Develop your data to fine-tune LLMs
Fine-tune and adapt LLMs to your business needs by programmatically developing your data using Snorkel Flow.
Improve quality
Leverage your data and subject matter expertise to develop robust, production-ready applications with the support of guided error analysis and programmatic data operations to improve the accuracy of your LLMs.
Accelerate innovation
Develop custom AI solutions 100x faster, converting your raw data into new, actionable insights for specialized use cases not covered by generic LLMs.
Reduce costs
Improve efficiency across your entire AI stack programmatically and reduce costs related to manual data processing and annotation.
Georgetown University’s CSET
CSET was looking for solutions to accelerate AI development with efficient collaboration between teams to produce high-quality models that increase trust in policy recommendations.
“With Snorkel Flow, we cut labeling time and significantly accelerated model development when delivering NLP solutions.”
Catherine Aiken
CSET Director of Data Science and Research
Build domain-specific AI models with better accuracy using Snorkel Flow
Programmatically slice, filter, curate, and rank your data to build trusted, high-quality, custom AI.
Programmatic data operations
Leverage your unique data to transform off-the-shelf models into domain-specific specialists by encoding subject matter expertise into programmatic data operations such as labeling, filtering, sampling, slicing, augmentation and more.
Unified fine-tuning across all of your models
Maximize LLM performance by developing your data using a wide range of techniques to improve prompt engineering, retrieval augmented generation, and LLM fine-tuning efforts.
Guided evaluation and error correction for faster solutions
Evaluate model performance with expert and model-based feedback, and rapidly correct error modes by focusing on the data slices that matter.
Foster innovation through multi-persona collaboration
Enhance the productivity of your Subject Matter Experts (SMEs) and annotation teams with direct and seamless collaboration between business and data science teams.
eBook
The enterprise data scientist's guide to LLM customization
Learn how to fine-tune production LLMs quickly and cost-efficiently with your data.
Fine-tune AI models for the enterprise
Go from an initial demo to a robust production-ready application using Snorkel Flow.
Chatbots
Fine-tune on diverse conversational datasets for enhanced language understanding and response accuracy.
Document Analysis
Automate the extraction and analysis of information from documents, such as forms or invoices, streamlining administrative processes.
AI search
Refine search algorithms using private and fast-changing content for more relevant and precise results.
AI data development for model fine-tuning blueprint
Fine-tuning imperatives for enterprise AI
Programmatic data curation
Unique programmatic approach to sampling, filtering, and ranking, based on our existing programmatic/weak supervision techniques.
Distillation
Consolidate large models down to smaller, faster, and more accurate models that are purpose-built and cheaper to run.
Customization and fine-tuning
Quickly customize models for specific tasks, and response styles, or incorporate additional knowledge 100x faster.
Risk management
Control what types of content are created or transmitted through prompts or other methods to reduce the risk of sensitive data exposure.
Lifecycle management
Continuously improve model performance to respond to changes in requirements and markets faster.
Prompt engineering
Easily Iterate on prompts and prompt templates programmatically to refine data, correct errors, and incorporate SME feedback that result in more accurate models.
Synthetic data
Create new data to protect PII or adjust underrepresented or over-represented variables within your data with the same distribution.
Transparency & audibility
Improve model trustworthiness and predictability by knowing with certainty the data that was used to train your model.
Are you ready to dive in?
Build high-quality AI 100x faster with Snorkel Flow, the AI data development platform.
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