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App Corp
Full-service software engineering
Engineering your experience…
App Corp
Full-service software engineering
Engineering your experience…
Design Your Agent System
Get a practical AI agent architecture based on your requirements. Select components, understand trade-offs, and receive a production-ready architecture plan.
A production AI agent architecture typically includes: LLM inference layer, tool calling framework, memory system, guardrails, observability, and human-in-the-loop controls. The specific components depend on whether you need a single-purpose agent, multi-step reasoning agent, or multi-agent orchestration.
Configure your requirements below to get a personalized estimate.
What tasks should the agent handle?
Choose from tool calling, memory, RAG, multi-step reasoning.
CRM, email, databases, APIs the agent needs to access.
Receive component diagram, technology stack, and implementation guidance.
Multi-agent systems require orchestration, inter-agent communication, and distributed state management
Short-term memory is simple; long-term memory requires vector store and retrieval pipeline
Simple API calls are straightforward; complex tool chains need error recovery and retry logic
Basic content filtering is simple; enterprise guardrails require custom rules and human review workflows
Answers questions from a knowledge base
Dev Cost
$15K–$35K
Timeline
4–8 weeks
Monthly
$200–$800
Automates multi-step business processes
Dev Cost
$40K–$80K
Timeline
8–16 weeks
Monthly
$500–$2,000
Gathers information from multiple sources and synthesizes findings
Dev Cost
$60K–$120K
Timeline
12–20 weeks
Monthly
$1,000–$4,000
Specialized agents collaborating on complex workflows
Dev Cost
$100K–$250K
Timeline
20–40 weeks
Monthly
$2,000–$8,000
Monthly costs for running your agent architecture.
| Cost Item | Range | Notes |
|---|---|---|
| LLM inference | $100–$5,000/mo | Primary cost driver; depends on model and volume |
| Vector database | $50–$500/mo | For agents with memory or RAG |
| Infrastructure | $100–$1,000/mo | Agent runtime, message queues, state management |
| Monitoring | $50–$300/mo | Tracing, logging, alerting |
This planner provides a practical starting point. For a production architecture designed by experienced engineers, schedule a consultation.