Levitation Logo

Enterprise AI

Production LLM systems, agents, and RAG that actually ship.

Deep technical guides on deploying large language models, building production-grade RAG, and orchestrating AI agents inside the enterprise. Written for the engineering leaders responsible for shipping AI that holds up under load, audit, and budget.

Written for:CTOVP EngineeringHead of AIPrincipal Engineer

All Enterprise AI insights (21)

Explore Enterprise AI services
Jalapeño Just Made Your GPU Roadmap a Liability

Jalapeño Just Made Your GPU Roadmap a Liability

Jalapeño just exposed flaws in every legacy GPU roadmap. Custom AI silicon is reshaping inference - adapt your hardware strategy now.

The One Microsoft AI Cost Step Your Compliance Team Will Reject

The One Microsoft AI Cost Step Your Compliance Team Will Reject

One Microsoft AI cost optimization step triggers enterprise compliance pushback. The FinOps move auditors reject and 3 fixes that pass review.

Your Eval Tests 200 Prompts. Production Hits 200,000.

Your Eval Tests 200 Prompts. Production Hits 200,000.

200 test prompts can't predict 200,000 production behaviors. Close your LLM evaluation coverage gap before users find breaking points.

Your Plant's AI Won't Fail at Inference. It'll Fail at the Sensor.

Your Plant's AI Won't Fail at Inference. It'll Fail at the Sensor.

Most industrial AI failure starts at the sensor, not inference. Poor IT/OT convergence and sensor integration create hidden safety gaps. Fix them first.

We Tracked LLM Costs From 100K to 100M Tokens. The Curve Is Brutal

We Tracked LLM Costs From 100K to 100M Tokens. The Curve Is Brutal

100K to 100M tokens: LLM inference cost scales brutally. See real data on per-token pricing, serving cost spikes, and how to cut production LLM cost.

Why OpenAI's 800M-User PostgreSQL Move Should Terrify Your CFO

Why OpenAI's 800M-User PostgreSQL Move Should Terrify Your CFO

OpenAI runs PostgreSQL at 800M-user scale-and your AI infrastructure cost model is probably broken. Three moves CFOs are making now.

Why Your Quantized LLM Is a Compliance Risk You Can't Audit

Why Your Quantized LLM Is a Compliance Risk You Can't Audit

Quantized LLMs cut inference costs but create black-box compliance gaps regulators can't trace. Here's the audit risk and how to fix it.

Why Your Healthcare LLM Will Fail Its First HIPAA Audit

Why Your Healthcare LLM Will Fail Its First HIPAA Audit

Healthcare LLMs fail HIPAA audits over PHI leaks, missing BAAs, and weak audit logs. Close these governance gaps before regulators find them first.

Why Your LLM Evals Approve Models That Fail

Why Your LLM Evals Approve Models That Fail

Your LLM evaluation pipeline approves models that fail in production. 7 gaps in scoring, ground truth, and metrics you must fix now.

Your AI Agent Stack Is Secretly Violating Rules

Your AI Agent Stack Is Secretly Violating Rules

Your AI agent stack may be breaching compliance rules, risking legal penalties and data breaches for your enterprise.

Serverless AI Inference Slashes Indian Data-Center Energy Use

Serverless AI Inference Slashes Indian Data-Center Energy Use

Cut energy use by up to 40% with serverless AI inference in Indian data centers.

Why GraphRAG Is Burning Your Cloud Credits

Why GraphRAG Is Burning Your Cloud Credits

Cut $10k/month cloud spend by optimizing GraphRAG deployment-learn cost‑saving tactics for enterprise AI and knowledge graphs.

KEDA Autoscaling Is Bleeding Your GPU Budget

KEDA Autoscaling Is Bleeding Your GPU Budget

Save up to 30% of GPU costs by correcting KEDA autoscaling settings that over‑provision inference pods.

RAG Is a Stopgap, Not a Scalable AI Architecture

RAG Is a Stopgap, Not a Scalable AI Architecture

Stop relying on RAG architecture as a long‑term solution-learn why it's a stopgap and how to build truly scalable AI.

Green AI Is Costing You More Than You Think

Green AI Is Costing You More Than You Think

Your green AI strategy adds hidden energy bills, raising data center costs by up to 30%-learn how to cut waste and boost efficiency.

Open-Source Agent Toolkits Threaten Your Compliance

Open-Source Agent Toolkits Threaten Your Compliance

Discover how open-source AI agent toolkits can expose your enterprise to compliance breaches and what to do to protect your data.

Why Scaling RAG on Kubernetes Wastes GPU Budgets

Why Scaling RAG on Kubernetes Wastes GPU Budgets

Discover how scaling Retrieval‑Augmented Generation on Kubernetes can drain GPU budgets and learn cost‑saving strategies with Karpenter autoscaling.

Open-Source AI Agents Are Draining Your Cloud Budget

Open-Source AI Agents Are Draining Your Cloud Budget

Discover how open source AI agents are inflating cloud costs and learn strategies to optimize your budget and enforce enterprise AI governance.

AI-Powered Cyber Attacks: How Hackers Are Using LLMs to Scale Threats

AI-Powered Cyber Attacks: How Hackers Are Using LLMs to Scale Threats

Discover how hackers exploit large language models to launch AI-powered cyber attacks and what defenses you need to stay ahead.

Why LLM Auto-Scaling Is Bleeding Money & Breaking Compliance

Why LLM Auto-Scaling Is Bleeding Money & Breaking Compliance

Discover how unchecked LLM auto-scaling drives soaring inference costs and risks compliance, and learn strategies to optimize cloud spend.

What Happens When Your AI Actually Understands You? The Rise of Emotionally Tuned LLMs

What Happens When Your AI Actually Understands You? The Rise of Emotionally Tuned LLMs

Discover how emotionally tuned LLMs are transforming AI into empathetic listeners that truly understand human feelings and intent.