AI Infrastructure & Research for the Next Generation of Enterprise AI
IN2PETA helps startups and enterprises build and operate secure, high-performance AI systems—from custom model inference and fine-tuning to private AI gateways and next-generation inference optimization research.
Build AI for Your Business. Keep It Private. Make It Faster.
Enterprise AI shouldn't require sending sensitive data to third-party platforms or accepting inefficient, one-size-fits-all solutions. IN2PETA works with organizations to customize AI models, deploy them within their own infrastructure, secure every request, and optimize inference performance—while continuously researching new techniques to make AI faster and more efficient.
Private VPC Deployment
Workloads deployed directly inside your own secure virtual private cloud (VPC) or on-premises servers.
Custom Inference
Tailored model serving pipelines built from scratch to achieve maximum throughput and minimum response latency.
AI Security Gateway
Centralized proxy routing with in-house PII/PHI detection models to secure every inbound and outbound request.
Optimization Research
Dedicated focus on attention mechanisms, KV-cache, and quantization research to optimize inference performance.
What We Do
EnterpriseAIDeployment&Research
We bridge the gap between cutting-edge AI research and secure, production-grade enterprise deployments.
Custom AI Inference Deployment
Run AI workloads where your business needs them.
We design and deploy custom inference workloads for enterprises and startups, optimized for their models, infrastructure, traffic, latency, and cost requirements. From open-source LLMs to specialized AI models, we help organizations move from experimentation to production-grade inference.
- Custom model deployment
- GPU inference infrastructure
- High-throughput serving
- Low-latency inference
- Model serving optimization
- Auto-scaling & deployment
- Cost & performance optimization
Enterprise Fine-Tuning & Private Model Deployment
Turn your enterprise data into specialized AI.
Generic models don't always understand your business, domain, workflows, or terminology. We fine-tune open-source and foundation models for specific enterprise use cases while keeping sensitive data within controlled environments.
We can also deploy the resulting models directly into your own cloud or on-premises infrastructure, giving your organization greater control over data, models, and AI workloads.
Custom AI Gateway & Enterprise AI Security
Your AI gateway. Your infrastructure. Your control.
We build custom AI gateways that sit between your applications and AI models, providing a centralized layer for routing, security, governance, monitoring, and observability. Our solutions can incorporate in-house PII/PHI detection and protection models, allowing sensitive information to be identified and controlled before it reaches an AI model.
AI Research & Intellectual Property
We don't just deploy AI. We research what comes next.
IN2PETA has a dedicated research focus on LLM training, inference optimization, and next-generation model architectures. We research techniques that reduce training time, inference latency, memory consumption, and computational cost, while improving model efficiency.
Our long-term goal is to develop proprietary technologies and intellectual property that make AI models significantly more efficient to train and deploy.
From AI Research to Enterprise Production
We bring together AI research, model engineering, infrastructure, security, and deployment under one platform. Research → Build → Fine-Tune → Secure → Deploy → Optimize.
Optimization & Architecture Research
- Research novel attention & model architecture designs
- Investigate training and KV-cache optimization opportunities
- Explore model compression & kernel-level enhancements
Inference Pipeline Construction
- Build custom high-throughput model serving pipelines
- Design custom inference workload orchestration layers
- Configure multi-node GPU cluster architecture
Specialized Model Customization
- Audit and prepare domain-specific training datasets
- Conduct SFT, LoRA, and DPO alignment training
- Customize foundation models to enterprise business logic
Governance & Data Protection
- Integrate in-house PII/PHI detection and masking models
- Enforce role-based access control and usage policies
- Configure audit logging, usage monitoring, and compliance logs
Secure Production Rollout
- Deploy custom workloads into private cloud VPC or on-prem
- Set up autoscale thresholds and model serving redundancy
- Configure central API routing and failover mechanics
Throughput & Efficiency Profiling
- Profile kernel execution and memory footprint
- Apply AWQ/GPTQ quantization and model compression
- Continuously update serving infrastructure to reduce GPU cost
Case Studies
AISystemsDeliveringMeasurableBusinessOutcomes
From enterprise healthcare and intelligent automation to AI‑powered operations and connected ecosystems, we build AI systems designed for measurable impact at scale.
