Use and fine-tune small, task-specific LLMs. Without training data or GPUs.

Reduce LLM API costs, get built-in privacy and improve performance on your tasks by using task-specific, local, small LLMs.

Create task-specific LLMs for NLP and Text Classification | Tanaos

Why Tanaos?

Use small, task-specific LLMs on CPU

Use pre-trained, task-specific small LLMs on your CPU for fast and cost-effective inference.

Fine-tune them without training data, on CPU

Fine-tune the pre-trained models without training data; models are trained on synthetic data generated on-the-fly.

Keep your data private and secure

Stop sending data to third-party servers. Since models run locally on your CPU, your data never leaves your machine.

Lower costs, higher accuracy

Offload tasks to local, specialized task-specific models; reduce cost on your LLM API, while improving accuracy.

Available Task-Specific Models

TaskModelSizeDescriptionInference on CPUFine-Tune on CPU
Text ClassificationNo default model — must be trained0.1B params, 470MbPerforms general-purpose text classification based on the user requirements.Code ExamplesCode Examples
Guardrailtanaos/tanaos-guardrail-v10.1B params, 500MbFlags unsafe, harmful, or off-topic messages.Code ExamplesCode Examples
Intent Classificationtanaos/tanaos-intent-classifier-v10.1B params, 500MbClassifies user messages into predefined intent categories.Code ExamplesCode Examples
Rerankercross-encoder/mmarco-mMiniLMv2-L12-H384-v10.1B params, 470MbRanks a list of items or search results based on relevance to a query.Code ExamplesCode Examples
Sentiment Analysistanaos/tanaos-sentiment-analysis-v10.1B params, 470MbDetermines the sentiment (positive, negative, neutral) of a given text.Code ExamplesCode Examples
Emotion Detectiontanaos/tanaos-emotion-detection-v10.1B params, 470MbIdentifies the emotion expressed in a given text.Code ExamplesCode Examples
Named Entity Recognitiontanaos/tanaos-NER-v10.1B params, 500MbDetects and classifies named entities in text.Code ExamplesCode Examples
Text Anonymizationtanaos/tanaos-text-anonymizer-v10.1B params, 500MbRemoves personally identifiable information (PII) from text.Code ExamplesCode Examples

How to use

Casual usage: free

Use our open source Artifex library

Install Artifex with pip install artifex and use it for free. Read the docs to learn how to integrate it into your project.

Start for free

Advanced usage: pick a plan for better performance

1Signup

Get started by creating an account on our platform.

2Pick a plan

Pick a plan to get access to higher rate limits and better model performance.

3Get an API key

Create an api key and pass it to Artifex at initialization.

Signup