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AI Automation Workflow Simulator & Latency-Cost Architect

Multi-Step LLM DAG Visualizer, Schema Inspector & Cost Benchmark
DAG Execution Flow & Telemetry
System Ready
250/day
Total Latency
1335 ms
P95 ~1480ms
Cost / Single Run
$0.000385
Tokens & Webhooks
Daily API Budget
$0.09625
$2.89 / month
Human Hours Saved
31.25 hrs
Monthly manual equivalent
Success Rate
98.40%
Schema validation pass
Simulated Automation Bottleneck & Analysis
Primary Bottleneck: JSON Schema Extraction (850ms, 1200 in / 350 out tokens). Overall pipeline execution completed with 98.40% schema validity under gpt-4o-mini.
✓ JSON Schema Validation Passed (100% compliant) 

          

          

            
            

          

        


        
        

          

            Monte Carlo simulation accounts for token count variance (±25%), network latency jitter (15ms - 120ms RTT), retry loops, and fallbacks.
          


          

            

              Simulated Volume:
              250 runs/day (7,500/mo)
            

            

              Estimated Manual Labor Cost:
              $1,250.00 / month
            

            

              Simulated LLM & API Cost:
              $2.89 / month
            

            

              Net Monthly Savings:
              $1,247.11 / mo (99.7% savings)
            

          

        


      

    


  


  
  


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