Plunge
Deploying low-latency model inference for a real-time smart IoT wellness platform.
JLL
AI-driven property discovery and real estate insights using customized foundation models.
AXA
Secure, high-throughput enterprise AI gateway routing with built-in PII protection at a global scale.
Capabilities Matrix
ExploreOurFullRangeofCapabilities
As requirements change or expand, engagement often extends into complementary technology capabilities. Our work reflects this by supporting multiple initiatives across several technology areas—helping organizations modernize, scale, and accelerate delivery with confidence.
AI Infrastructure & Compute
GPU orchestration and low-latency model serving.
Model Customization & Tuning
Proprietary tuning and model alignment.
AI Security & Gateway
Centralized routing, security, and governance.
Optimization Research
Kernel optimization and model efficiency.
Security & Governance
Enterprise-GradeSecurity&AuditableAutonomy
We engineer agentic AI solutions that operate within strict governance boundaries, satisfying the most rigorous security and compliance parameters of global boards, auditors, and regulators.
HIGH SECURITY STANDARDS.
Governance, data handling, and bias controls—built for strict requirements and secure operations.
Security by Design
- Threat modeling & risk assessment
- Secure architecture & code reviews
- Data encryption in transit & at rest
- Secure SDLC & DevSecOps pipelines
- Vulnerability scanning & pen testing
Data Protection & Privacy
- Data classification & minimization
- Role‑based access control (RBAC)
- PII protection & data masking
- Secure data storage & backup
- Privacy by design principles
Compliance Standards
- SOC 2 Type II Readiness
- ISO 27001:2022 Readiness
- GDPR & CCPA Compliant
- HIPAA Compliant workloads
- COPPA Compliant services
Governance & Assurance
- Security policies & governance
- Regular risk & compliance audits
- Incident response & disaster recovery
- Vendor & third‑party risk management
- Continuous monitoring & improvement
Insights & Ecosystem
AgenticAIInsights&Ecosystem
The partnerships, frameworks, and operational thinking behind every Agentic AI solution & system we ship.
OpenAI Services Partner
Enterprise AI systems built using modern LLM frameworks, orchestration layers, and scalable AI infrastructure. We integrate directly with OpenAI APIs and compute systems to deliver high-availability, low-latency, and highly secure deployments.
THE ENTERPRISE GUIDE TO AI INFRASTRUCTURE
in2peta Research
High-Performance AI Serving & Inference
Download our 42-page technical guide exploring private model deployment, GPU cluster orchestration, custom gateways, and kernel-level latency optimization for mission-critical enterprise workloads.
The Enterprise Guide to AI Infrastructure
Practical frameworks, serving patterns, security gateway governance, and deployment strategies for building production-ready private AI systems. Designed for technical product leaders, infrastructure engineers, and enterprise architects.
Production-Grade Tech Stack
We select and integrate best-in-class models, orchestration frameworks, knowledge layers, and secure infrastructure with production performance in mind.
OpenAI
Model
Claude
Model
Gemini
Model
LangChain
Framework
CrewAI
Agentic
LangGraph
Orchestrator
Pinecone
Vector DB
Postgres
Database
Next.js
Web
FastAPI
API Layer
FAQ
FrequentlyAskedQuestions
Find answers to common questions about our AI infrastructure, private deployments, security gateways, and optimization research.
Still have questions?
Need clarity before moving forward? Speak with our operations team and get direct answers tailored to your business challenges.
Book a consultationBuild Your AI Infrastructure With IN2PETA
Have an AI workload, model, or enterprise use case? Let's explore how we can deploy it, customize it, secure it, and make it faster.