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Private AI & Custom LLM Training Services - PxlPeak AI Automation Lab

Private AI & Custom LLM Training Growth Experts

Private AI & Custom LLM Training
Services

On-premise AI that runs on your hardware. Your data never leaves your building. Custom-trained LLM models for healthcare, legal, finance, and any business that needs AI without the cloud.

On-premise LLM deployment on your hardwareCustom model fine-tuning on your business dataRAG knowledge base over internal documentsHIPAA, SOX, and attorney-client privilege compliant
$0
Per-Query Cost
2wk
Setup Time
24/7
Runs Offline

Why Choose Our Private AI & Custom LLM Training Services?

Most AI tools send your data to external servers. For healthcare practices handling patient records, law firms protecting client privilege, or financial advisors managing sensitive portfolios, that is not an option. Private AI solves this by running large language models directly on hardware inside your office.

We deploy open-source models like Llama, Mistral, and Qwen on Apple Silicon or NVIDIA hardware, then fine-tune them on your specific data: your templates, your terminology, your compliance requirements. The result is an AI that knows your business better than any general-purpose model, and it never sends a single byte outside your network.

Your team accesses it through a simple chat interface on your local network. Ask questions about internal policies, generate documents in your format, summarize meetings, draft responses using your tone. All running on a box that sits in your server closet and costs less than two months of cloud AI fees.

See how our clients use private ai & custom llm training →

What Is Private AI & Custom LLM Training?

Private AI is the deployment of large language models (LLMs) on local hardware within your business premises, ensuring that sensitive data never reaches external servers. Combined with custom fine-tuning using LoRA/QLoRA techniques, private AI delivers models trained specifically on your industry terminology, processes, and compliance requirements.

What's Included

Our private ai & custom llm training services include everything you need for success.

On-premise LLM deployment on your hardware
Custom model fine-tuning on your business data
RAG knowledge base over internal documents
HIPAA, SOX, and attorney-client privilege compliant
No per-query API fees, unlimited usage
Works offline, no internet dependency

Benefits of Our Private AI & Custom LLM Training Services

01

Your data never leaves your building, ever

02

No per-query costs. Fixed hardware cost, unlimited AI usage

03

Models trained on your terminology, templates, and processes

04

Full HIPAA, SOX, and legal privilege compliance

05

Works without internet. Zero external dependencies

06

You own the hardware and the models. No vendor lock-in

How Our Private AI & Custom LLM Training Process Works

A proven process for delivering exceptional results.

1

Assessment & Hardware

We evaluate your use cases, data volume, and compliance requirements, then recommend and procure the right hardware for your team size.

2

Model Selection & Fine-Tuning

We select the best open-source model for your needs, then fine-tune it using LoRA on your business data: documents, templates, past communications, and domain knowledge.

3

RAG Pipeline & Interface

We build a retrieval-augmented generation pipeline over your internal documents and deploy a secure chat interface accessible on your local network.

4

Launch & Ongoing Management

We deploy, train your team, and provide ongoing model updates, performance monitoring, and knowledge base maintenance.

Week-by-Week Implementation Timeline

A clear roadmap from kickoff to launch, so you know exactly what to expect.

W1

Assessment & Hardware Procurement

  • Evaluate use cases, data volume, and compliance needs
  • Select optimal hardware (Apple Silicon or NVIDIA)
  • Procure and configure hardware
  • Install base OS and networking
Hardware ready
W2

Model Selection & Fine-Tuning

  • Select best open-source model for your domain
  • Prepare training data from your documents and templates
  • Fine-tune model using LoRA on your business data
  • Benchmark quality against cloud models for your use cases
W3

RAG Pipeline & Interface

  • Ingest internal documents into vector database
  • Build retrieval-augmented generation pipeline
  • Deploy secure chat interface on your local network
  • Configure access controls and user permissions
Internal demo ready
W4

Launch & Team Training

  • Deploy to production on your hardware
  • Train your team on the chat interface
  • Set up automated backups and monitoring
  • Establish monthly model update schedule
Live on your network

The Problem

Every business faces unique challenges in adopting AI and automation. Without the right implementation and strategy, you could be missing out on significant efficiency gains and competitive advantages.

