I will test your ai model for hallucinations, accuracy, safety and quality

Bangladesh

I speak Bengali, English, German

21 orders completed

Certified Data Annotator, Computer Vision, ML and AI Data Training Expert

This is Onidul. I'm a certified data Annotator and AI data Training Expert. I works at Data Preparing, Management, and Train data at model ready format. Data collecting, cleaning and Data Annotation, ...

Level 1

Has met certain performance criteria and shows strong potential in the marketplace.

About this Gig

Before releasing your AI system, you need to know where it fails.


I will manually test and evaluate your AI model, chatbot, LLM or AI-powered application to identify response quality issues, hallucinations, instruction-following failures and other edge cases.


My evaluation can cover:


Hallucination and factuality checks

Accuracy and relevance

Instruction following

Reasoning and consistency

Prompt-response behavior

Edge-case testing

Safety and inappropriate-output checks

Response ranking and comparison

Error categorization

UX and response-quality feedback


You provide the model, test environment, prompts or evaluation criteria. I test the system, document the results and return structured findings your development team can act on.


Useful for:

AI startups LLM developers ML engineers AI agencies chatbot developers SaaS companies AI research teams


For larger projects, I can build a repeatable evaluation workflow and process batches of test cases with structured QA.


Start with a small test batch so you can verify the evaluation quality before scaling.

Expertise:

Image processing

•

Feature learning

•

Classification

Frameworks:

DeepPy

•

Google ML Kit

•

PyTorch

•

Panda

Data type:

Other

Programming language:

Python

Tools:

OpenCV

•

Excel

•

CVAT

•

Colab

APIs:

Microsoft Computer Vision AI

•

Google Cloud Vision API

My Portfolio