# AI Agent Optimization

Sedai brings governance, observability, and intelligent model routing to every LLM call — one import, no code rewrites.

## Take Control of Your AI Spend

Sedai for AI Agent Optimization brings governance, observability, and intelligent routing to every LLM call, without a single line of rewritten code.

## One Platform.  
Optimize Everything.

Most tools address one layer — infrastructure, observability, or routing. Sedai covers the full stack. Cloud optimization, agent governance, and intelligent model routing, unified in a single platform.

## Four Capabilities. One SDK.

Managing LLM usage across teams and providers is its own operational challenge. Sedai closes the gap.

### Observability

Real-time cost, token, and latency visibility consolidated across every provider, project, and model.

### Governance

Org and project-level model access policies with automatic fallback routing, enforced without developer self-governance.

### Reliability

Automatic retries, cross-provider fallbacks, and load balancing. Built in. Configured once.

### Smart Routing

AI-powered routing trained on your actual production traffic, not public benchmarks. Continuously adapts as models change.

## The Right Model for Every Prompt, Automatically

New models ship every week. A choice that was optimal last quarter may cost twice as much, or score lower on accuracy, today. Sedai's Smart Routing is built on your actual queries, not someone else's dataset.

**Traffic-Aware Routing Groups**. Sedai auto-clusters production prompts into distinct groups by domain and task type. Each group gets its own model set and optimization preference.

**Pareto-Optimal Model Selection**. Every candidate model is tested on every routing group for accuracy, cost, and latency. You choose the trade-off that fits your product.

**Manual and Auto Modes**. Manual gives you full control over groups, models, and evaluators. Auto handles everything end-to-end. No code changes in either mode.

## AI Agent Cost & Efficiency Intelligence

Most tools show you where AI spend goes. Sedai knows why it's happening and fixes it for you.

### Actionable LLM Cost Visibility

See exactly where LLM spend lives across every provider, team, and project, and how optimization reduces cost over time. Sedai turns fragmented usage data into actions for measurable, ongoing savings.

### The Right Model at the Right Cost

Stop paying for more model than you need. Sedai continuously matches each agent to the optimal model for its actual workload, balancing accuracy, latency, and cost without manual benchmarking.

### Waste Detection Across Every Agent

Find inefficiencies hiding across your agent fleet — stale model choices, over-provisioned calls, unattributed spend. Sedai surfaces them and routes around them automatically.

“By having Sedai in place, we’re not just saving money, we’re preventing would-be customer problems before they become an issue.”

— Matt Duren, VP of Engineering // KnowBe4

## How Sedai Optimizes AI Agents

Built on real production behavior, with safeguards at every step.

### Learns Your Traffic

### Decides With Context

### Acts Safely Without Code Changes

## AI Agent Optimization That Delivers

LLM Spend Reduction

Response Accuracy Improvement

Reduced Time Spent on Model Evaluation

## Supported LLM Providers

### OpenAI

### AWS Bedrock

### Vertex AI

### Azure Foundry

## Other Tools Stop at Visibility. Sedai Adds Control.

| Other Solutions | Sedai |
| --- | --- |
| Observability without governance or routing | Governance, observability, reliability, and routing in one platform |
| Cost-focused routing based on static rules | Accuracy- and cost-aware routing trained on your production traffic |
| Gateway-based routing adds 20–40ms per call | SDK-based middleware with sub-millisecond overhead |
| Separate tools for tracing, governance, and routing | One import line covers all four pillars |
| Code rewrites required to change providers | Zero code changes — developers keep working as before |

## One Import Line.

No code rewrites. Two to three week onboarding.  
Full Control Over Every LLM Call.

## FAQs

### What is Sedai for AI Agent Optimization?

A middleware layer that brings governance, observability, reliability, and intelligent model routing to every LLM call — without changing how your agents work.

### Does it require changes to my existing agent code?

No. Sedai intercepts LLM calls transparently through the SDK. No interfaces change, no retry logic needs to be rewritten.

### Which LLM providers does Sedai support?

Currently Sedai supports OpenAI, AWS Bedrock, Vertex AI, and Azure Foundry, with additional providers planned.

### What is Smart Routing and how is it different from other routing tools?

Smart Routing builds custom routers trained on your actual production traffic — not public benchmarks. It clusters prompts into routing groups, tests candidate models across accuracy, cost, and latency, and surfaces the Pareto-optimal set per group. It adapts continuously as the model landscape evolves.

### Does Sedai replace my LLM observability tools like Langfuse or LangSmith?

No — Sedai integrates with both as data sources for Smart Routing. They remain your tracing layer. Sedai adds governance, cost attribution, fallback routing, and model optimization on top.

### How long does implementation take?

Typically two to three weeks from kickoff to live.

### Is this part of the Sedai platform I already use?

Yes. AI Agent Optimization extends the same platform to cover your LLM spend — one vendor, one platform, covering the full stack.