Specialized Language Models

Specialized Language Models

Specialized Language Models

AI language model tailored specifically to your app

Knowledge Distillation

Knowledge Distillation

Knowledge Distillation

Distill knowledge from larger models to smaller, specialized models

Every time your app calls an LLM, we learn from its response and use it to train a smaller model. This specialized model is trained to perform like the LLM on your specific prompts while discarding unnecessary knowledge.

Every time your app calls an LLM, we learn from its response and use it to train a smaller model. This specialized model is trained to perform like the LLM on your specific prompts while discarding unnecessary knowledge.

Finance

Economics

Health

Food

Technology

Business

Marketing

Education

Environment

Sports

DIY (Do It Yourself)

Retail

Automotive

Tourism

Cryptocurrencies

Law

Personal Finance

Fitness

Gardening

Public Speaking

Photography

Culture

Fashion

Philosophy

Art

The knowledge you care about

Agriculture

Communication

Journalism

Medicine

Architecture

Parenting

History

Real Estate

Human Resources

Engineering

Astronomy

Home Improvement

Nutrition

Religion

Politics

Personal Development

Geography

Travel

Science

Psychology

Sociology

Literature

Music

Movies

Finance

Economics

Health

Food

Technology

Business

Marketing

Education

Environment

Sports

DIY (Do It Yourself)

Retail

Automotive

Tourism

Cryptocurrencies

Law

Personal Finance

Fitness

Gardening

Public Speaking

Photography

Culture

Fashion

Philosophy

Art

The knowledge you care about

Agriculture

Communication

Journalism

Medicine

Architecture

Parenting

History

Real Estate

Human Resources

Engineering

Astronomy

Home Improvement

Nutrition

Religion

Politics

Personal Development

Geography

Travel

Science

Psychology

Sociology

Literature

Music

Movies

Finance

Economics

Health

Food

Technology

Business

Marketing

Education

Environment

Sports

DIY (Do It Yourself)

Retail

Automotive

Tourism

Cryptocurrencies

Law

Personal Finance

Fitness

Gardening

Public Speaking

Photography

Culture

Fashion

Philosophy

Art

The knowledge you care about

Agriculture

Communication

Journalism

Medicine

Architecture

Parenting

History

Real Estate

Human Resources

Engineering

Astronomy

Home Improvement

Nutrition

Religion

Politics

Personal Development

Geography

Travel

Science

Psychology

Sociology

Literature

Music

Movies

Large Language Models

100s of Billions of Parameter

Specialized Language Models

1-10 Billion Parameter

Comparison

Comparison

Comparison

Know the difference

Large Language Model

$$$

$$$

$$$

$$$

Small Language Model

$

LLMs

SLMs

Large Language Models

Leading LLMs are trained to perform well across a variety of tasks—with training data spanning multiple disciplines, languages, and contexts. But ultimately, you don't care how well a model performs on the SAT or how well it knows poetry, history, and science in 80 languages—you need to solve specific problems in your app.

Large Language Model

$$$

$$$

$$$

$$$

Small Language Model

$

LLMs

SLMs

Large Language Models

Leading LLMs are trained to perform well across a variety of tasks—with training data spanning multiple disciplines, languages, and contexts. But ultimately, you don't care how well a model performs on the SAT or how well it knows poetry, history, and science in 80 languages—you need to solve specific problems in your app.

Large Language Model

$$$

$$$

$$$

$$$

Small Language Model

$

LLMs

SLMs

Large Language Models

Leading LLMs are trained to perform well across a variety of tasks—with training data spanning multiple disciplines, languages, and contexts. But ultimately, you don't care how well a model performs on the SAT or how well it knows poetry, history, and science in 80 languages—you need to solve specific problems in your app.

More Effective

More Effective

More Effective

Better

Cost

Performance

Accuracy

Better

Cost

Performance

Accuracy

Better

Cost

Performance

Accuracy

Model 13-B

Learning progress

Model 13-B

Learning progress

Model 13-B

Learning progress

Feedback

Feedback

Feedback

Train your own AI

By leveraging human feedback to train specialized models - you can correct some of the mistakes & hallucinations LLMs make, gaining better accuracy and better performance at the same time.

Cost of the model

Cost to parameters number chart

$$$

$$

$

0

0

1B

10B

100B

1000B

Parameters
you need

Cost of the model

Cost to parameters number chart

$$$

$$

$

0

0

1B

10B

100B

1000B

Parameters
you need

Cost of the model

Cost to parameters number chart

$$$

$$

$

0

0

1B

10B

100B

1000B

Parameters
you need

Optimization

Optimization

Optimization

Better performance, lower costs

Inference energy requirements, time and costs scale linearly with the size of the model. So when going from a 1 Trillion parameter model to a 1 Billion parameter model, you can expect significant improvements in cost and latency.

