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AI Cost Intelligence Platform

SENTINEL

AI Cost Intelligence & GPU Economics Engine

Every token tracked. Every GPU accounted for. Every model profitable.

Token Economics detected 34% prompt bloat in GPT-4o chat pipeline2s ago

The AI Cost Crisis

AI spend is exploding. Visibility is not.

📉
0%

of enterprises managing AI spend manually

💰
$0B

AI infrastructure spend (2025)

🔥
0%

average AI compute waste

🚫
Zero

purpose-built AI cost intelligence tools

8-System Architecture

Purpose-Built for AI Economics

From token-level cost tracking to GPU fleet management, SENTINEL provides complete visibility into your AI infrastructure economics.

🪙01

Token Economics

Per-token cost tracking, prompt optimization, and input/output ratio analysis

Cost Per TokenPrompt Bloat DetectionI/O Ratio AnalysisToken VelocityPricing Comparison
🖥️02

GPU Economics

GPU utilization monitoring, idle instance detection, and compute cost optimization

GPU UtilizationIdle DetectionInstance Right-SizingSpot vs On-DemandTraining Cost Tracking
📊03

Model Profiler

Quality-adjusted cost scoring across providers and models

Quality/Cost RatioLatency BenchmarksProvider ComparisonModel Migration PathsEfficiency Scoring
🔮04

Inference Forecast

AI spend prediction with confidence intervals and growth modeling

30/60/90-Day ForecastsToken Growth CurvesBudget ProjectionsSeasonal PatternsConfidence Scoring
🛡️05

AI Budget Guardian

Real-time budget monitoring with alerts and automated guardrails

Budget AlertsSpend CapsTeam QuotasAnomaly DetectionThreshold Automation
🧪06

Training Lab

Fine-tuning cost tracking, experiment management, and training ROI analysis

Training CostsExperiment TrackingCheckpoint EconomicsData Pipeline CostsROI per Model
🔍07

AI Waste Detection

Identify over-provisioned models, redundant calls, and optimization opportunities

Over-Provisioned ModelsRedundant API CallsPrompt BloatIdle ResourcesCache Opportunities
📋08

Reports & Export

Comprehensive AI cost reporting with executive summaries and CSV export

Executive DashboardTeam ReportsProvider ReportsTrend AnalysisCSV Export

How It Works

From Raw Usage Data to Actionable Intelligence

📤
STEP 01

Upload

Drop your AI billing CSV from OpenAI, Anthropic, Google, AWS Bedrock, or any provider. Auto-detected format parsing.

STEP 02

Analyze

Instant analysis across token economics, model efficiency, GPU utilization, and waste detection. Zero configuration.

🎯
STEP 03

Optimize

Actionable recommendations for model routing, prompt optimization, GPU right-sizing, and cost reduction.

📈
STEP 04

Forecast

ML-powered spend forecasting with confidence intervals. Plan budgets with 30/60/90-day projections.

Capabilities

What SENTINEL Reveals

Token-Level Cost Attribution

  • Per-request cost tracking across all providers
  • Input vs output token cost breakdown
  • Prompt bloat detection with optimization recommendations
  • Token velocity trends and growth projections

GPU Fleet Economics

  • Real-time GPU utilization monitoring
  • Idle instance detection with cost impact
  • Training vs inference cost separation
  • Spot instance optimization opportunities

Multi-Provider Intelligence

  • Unified view across OpenAI, Anthropic, Google, AWS
  • Quality-adjusted cost comparison per model
  • Provider concentration risk scoring
  • Model migration impact analysis

Predictive Cost Management

  • 30/60/90-day spend forecasting with confidence
  • Anomaly detection with severity scoring
  • Budget breach probability estimation
  • Seasonal pattern recognition

Universal Compatibility

Every Provider. Every Model. One Dashboard.

OpenAI

GPT-4o, GPT-4o-mini, GPT-4 Turbo

Anthropic

Claude Opus, Sonnet, Haiku

Google

Gemini Pro, Flash, Ultra

AWS Bedrock

Claude, Llama, Titan

Azure OpenAI

GPT-4, GPT-3.5, Embeddings

Cohere

Command R, R+, Embed

Mistral

Large, Small, Mixtral

Self-Hosted

Llama, Mistral, Custom

Stop guessing what AI costs.

Upload your first CSV and get complete AI cost intelligence in seconds. No signup required. No data leaves your browser.

Launch SENTINEL Dashboard

Client-side analysis · Zero data transmission · Instant results

AGENTAAS OS · SENTINEL ARCHITECTURE · IFO4