Enterprise AI Solutions

What We Build and How It Works

Every engagement starts with understanding your business. The technology is the means — not the goal.

Custom Agents
Purpose-built AI
MCP Servers
Secure integration
Multi-Agent
Complex orchestration
LLM Fine-Tuning
Train on your data
Enterprise
Support & engineers

Our AI Solutions

Enterprise-grade solutions built with production reliability, security, and scalability.

Custom AI Agents

Most AI tools are generic. A custom agent is built around your specific workflows — it knows your domain, speaks your language, and takes action inside your systems.

Capabilities

Domain-specific training for your industry
Autonomous task execution with human-in-the-loop
Seamless integration with existing systems
Continuous learning from interactions

Use Cases

Customer service automation
Document processing
Data extraction
Research synthesis
Workflow orchestration
ClaudeGPT-4Custom LLMsRAGVector DBs
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MCP Servers

Your AI needs to talk to your existing tools — your CRM, your database, your APIs. MCP servers make that happen securely, with full audit trails.

Capabilities

MCP 2025-11-25 specification compliance
OAuth 2.1 + DPoP enterprise security
Multi-tenant architecture with isolation
Multiple transport protocols

Use Cases

Secure API access for AI
Tool integration
Knowledge base access
System automation
Third-party services
RustTurboMCPOAuth 2.1DPoPWebSocket
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Multi-Agent Systems

Some problems are too complex for a single AI agent. Multi-agent systems deploy teams of specialized agents that coordinate like a well-run team — at machine speed.

Capabilities

Hierarchical agent delegation
Parallel task execution
Inter-agent coordination
Scalable enterprise architecture

Use Cases

Complex research projects
Business process automation
Code review & development
Data pipelines
Decision support
Agent SDKTask OrchestrationMessage QueuesKubernetes
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LLM Fine-Tuning

Off-the-shelf models are trained on the internet — not your industry. Fine-tuning adapts a model to your proprietary data while keeping it entirely under your control.

Capabilities

LoRA, QLoRA, DoRA fine-tuning
GRPO/DAPO reasoning training
Knowledge distillation
20+ supported architectures

Use Cases

Domain-specific model adaptation
On-premises training
Reasoning improvement
Edge deployment
Custom assistants
PMetalRustApple SiliconNVIDIA CUDAMLX
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Your Data. Your AI. Your Advantage.

Why Epistates

We don't just build AI — we give you ownership of it. On-premises, private, and cost-effective.

On-Premises Deployment

Run AI entirely on your infrastructure. No cloud dependency, no data leaving your network. Full control over your AI stack.

Own Your AI

Your models, your data, your competitive advantage. No vendor lock-in, no per-token API fees, no third-party access to your proprietary intelligence.

Cost of Electricity

Once deployed, your AI runs at the cost of electricity. No per-call pricing, no usage tiers, no surprise bills. Predictable costs that scale with your hardware, not your usage.

Enterprise Security

SOC 2 compliant. End-to-end encryption. Full audit trails. Your data is protected by the same security standards trusted by regulated industries.

Weeks, Not Months

Our structured process goes from discovery to production deployment in weeks. You see working demos along the way, not just slide decks.

Open Source Foundation

Built on our production-tested open source tools — TurboMCP, PMetal, TurboVault. Battle-tested by the community, hardened for enterprise.

How We Work

A structured approach from discovery to deployment.

1

Discovery

We map your workflows, identify high-impact AI opportunities, and build your ROI case.

  • Process mapping
  • Opportunity assessment
  • ROI analysis
  • Technical requirements
2

Design

Architecture design including agent capabilities, integrations, security, and deployment strategy.

  • Solution architecture
  • Agent specifications
  • Integration plan
  • Security framework
3

Build

Iterative development with regular demos. We build, test, and refine until it exceeds expectations.

  • Working agents
  • Integrations
  • Test suites
  • Documentation
4

Deploy

Production deployment with monitoring, support, and knowledge transfer to your team.

  • Production system
  • Monitoring
  • Runbooks
  • Team training

Common Questions

Straight answers to the things people ask before reaching out.

What if we're not sure what AI can do for us?

That's exactly what the free strategy session is for. We map your workflows, identify the highest-ROI opportunities, and give you a concrete picture of what's possible — before you spend anything.

How long does implementation take?

Most projects go from concept to production in weeks, not months. Our structured Discovery → Design → Build → Deploy process is designed for speed without cutting corners.

Is our data safe?

Yes. Enterprise-grade security with SOC 2 compliance, end-to-end encryption, and full audit trails. For LLM fine-tuning, your data never leaves your hardware — we train entirely on-premises.

Do we need a big team to maintain this?

No. We design solutions that run autonomously with minimal oversight. We provide monitoring dashboards, runbooks, and ongoing support so your existing team can manage everything.

What if we need ongoing support after launch?

We offer Enterprise tiers with SLA-backed support, continuous maintenance, model retraining, and forward-deployed engineers who embed directly with your team. You can start with a one-time build and upgrade anytime.

What does "forward-deployed engineers" mean?

Our engineers join your team — attending your standups, working in your codebase, using your tools. They're functionally part of your organization with specialized AI expertise, on-site or remote, full-time or part-time.

Ready to See What AI Can Do For Your Business?

Book a free strategy session. We'll map your workflows, identify opportunities, and show you exactly what we'd build.

Schedule Your Free Strategy Session
Free consultationResponse within 2 hoursNDA availableNo commitment