Synthetic data curation
Curate high-integrity synthetic datasets for LLM training and fine-tuning
Synthetic data curation
Curate high-integrity synthetic datasets for LLM training and fine-tuning
Synthetic data curation
Curate high-integrity synthetic datasets for LLM training and fine-tuning
Synthetic data curation
Curate high-integrity synthetic datasets for LLM training and fine-tuning
What We Offer
Why Lemon AI
Replace proprietary LLMs with your own models today. Gain full ownership and start building your data moat while significantly improving accuracy, latency and cost.
Build Defensibility
You build the AI agents, we help you build a data moat with pipelines for continuous fine-tuning
Save Money
Manual data collection and curation is extremely time-consuming. Save months with Lemon AI
Customize User Experiences
Use Lemon AI to create and manage a portfolio of task- and audience-specific LLMs
What We Offer
Why Lemon AI
Replace proprietary LLMs with your own models today. Gain full ownership and start building your data moat while significantly improving accuracy, latency and cost.
Build Defensibility
You build the AI agents, we help you build a data moat with pipelines for continuous fine-tuning
Save Money
Manual data collection and curation is extremely time-consuming. Save months with Lemon AI
Customize User Experiences
Use Lemon AI to create and manage a portfolio of task- and audience-specific LLMs
What We Offer
Why Lemon AI
Replace proprietary LLMs with your own models today. Gain full ownership and start building your data moat while significantly improving accuracy, latency and cost.
Build Defensibility
You build the AI agents, we help you build a data moat with pipelines for continuous fine-tuning
Save Money
Manual data collection and curation is extremely time-consuming. Save months with Lemon AI
Customize User Experiences
Use Lemon AI to create and manage a portfolio of task- and audience-specific LLMs
What We Offer
Why Lemon AI
Replace proprietary LLMs with your own models today. Gain full ownership and start building your data moat while significantly improving accuracy, latency and cost.
Build Defensibility
You build the AI agents, we help you build a data moat with pipelines for continuous fine-tuning
Save Money
Manual data collection and curation is extremely time-consuming. Save months with Lemon AI
Customize User Experiences
Use Lemon AI to create and manage a portfolio of task- and audience-specific LLMs
Start curating today
Stop preparing data manually. Use Lemon AI to magically curate the highest quality datasets.
See your data like never before - insights that drive real impact. Easily analyse over - and underrepresented topics, duplicates as well as syntax diversity.
Text: Economics.Financial markets.
Weight: 0.11
Prominence: 0.70
ID: 7
Category: Underrepresented
See your data like never before - insights that drive real impact. Easily analyse over - and underrepresented topics, duplicates as well as syntax diversity.
Text: Economics.Financial markets.
Weight: 0.11
Prominence: 0.70
ID: 7
Category: Underrepresented
See your data like never before - insights that drive real impact. Easily analyse over - and underrepresented topics, duplicates as well as syntax diversity.
Text: Economics.Financial markets.
Weight: 0.11
Prominence: 0.70
ID: 7
Category: Underrepresented
See your data like never before - insights that drive real impact. Easily analyse over - and underrepresented topics, duplicates as well as syntax diversity.
Text: Economics.Financial markets.
Weight: 0.11
Prominence: 0.70
ID: 7
Category: Underrepresented
Magical data curation. Leverage high-quality synthetic data to address quality shortcomings and expand your dataset without compromising its integrity.
Magical data curation. Leverage high-quality synthetic data to address quality shortcomings and expand your dataset without compromising its integrity.
Magical data curation. Leverage high-quality synthetic data to address quality shortcomings and expand your dataset without compromising its integrity.
Generate Data
Generate Data
Clean your data effortlessly while maintaining dataset integrity. Remove duplicates and over-represented topics. Auto-rewrite text to address structure and diction shortcomings. Always understand the impact of changes.
Clean your data effortlessly while maintaining dataset integrity. Remove duplicates and over-represented topics. Auto-rewrite text to address structure and diction shortcomings. Always understand the impact of changes.
Bring data from anywhere.
Blog
Read our blog posts
Discover insightful posts on data curation for LLM training and fine-tuning. Stay updated with the latest industry ideas and best practices.
Blog
Read our blog posts
Discover insightful posts on data curation for LLM training and fine-tuning. Stay updated with the latest industry ideas and best practices.
Blog
Read our blog posts
Discover insightful posts on data curation for LLM training and fine-tuning. Stay updated with the latest industry ideas and best practices.
Blog
Read our blog posts
Discover insightful posts on data curation for LLM training and fine-tuning. Stay updated with the latest industry ideas and best practices.
FAQ
Frequently Asked Questions
Find quick answers to frequently asked questions about Lemon AI below.
How does it work?
Lemon AI leverages advanced encoder-only and decoder-only models to provide detailed dataset explainability and predictive data attribution. With a deep understanding of data integrity challenges, we can predict the optimal dataset and selectively remove, rewrite, or generate specific records as needed. For instance, Lemon AI generates synthetic data to address semantic or lexical underrepresentation or to introduce targeted biases.
Is my data secure?
How can I benefit today?
Which data formats can I work with?
Can I bring my own model for synthetic data generation?
FAQ
Frequently Asked Questions
Find quick answers to frequently asked questions about Lemon AI below.
How does it work?
Lemon AI leverages advanced encoder-only and decoder-only models to provide detailed dataset explainability and predictive data attribution. With a deep understanding of data integrity challenges, we can predict the optimal dataset and selectively remove, rewrite, or generate specific records as needed. For instance, Lemon AI generates synthetic data to address semantic or lexical underrepresentation or to introduce targeted biases.
Is my data secure?
How can I benefit today?
Which data formats can I work with?
Can I bring my own model for synthetic data generation?
FAQ
Frequently Asked Questions
Find quick answers to frequently asked questions about Lemon AI below.
How does it work?
Lemon AI leverages advanced encoder-only and decoder-only models to provide detailed dataset explainability and predictive data attribution. With a deep understanding of data integrity challenges, we can predict the optimal dataset and selectively remove, rewrite, or generate specific records as needed. For instance, Lemon AI generates synthetic data to address semantic or lexical underrepresentation or to introduce targeted biases.
Is my data secure?
How can I benefit today?
Which data formats can I work with?
Can I bring my own model for synthetic data generation?
Get in touch
Start building custom LLMs today
Build and manage the highest quality datasets for your custom model portfolio using Lemon AI
Get in touch
Start building custom LLMs today
Build and manage the highest quality datasets for your custom model portfolio using Lemon AI
Get in touch
Start building custom LLMs today
Build and manage the highest quality datasets for your custom model portfolio using Lemon AI