Build faster - Deploy securely - Reduce costs

Build faster - Deploy securely - Reduce costs

Outperform frontier models

Prem Studio helps teams build high-performance AI models, fine-tuned for specific business challenges.

Prem Studio empowers teams to build highly performant AI models, fine-tuned for solving niche business problems.


Unlocking consistent performance while being up to 75% cheaper and reducing token usage by up to 90%.

Works with:

  • Llama

    Claude

    Gemma

    GPT

    Qwen

    DeepSeek-R1

  • Llama

    Claude

    Gemma

    GPT

    Qwen

    DeepSeek-R1

0
0

+

+

Open-source models

Open-source models

Open-source models

Open-source models

Open-source models

0
0

x

x

Faster

deployment

Faster

deployment

Faster

deployment

Faster

deployment

0
0

%

%

Reduced token consumption

Reduced token consumption

Reduced token consumption

Less data

work

Works with:

  • Llama

    Claude

    Gemma

    GPT

    Qwen

    DeepSeek-R1

Our partners and investors

ThefutureofAIisanecosystemofspecializedmodelsthatrunonyourinfrastructureandevolvewithyou.
ThefutureofAIisanecosystemofspecializedmodelsthatrunonyourinfrastructureandevolvewithyou.
ThefutureofAIisanecosystemofspecializedmodelsthatrunonyourinfrastructureandevolvewithyou.
Ownyourintelligence.
Ownyourintelligence.
Ownyourintelligence.

Automated model customization

Prem Studio

Run context-aware orchestration of model-finetuning jobs.
Automate dataset curation, model-finetuning, and evaluation.

Run context-aware orchestration of model-finetuning jobs. Automate dataset curation, model-finetuning, and evaluation.

Datasets

Generate job-ready synthetic datasets from large corpora of unstructured documents, videos, audios, and more.

Generate job-ready synthetic datasets from large corpora of unstructured documents, videos, audios, and more

Generate synthetic data from multiple sources

Enrich existing datasets using enrichment pipelines

Clean existing datasets using custom filtering agents

Finetuning

Automatically pick the best models to be customized for your problem statement with early benchmarking.

35+ Open source models available

PEFT and full fine-tuning supported

Reinforcement Learning with GRPO and DPO for better alignment

Evaluations

Define custom evaluation criteria in natural language that are unique for your problem statement.

Multiple LLM-as-Judge evaluators for finetuned models

Compare fine-tuned jobs against base and closed source models

Deploy evals at run-time for active decision making

GDPR

GDPR

SOC 2

SOC 2

HIPAA

HIPAA

Why Prem

Your data, your models,
your competitive edge

Your data, your models,
your competitive edge

100%

100%

Model ownership & control

Model built on Prem Studio can be exported and self-hosted.

8x

8x

Faster time to deployment

Eliminate manual data work, letting your team focus on building, not wrangling.

75%

75%

Reduced inference cost

Compact, specialized SLMs deliver superior performance on your tasks for a fraction of the cost.

Used by teams at

How it works

Eight agents - one automated workflow

Prem Studio is built on top of eight AI agents that emulate a virtual data science team. This enables us to accelerate language model development engineering effort by automating various critical parts of the workflow.

01

Monitor

drift, guardrails, continuous evaluation

Reinforcer (GRPO)

reasoning & preference optimization

Deployer

versioned endpoints, autoscaling, rollback

Evaluator

task metrics, regression tests, acceptance gates

Trainer

full/LoRA finetunes, reproducible runs, HPO

Curator

deduplication, balance, filtering, quality gates

Augmenter

synthesis, data shaping, task recipes

Ingestor

connectors, normalization, schema mapping

01

Monitor

drift, guardrails, continuous evaluation

Reinforcer (GRPO)

reasoning & preference optimization

Deployer

versioned endpoints, autoscaling, rollback

Evaluator

task metrics, regression tests, acceptance gates

Trainer

full/LoRA finetunes, reproducible runs, HPO

Curator

deduplication, balance, filtering, quality gates

Augmenter

synthesis, data shaping, task recipes

Ingestor

connectors, normalization, schema mapping

01

Ingestor

Connectors, normalization, schema mapping

Augmenter

Synthesis, data shaping, task recipes

Curator

Deduplication, balance, filtering, quality gates

Trainer

Full/LoRA finetunes, reproducible runs, HPO

Evaluator

Task metrics, regression tests, acceptance gates

Deployer

Versioned endpoints, autoscaling, rollback

Reinforcer (GRPO)

Reasoning & preference optimization

Monitor

Drift, guardrails, continuous evaluation

01

Ingestor

Connectors, normalization, schema mapping

Augmenter

Synthesis, data shaping, task recipes

Curator

Deduplication, balance, filtering, quality gates

Trainer

Full/LoRA finetunes, reproducible runs, HPO

Evaluator

Task metrics, regression tests, acceptance gates

Deployer

Versioned endpoints, autoscaling, rollback

Reinforcer (GRPO)

Reasoning & preference optimization

Monitor

Drift, guardrails, continuous evaluation

01

Ingestor

Connectors, normalization, schema mapping

Augmenter

Synthesis, data shaping, task recipes

Curator

Deduplication, balance, filtering, quality gates

Trainer

Full/LoRA finetunes, reproducible runs, HPO

Evaluator

Task metrics, regression tests, acceptance gates

Deployer

Versioned endpoints, autoscaling, rollback

Reinforcer (GRPO)

