
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.
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.
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.
Benefits of Our Private AI & Custom LLM Training Services
How Our Private AI & Custom LLM Training Process Works
A proven process for delivering exceptional results.
Week-by-Week Implementation Timeline
A clear roadmap from kickoff to launch, so you know exactly what to expect.
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
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
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
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
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 serveTools & Technology We Use
Industry-leading tools and platforms for maximum results
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.
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
- 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
Growth
Multi-user deployment with custom fine-tuning
- 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
Enterprise
Full private AI infrastructure with redundancy and SLA
- 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
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.
Private AI & Custom LLM Training for Every Industry
We deliver private ai & custom llm training results across diverse industries.
Learn More About Private AI & Custom LLM Training
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