Azure OpenAI AlternativePrivate AI Without Per-Token Pricing
Azure OpenAI charges $0.01-$0.06 per 1,000 tokens. Your data still runs through Microsoft infrastructure. Model selection is limited. PTG builds private AI that matches GPT-4 quality at a fraction of the cost.
Why Businesses Leave Azure OpenAI
Per-token pricing, Microsoft dependency, limited models, and data that still runs on someone else's hardware.
Predictable Costs
Azure charges per token. 100M tokens/month costs $1M-$6M annually. Private AI runs on hardware you own with unlimited use after a one-time deployment cost.
True Data Privacy
Even Azure's "private endpoint" processes data on Microsoft-managed infrastructure. A true private deployment means models on servers you physically control.
Model Freedom
Azure limits you to GPT-4 and select OpenAI models. Private AI gives access to Llama 3.1, Mistral, DeepSeek, Qwen, and hundreds of specialized models. Switch in minutes.
No Microsoft Dependency
No Azure subscription. No Azure AD. No Azure networking. Open-source models are portable. Deploy on any hardware without rewriting integrations.
PTG Private AI vs. Azure OpenAI
Per-Token Billing
$0.01-$0.06 per 1K tokens. Costs difficult to forecast. Surprise invoices at scale.
Microsoft Infrastructure
Data transits Microsoft network even with private endpoints. Third-party risk for CMMC/HIPAA auditors.
Vendor Lock-In
Azure SDKs, Azure AD, Azure VNets. Switching means rebuilding integrations from scratch.
One-Time Build, Unlimited Use
Fixed cost. No per-token charges. Cost per query drops the more you use it.
Your Servers Only
Zero cloud dependency. No data transits Microsoft or OpenAI at any point. Full audit control.
Zero Lock-In
Open-source models are portable. Deploy anywhere. Move between environments without code changes.
How We Replace Azure OpenAI
Assess Current Azure Workloads
Select Equivalent Open-Source Models
Deploy on Your Infrastructure
Migrate Integrations
Add Fine-Tuning and RAG
Ongoing Optimization
Frequently Asked Questions
Can open-source models match GPT-4 quality?
Yes. Llama 3.1 405B matches GPT-4 on most enterprise benchmarks. Mistral Large and DeepSeek-V3 deliver comparable performance for reasoning and code. Fine-tuned on your data, they outperform generic cloud models on your tasks.
How much do we save vs. Azure OpenAI?
Organizations processing 100M+ tokens/month save 70-90% with private AI. One-time deployment cost vs. recurring per-token charges. The more you use it, the greater the savings.
What about compliance (CMMC, HIPAA)?
Can we still use RAG and fine-tuning?
Yes. Full RAG integration with your document library plus fine-tuning on proprietary data. More customization than Azure OpenAI offers, with complete control over the pipeline.
How long does migration take?
A typical migration from Azure OpenAI to private infrastructure takes 4-8 weeks. We handle model selection, deployment, integration migration, and compliance documentation.
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Ready to Replace Azure OpenAI?
Same AI capabilities. No per-token pricing. No Microsoft dependency. Complete data sovereignty.