Reasoning & preference optimization

Monitor

Drift, guardrails, continuous evaluation

01

Monitor

drift, guardrails, continuous evaluation

Reinforcer (GRPO)

reasoning & preference optimization

Deployer

versioned endpoints, autoscaling, rollback

Evaluator

task metrics, regression tests, acceptance gates

Trainer

full/LoRA finetunes, reproducible runs, HPO

Curator

deduplication, balance, filtering, quality gates

Augmenter

synthesis, data shaping, task recipes

Ingestor

connectors, normalization, schema mapping

01

Monitor

drift, guardrails, continuous evaluation

Reinforcer (GRPO)

reasoning & preference optimization

Deployer

versioned endpoints, autoscaling, rollback

Evaluator

task metrics, regression tests, acceptance gates

Trainer

full/LoRA finetunes, reproducible runs, HPO

Curator

deduplication, balance, filtering, quality gates

Augmenter

synthesis, data shaping, task recipes

Ingestor

connectors, normalization, schema mapping

Performance

Outperform fronter models across a variety of tasks

Outperform fronter models across a variety of tasks

SLMs finetuned with Prem Studio achieve performance on-par with closed source LLMs across tasks that matter to business.

SLMs finetuned with Prem Studio achieve performance on-par with closed source LLMs across tasks that matter to business.

Slot filling

Slot filling

Slot filling

97%

Qwen-7B-FT

52%

GPT-4o

Medical reasoning

Medical reasoning

90%

Qwen-3B-GRPO

60%

GPT-4o

Medical reasoning

90%

Qwen-3B-GRPO

60%

GPT-4o

Customer support replies

Customer support replies

92%

Qwen-1.5B-FT

36%

GPT-4o

Customer support replies

92%

Qwen-1.5B-FT

36%

GPT-4o

Invoice extraction

Invoice extraction

92%

Qwen-7B-FT

92%

GPT-4o

Invoice extraction

92%

Qwen-7B-FT

92%

GPT-4o

Slot filling

97%

Qwen-7B-FT

52%

GPT-4o

Medical reasoning

90%

Qwen-3B GRPO

60%

GPT-4o

Invoice extraction

92%

Qwen-7B-FT

92%

GPT-4o

Customer support replies

92%

Qwen-1.5B-FT

36%

GPT-4o

Full protocol, datasets, and hardware details in the technical report

Recipes

Start building in minutes with pre-built recipes

Start building in minutes
with pre-built recipes

Start building in minutes with pre-built recipes

Kickstart your project with production-ready templates for key enterprise use cases

Kickstart your project with production-ready templates for key enterprise use cases

Information extraction

Accurately pull data from invoices, forms, and contracts.

Information extraction

Accurately pull data from invoices, forms, and contracts.

Agentic tool use

Build reliable function-calling workflows for your applications.

Build reliable function-calling workflows for your applications.


Knowledge distillation

Compress the capabilities of large models into efficient SLMs.

Style transfer

Control style, tone, and format for domain-specific responses.

Information extraction

Accurately pull data from invoices, forms, and contracts.

Agentic tool use

Build reliable function-calling workflows for your applications.

Knowledge distillation

Compress the capabilities of large models into efficient SLMs.

Style transfer

Control style, tone, and format for domain-specific responses.

Industries

AI for data sensitive and regulated industries

Architecture

Prem's sovereign AI stack

Prem's sovereign AI stack

Built for your infrastructure, from on-premise servers to your AWS cloud.

Built for your infrastructure, from on-premise servers to your AWS cloud.

Unlock your most sensitive data with an architecture designed for enterprise security and compliance.

Unlock your most sensitive data with an architecture designed for enterprise security and compliance.

Our platform ensures your models remain private and local, so your team can build with confidence.

Our platform ensures your models remain private and local, so your team can build with confidence.

Start building your sovereign intelligence

Start building your
sovereign intelligence

Start building
your sovereign intelligence

Start building your
sovereign intelligence

Launch your first specialized model in minutes

Read the docs

Own your intelligence.

Crocicchio Cortogna 6, 6900 Lugano, Switzerland

651 N Broad St, Suite 201, Middletown, Delaware 19709

© 2025 Prem AI. All rights reserved.

Own your intelligence.

Crocicchio Cortogna 6, 6900 Lugano, Switzerland

651 N Broad St, Suite 201, Middletown, Delaware 19709

© 2025 Prem AI. All rights reserved.

Own your intelligence.

Crocicchio Cortogna 6, 6900 Lugano, Switzerland

651 N Broad St, Suite 201, Middletown, Delaware 19709

© 2025 Prem AI. All rights reserved.

Own your intelligence.

Crocicchio Cortogna 6, 6900 Lugano, Switzerland

651 N Broad St, Suite 201, Middletown, Delaware 19709

© 2025 Prem AI. All rights reserved.

Own your intelligence.

Crocicchio Cortogna 6, 6900 Lugano, Switzerland

651 N Broad St, Suite 201, Middletown, Delaware 19709

© 2025 Prem AI. All rights reserved.