LLM Fine-Tuning and Instruction Dataset Preparation

Clean, deduplicated and formatted training data with a quality audit

What you get:
- Basic: Data schema and cleaning rules; Formatted JSONL for your target platform
- Standard: everything in Basic plus Deduplication and sensitive-data screening; Train, validation and test split
- Premium: everything in Standard plus Quality audit with sampled review; Annotation guideline and evaluation prompts

Scope limits:
- Basic: up to 500 examples
- Standard: up to 2,000 examples
- Premium: up to 10,000 examples

What to provide when ordering:
- Source examples or documents
- Target model and task
- Rights to use the data

Limits and responsibilities:
- Remove personally identifying information from data before submitting
- You must confirm ownership or licensing of the content and images supplied
- Check your organisation's policy before putting confidential or sensitive data into AI tools
- AI answers can be wrong; important decisions need human verification
- Work beyond these limits or extra revisions is quoted separately

After ordering, submit the required details and files in the My Services section of your account. Delivery files appear there when the work is done, and you can request revisions if needed.

• Delivery on time
• Direct messaging
• Confidentiality assured