Automation ROI Dashboard

Real impact from
real systems

Measurable time, cost, and token savings derived from 10+ production systems. Every number backed by code.

~0h
Hours saved / month
$0.0K
Cumulative savings
0+
Systems shipped
Key Metrics

Optimization highlights

API Cost Reduction
97%
$108/mo to $3/mo
Training Design Time
96%
8 hours to 20 minutes
Token Cost Savings
40-50%
Thinking budget optimization
Drive Audit Speed
10-20x
3-5 hrs to minutes
Task Rollout
93%
30 min to 2 min
File Read Tokens
99%
35,000 to 300 lines
Financials

Where the savings come from

Cumulative Cost Savings
Oct 2025 -- Apr 2026
Infrastructure Cost: Before vs After
Monthly spend comparison
Monthly Hours Saved by Project
Estimated recurring time savings
Time per Task: Before vs After
Minutes per operation
AI Efficiency

Token optimization techniques

TechniqueSavingsHow it worksApplied to
Thinking Budget Control40-50%Disabled thinking tokens on structured JSON callsJob Agent, AI Orchestrator
Transcript Trimming8-25K tokens/callCapped document reads at 20K chars, video transcripts at reasonable limitsAI Orchestrator
Lazy KB Loading200MB memoryChromaDB loaded on first query, not at startupAI Orchestrator
Cached Digest30-60s per requestFirestore-cached action digest, refreshed every 30 minAI Chat Bot
Model Downgrade97% costFlash produces identical quality at 1/4 price, 3x fasterAI Orchestrator, Job Agent
Smart File Read99% tokensServer-side regex search returns only matching sections, never entire filesMulti-Agent Orchestrator
Headline Caching15x fewer requestsNews headlines cached 15 min between 60s trading ticksCrypto Trading Agent
Zero-Cost AI Routing100% costOpenRouter free tier handles routine tasks, Claude reserved for complex workPrivate AI Gateway
Projects

Impact per system

L&D Automation
AI Training Content Generator
8 hrs to 20 min
~92h/mo saved · 3x/week
AI Agent Platform
Multi-Agent Orchestrator
17 MCP tools, 3 agents
~80h/mo saved · 40x/week
AI Infrastructure
Private AI Gateway
Zero-cost AI routing
~67h/mo saved · 168x/week
AI Agent Platform
Command Center Dashboard
6 sources, 1 view
~40h/mo saved · 20x/week
AI Assistant
AI Chat Bot (Google Chat)
18 tools, instant
~30h/mo saved · 30x/week
Risk Monitoring
Financial Monitor
9 rules, 5 cron jobs
~28h/mo saved · 28x/week
SaaS Platform
Job Agent
AI proposals in 2 min
~23h/mo saved · 15x/week
Automation
n8n Workflow Orchestrator
11 production flows
~20h/mo saved · 5x/week
Autonomous Trading
Crypto Trading Agent
Tiered AI sentiment
~20h/mo saved · 10x/week
Token Optimization
Smart File Read
99% token reduction
~20h/mo saved · 50x/week
Workflow Automation
Training Rollout System
30 min to 2 min
~18.7h/mo saved · 10x/week
Infrastructure
Self-Hosted Mail Server
MTA-STS enforce mode
~7h/mo saved · 7x/week
Methodology

The optimization playbook

01
Model Selection
Match model capability to task complexity. Flash for structured output, Pro only when reasoning depth is critical. 3x faster, 97% cheaper.
02
Token Budget Control
Disable thinking tokens on deterministic tasks. Cap input lengths. Trim transcripts before sending. Saves 40-50% on output tokens.
03
Caching & Lazy Loading
Cache expensive computations in Firestore. Load ChromaDB on first query, not at startup. 200MB memory saved, instant responses.
04
Code-Level Enforcement
Enforce limits in code, not prompts. Deterministic truncation, output validation, bounded pagination. Predictable cost, zero drift.