Tutorials ASP.NET Core with Agentic AI Tutorial
AI Cost Optimization — Complete Guide
AI Cost Optimization — Complete Guide: free step-by-step lesson with examples, common mistakes, and interview tips — part of ASP.NET Core with Agentic AI Tutorial on Toolliyo Academy.
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ASP.NET Core with Agentic AI Tutorial · Lesson 69 of 100
AI Cost Optimization
AI basics ✓ → Agents
Agents · 2 — Build · ~10 min · Module 7: Cloud-Native AI and DevOps
What is this?
AI cost optimization reduces spend via model routing, caching embeddings, batching, and token limits. AgentNest routes simple CRM tasks to mini models and caches frequent RAG queries.
Why should you care?
Azure OpenAI invoice grows linearly with tenants — finance expects unit economics per copilot interaction.
See it live — copy this example
Paste into an ASP.NET Core 8+ / AgentNest project, then run with dotnet run (set your API keys in user-secrets).
// AgentNest.Cost/ModelRouter.cs
public sealed class ModelRouter(IChatClient mini, IChatClient full)
{
public IChatClient Pick(string feature, int complexityScore) =>
feature switch
{
"crm.tag" => mini,
"erp.variance" when complexityScore < 3 => mini,
_ => full
};
}
What happened?
- ModelRouter sends low-risk CRM tagging to gpt-4o-mini and reserves full model for complex ERP variance analysis.
- Follow the steps below — typing the code yourself is the fastest way to learn.
Practice next
- Tag each agent call with feature name for cost allocation.
- Cache embedding vectors for unchanged KB chunks.
- Set MaxOutputTokens per endpoint aggressively.
- Add semantic cache keyed by question embedding similarity.
- Batch CRM tagging jobs off-peak with reserved capacity.
Remember
Route requests to right-sized models per feature. Cache embeddings and frequent RAG answers. Track cost per tenant from usage tables.
FinOps review
OpenAI bill doubles after CRM launch.
Outcome: ModelRouter and embedding cache cut blended cost per interaction 40%.
Interview prep for this lesson
Practice these questions aloud after reading—each links to a full structured answer.
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