanced adversarial prompts to expose vulnerabilities, jailbreaks, hallucination triggers, and safety policy violations in frontier systems.
• COMPLEX MULTIMODAL DATA ANNOTATION: Expert annotation, synchronization analysis, and ground-truth verification for multi-input pipelines handling complex, interleaved image, video, and audio data.
• RUBRIC CREATION & RESPONSE EVALUATION: Developing rigorous, multi-dimensional evaluation rubrics from scratch to systematically grade model outputs for truthfulness, logic, and constraint adherence.
• ELITE PLATFORM EXPERIENCE: Proven ability to quickly master complex guidelines and deliver high-fidelity training data under tight pipelines where technical reasoning is paramount.
Steps for completing your project
After purchasing the project, send requirements so Tahmid can start the project.
Delivery time starts when Tahmid receives requirements from you.
Tahmid works on your project following the steps below.
Revisions may occur after the delivery date.
Reviewing Your AI and Planning the Tests
I look closely at how your AI app works and what it is supposed to do. Then, I make a clear list of tests tailored to your project to find exactly where the AI might make mistakes or give wrong answers.
Testing the AI to Find Flaws
I put your AI through tricky real-world situations. I feed it complex images, confusing videos, or clever text prompts to see if it gets confused, counts objects incorrectly, hallucinates, or breaks your safety rules.