AI Cost (FinOps)
Control and optimize your AI spending with comprehensive Cost (FinOps) capabilities. Cost is the primary indicator and measurable outcome of FinOps - providing visibility, allocation, optimization, and accountability for your AI investments.
What is AI Cost (FinOps)?
Cost (FinOps) for AI helps organizations achieve cost visibility, allocation, optimization, and accountability:
- Track every dollar spent on AI operations
- Attribute costs to customers, teams, or products
- Optimize spending through data-driven decisions
- Forecast future costs and budget accordingly
- Maximize ROI on AI investments
Key Capabilities
1. Real-Time Cost Tracking
See costs as they happen:
typescript
// View current spending
const costs = await ants.finops.getCurrentCosts()
console.log(`Today: $${costs.today}`)
console.log(`This month: $${costs.month}`)
console.log(`Rate: $${costs.hourlyRate}/hour`)
2. Cost Attribution
Know who's driving costs:
python
# Cost by customer
customer_costs = ants.finops.get_costs(
group_by='customer_id',
period='last_30_days'
)
for customer in customer_costs:
print(f"{customer.name}: ${customer.cost}")
print(f" Queries: {customer.query_count}")
print(f" Avg cost/query: ${customer.avg_cost}")
3. Budget Management
Set limits and get alerts:
typescript
await ants.finops.createBudget({
name: 'Q4 AI Budget',
amount: 10000,
period: 'quarterly',
alerts: [
{ at: 7000, notify: ['slack', 'email'] },
{ at: 9000, notify: ['slack', 'email', 'pagerduty'] }
]
})
4. ROI Analytics
Measure business impact:
python
roi = ants.finops.calculate_roi(
costs=5000,
revenue=25000,
period='month'
)
print(f"ROI: {roi.percentage}%")
print(f"Payback period: {roi.payback_days} days")
print(f"Cost per conversion: ${roi.cost_per_conversion}")
Cost Breakdown
What Drives Costs?
Cost Per Operation
typescript
// Detailed cost breakdown
const breakdown = await ants.finops.getCostBreakdown({
agent: 'customer-support',
period: 'last_7_days'
})
console.log('Cost per operation:')
console.log(` Classification: $${breakdown.classification}`)
console.log(` Retrieval: $${breakdown.retrieval}`)
console.log(` Generation: $${breakdown.generation}`)
console.log(` Total: $${breakdown.total}`)
Optimization Strategies
1. Model Selection
Use the right model for the job:
python
# Expensive
gpt4_cost = ants.finops.estimate_cost(
model='gpt-4',
tokens=1000
) # $0.03
# More economical
gpt35_cost = ants.finops.estimate_cost(
model='gpt-3.5-turbo',
tokens=1000
) # $0.002
# Savings: 93%
2. Response Caching
Eliminate redundant calls:
typescript
// Without caching
const cost1 = await processQuery("What is AI?") // $0.03
const cost2 = await processQuery("What is AI?") // $0.03 again!
// With caching
ants.cache.enable()
const cost1 = await processQuery("What is AI?") // $0.03
const cost2 = await processQuery("What is AI?") // $0.00 (cached)
// Savings: 50% for repeated queries
3. Prompt Optimization
Shorter prompts = lower costs:
python
# Long prompt (inefficient)
prompt = f"""
You are a helpful assistant. Please help the user.
Context: {context} # 5000 tokens
User question: {question}
Please provide a detailed answer.
"""
# Cost: $0.15
# Optimized prompt
prompt = f"Context: {summarize(context)}\\nQ: {question}" # 500 tokens
# Cost: $0.015
# Savings: 90%
4. Smart Sampling
Don't track everything:
typescript
// Sample strategically
const shouldTrace = (request) => {
// Always track errors
if (request.error) return true
// Always track premium users
if (request.userTier === 'enterprise') return true
// Sample 10% of free tier
return Math.random() < 0.1
}
Cost Dashboards
Real-Time View
Trends
typescript
// Get cost trends
const trends = await ants.finops.getTrends({
period: 'last_90_days',
granularity: 'daily'
})
trends.forEach(day => {
console.log(`${day.date}: $${day.cost}`)
})
Alerting
Budget Alerts
python
# Set up alerts
ants.finops.create_alert({
'name': 'Monthly budget warning',
'type': 'budget',
'threshold': 0.8, # 80% of budget
'channels': ['email', 'slack']
})
ants.finops.create_alert({
'name': 'Anomaly detection',
'type': 'anomaly',
'sensitivity': 'high',
'channels': ['slack', 'pagerduty']
})
Cost Spike Detection
typescript
// Automatic anomaly detection
ants.finops.enableAnomalyDetection({
baseline: 'last_7_days',
threshold: 2.0, // 2x normal
minSpend: 100 // Only alert if > $100
})
Reporting
Monthly Reports
python
# Generate cost report
report = ants.finops.generate_report(
period='october_2025',
include=['costs', 'trends', 'recommendations']
)
# Export to PDF
report.export('october_2025_costs.pdf')
# Email to team
report.email(['finance@company.com'])
Custom Reports
typescript
const report = await ants.finops.createCustomReport({
name: 'Executive Summary',
sections: [
'total_costs',
'cost_by_team',
'roi_metrics',
'optimization_opportunities'
],
format: 'pdf',
schedule: 'monthly'
})
Best Practices
1. Tag Everything
python
trace = ants.trace.create(
name='query',
metadata={
'customer_id': 'cust_123',
'team': 'sales',
'product': 'chatbot',
'environment': 'production'
}
)
2. Set Budgets
typescript
// Team budgets
await ants.finops.createBudget({
team: 'engineering',
amount: 5000,
period: 'monthly'
})
3. Review Weekly
python
# Weekly review
weekly = ants.finops.get_weekly_summary()
print(f"This week: ${weekly.current}")
print(f"Last week: ${weekly.previous}")
print(f"Change: {weekly.percent_change}%")
4. Optimize Continuously
typescript
// Get recommendations
const recs = await ants.finops.getOptimizations()
recs.forEach(rec => {
console.log(`${rec.title}: Save $${rec.savings}/month`)
console.log(`Action: ${rec.action}`)
})
Integration with Billing
Connect to Stripe
python
# Sync costs to Stripe
ants.finops.configure_billing({
'provider': 'stripe',
'api_key': os.getenv('STRIPE_API_KEY'),
'pass_through': True, # Bill customers directly
'markup': 1.2 # 20% markup
})
Usage-Based Pricing
typescript
// Charge customers based on AI usage
await ants.finops.enableUsageBilling({
pricePerToken: 0.00001,
minimumCharge: 5.00,
billingCycle: 'monthly'
})
Next Steps
- Budget Management - Detailed budget setup
- ROI Analytics - Measure business impact
- Cost Optimization - Reduce spending