Models You Own

Models You Own

Models You Own

Datawizz trained models belong to you

Flexible solution

Download the weights and deploy our model wherever you like. This puts you in full control of your AI systems, freeing you from depending on large model providers and being subjected to their changes, outages and policies.

More Efficient

Smaller models are easier to deploy and can run efficiently on a variety of architecture and hardware platforms - freeing you from the tyranny of constrained GPU providers.

Multi-model Architecture

Multi-model Architecture

Multi-model Architecture

When it comes to AI - one size does not fit all

When building on a single large models, you end up with large generic models that can do a good job on average across a variety of use cases.

When building on a single large models, you end up with large generic models that can do a good job on average across a variety of use cases.

When building on a single large models, you end up with large generic models that can do a good job on average across a variety of use cases.

Your App

Analysis

Language

Context Size

Task

Summarization

Extraction

English

French

Small

Large

Model A

Model B

Model C

Model D

Model E

Your App

Analysis

Language

Context Size

Task

Summarization

Extraction

English

French

Small

Large

Model A

Model B

Model C

Model D

Model E

Your App

Analysis

Language

Context Size

Task

Summarization

Extraction

English

French

Small

Large

Model A

Model B

Model C

Model D

Model E

Deploy multiple models

Datawizz lets you deploy multiple models and dynamically route requests to them, leveraging highly specialized, mission specific models.

Hyper-specialization

Hyper-specialization allows your models to be more accurate at specific tasks, and enables you to leverage smaller and more efficient model architectures.

Seamless Integration

Seamless Integration

Seamless Integration

Instantly Train on Your Data

Datawizz model training is deeply integrated with our AI data management platform - meaning every log you collect can instantly be used for model training and experimentation.

Your data is constantly managed
in a training-ready format.

With Datawizz you can forget about:

  • Data collection

  • Data cleansing

  • Data preparation

Choose the Right Base Model

Choose the Right Base Model

Choose the Right Base Model

Datawizz Offers a Variety of Base

Models to Fit Your Specific Task

We include a set of pre trained models suited for general language tasks, coding tasks, various languages, and unique use cases like longer contexts or structured outputs. Combined with the Datawizz evaluation platform, you can easily find the right architecture for your workloads.

We include a set of pre trained models suited for general language tasks, coding tasks, various languages, and unique use cases like longer contexts or structured outputs. Combined with the Datawizz evaluation platform, you can easily find the right architecture for your workloads.

We include a set of pre trained models suited for general language tasks, coding tasks, various languages, and unique use cases like longer contexts or structured outputs. Combined with the Datawizz evaluation platform, you can easily find the right architecture for your workloads.

Evaluate and Select

Evaluate and Select

Evaluate and Select

Choose the right model for your needs

Datawizz offers advanced model evaluation and comparison tools, giving you a deeper understanding of how different models perform for your tasks.

Datawizz offers advanced model evaluation and comparison tools, giving you a deeper understanding of how different models perform for your tasks.

Datawizz offers advanced model evaluation and comparison tools, giving you a deeper understanding of how different models perform for your tasks.

You:

Create a short tagline for a new cybersecurity software for businesses

gpt-4o:

Protect what matters with advanced cybersecurity

llama-3.2-1B:

Fortify your business with unbeatable cyber defense.

You:

I like the GPT's answer better

Your prompt...

You:

Create a short tagline for a new cybersecurity software for businesses

gpt-4o:

Protect what matters with advanced cybersecurity

llama-3.2-1B:

Fortify your business with unbeatable cyber defense.

You:

I like the GPT's answer better

Your prompt...

You:

Create a short tagline for a new cybersecurity software for businesses

gpt-4o:

Protect what matters with advanced cybersecurity

llama-3.2-1B:

Fortify your business with unbeatable cyber defense.

You:

I like the GPT's answer better

Your prompt...

Real Data

Easily set up evaluations based on your existing data & human feedback to test-drive models with real world data.

Multi-Method

Choose from a variety of evaluation functions, including Rogue scores, LLM as judge vector similarity to evaluate models for any task.

Fire and Forget

Evaluations are easy to configure and seamless to run - no Jupyter notebooks required.

Eco Friendly

Smaller Models - Smaller Footprint

Large language models are power hungry - taxing our grids and raising CO2 emissions. By choosing smaller, specialize models - you choose the energy efficient, environmentally friends path.

100x

Smaller models can use up to 100x less energy for the same task than larger models - significantly cutting back energy consumption, pollution, greenhouse gas emissions.