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 






+
+
Open-source models
Open-source models
Open-source models
Open-source models
Open-source models
x
x
Faster
deployment
Faster
deployment
Faster
deployment
Faster
deployment
%
%
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
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.
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
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
 - Finance & Fintech- • Prospectus → risk-factors extraction - • Trade chat → compliance red-flags - • 10-K Q&A copilot for analysts 
 - Healthcare & Life Sciences- • Notes → ICD-10 code suggestion - • Radiology dictation auto-draft - • Intake chatbot triages symptoms 
 - Legal & Compliance- • Clause extraction & similarity check - • AI redline rationale summary - • Policy vs regulation gaps finder 
 - Media & Publishing- • Video transcript → highlights TL;DR - • Brand-safety classification - • Multilingual headline generation 
 - Maintenance log - Manufacturing & IoT- • Maintenance logs → root-cause summary - • NL query over sensor data - • SOP draft from expert notes 
 - Public Sector & GovTech- • Policy papers → executive brief - • Citizen Q&A multilingual bot - • FOIA request auto-redaction hints 
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.


News
Recent blogs
Runs where your data lives
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
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Read the docs