Our Solution

At PxlPeak, we combine AI expertise with hands-on implementation to help businesses overcome their automation challenges and achieve measurable results.

How This Works in Practice

A worked example of our Private AI & Custom LLM Training work

Worked example

Our clients consistently see significant improvements in their key metrics, from increased website traffic to higher conversion rates and more qualified leads.

Transparent Pricing

No hidden fees. No surprises. Just honest pricing that fits your budget.

Our pricing is transparent and customized to your specific needs. Contact us for a free consultation and custom quote.

Private AI & Custom LLM Training Across Industries

We've helped businesses in diverse industries achieve their goals

We work with businesses across multiple industries, each with unique requirements and opportunities.

Explore all industries we serve

Tools & Technology We Use

Industry-leading tools and platforms for maximum results

Industry-standard tools
Custom solutions
Analytics platforms

Why Choose PxlPeak for Private AI & Custom LLM Training?

Engineers, not account managers

The person who scopes the work is the person who builds it. You are not handed to a delivery team after the call.

You own it

Repository, prompts, migrations and infrastructure config are in your accounts from the first sprint. No proprietary framework, no licence to keep paying.

Written acceptance criteria

We agree what the build must do before we start, in writing, and we hand it over against that list rather than against a demo.

Short sprints

Two-week sprints, each ending with something running you can click. Progress is visible before the invoice is, not after.

Investment

Transparent Pricing. Built to Scale.

No hidden fees. Every plan includes implementation, training, and ongoing support from our AI experts.

Starter

Single-user private AI on Mac Mini with RAG knowledge base

$5,000one-time
  • Mac Mini M4 Pro hardware (at cost)
  • Ollama + open-source LLM deployment
  • RAG knowledge base (up to 500 docs)
  • Local chat interface for your team
  • Basic document ingestion pipeline
  • Setup documentation
  • 30 days post-launch support
Get Started
Popular

Growth

Multi-user deployment with custom fine-tuning

$12,000one-time
  • Mac Studio hardware (at cost)
  • Fine-tuned model on your business data
  • Unlimited document knowledge base
  • Multi-user chat interface with access controls
  • Hybrid setup (local sensitive + cloud general)
  • Team training session
  • Monthly model updates for 6 months
Most Popular

Enterprise

Full private AI infrastructure with redundancy and SLA

$25,000+one-time
  • Multi-GPU or redundant hardware setup
  • Multiple fine-tuned models per department
  • Custom API for integration with your apps
  • Automated backup and failover
  • Compliance documentation (HIPAA, SOX)
  • Dedicated engineer
  • Quarterly model retraining
  • SLA with uptime guarantees
Talk to Us

These are one-time project builds, priced per engagement. If you would rather pay monthly for an ongoing managed service, see plan pricing. All engagements include a free consultation call. Custom solutions available. Talk to us.

Private AI & Custom LLM Training FAQ

Common questions about our private ai & custom llm training services.

What hardware do I need?

For a small team (1-5 users), a Mac Mini M4 Pro at around $1,600 runs capable models. For larger teams or higher quality models, a Mac Studio handles 20+ concurrent users. We handle all procurement and setup.

How does the quality compare to ChatGPT or Claude?

For general conversation, cloud models are still ahead. But for your specific domain, a fine-tuned local model often outperforms them because it knows your business, your formats, and your terminology. We also set up hybrid configurations where sensitive tasks run locally and general tasks use cloud APIs.

Is this really HIPAA compliant?

Yes. When AI runs on hardware you control, inside your facility, with no external data transmission, you maintain full compliance. No BAAs with third parties needed. We provide compliance documentation for your records.

What if the hardware fails?

We set up automated backups of your models and configurations. If hardware fails, we can restore to replacement hardware within hours. For mission-critical deployments, we configure redundant setups.

Can I still use cloud AI for non-sensitive tasks?

Absolutely. Most clients run a hybrid setup: private AI for patient records, case files, or financial data, and cloud APIs for marketing, general Q&A, and non-sensitive workflows. We configure routing so the right data goes to the right model.

Ready?

Put AI to Work for You.

Call now and talk to Aria, our AI strategist, or book a free 30-minute assessment.

Aria picks up instantly · 24/7 · Free assessment · 30-day guarantee