AI & ML

DemandOps

AI-Powered FinOps for Smarter Cloud Spending

A next-generation FinOps platform that brings together AI-driven forecasting, real-time AWS discovery, automated approval workflows, and budget intelligence into one unified system. Transform complex cloud cost data into clear decisions your teams can act on instantly.

Up to 40%

AWS Cost Reduction

Real-Time

Resource Discovery

AI-Native

Forecasting Engine

Automated

Approval Workflows

Up to 40%

AWS Cost Reduction

Real-Time

Resource Discovery

AI-Native

Forecasting Engine

Automated

Approval Workflows

DemandOps Architecture

A modular, cloud-native architecture combining real-time AWS discovery, agentic AI reasoning, structured approval workflows, and unified dashboards.

AWS Discovery

EC2, EBS, RDS, S3, VPCBedrock AI Usage TrackingZero-cost Resource FilteringReal-time Inventory Sync

AI Engine

AWS Bedrock (Claude)Natural Language QueriesMulti-resource Cost EstimationOptimization Scoring

Workflow & Governance

CSV Upload & Cost Computation4-Button Approval SystemBudget Compliance ChecksAutomated Email Notifications

Dashboards & Insights

Streamlit Interactive UIBilling & Tax ModelingTrend Analysis & ForecastingBudget Progress Indicators
Discover & Govern
Observe & Monitor

Key Features

Real-Time AWS Cost Intelligence

Continuously discovers your AWS environment to provide up-to-date cost visibility across Compute, Storage, Network, Database, and AI/ML services.

  • Auto-discovery of EC2, EBS, RDS, VPC, S3 & Bedrock
  • Zero-cost filtering to highlight only impactful resources
  • Categorized views by service type
  • Clear explanations of cost drivers & trends

AI-Powered Forecasting & Planning

Agentic AI that understands natural language cost queries and generates precise predictions — ask questions like "What will 2 EC2 large instances with 20GB storage cost monthly?"

  • Natural language cost estimation queries
  • Multi-resource pricing via AWS Pricing API
  • AI-driven cost breakdowns & recommendations
  • Smart forecasting with confidence scores

Decision Workflows & CSV Automation

Structured approval workflows that improve team collaboration — upload resource plans, get instant cost computation, and route decisions to the right stakeholders.

  • CSV upload for instant resource cost computation
  • Four-button approval: Approve / Optimized / Review / Reject
  • Automated email templates for Finance, DevOps & CTO
  • Optimization suggestions with estimated savings

Unified Cost Dashboards

Every cost metric in one clear interface — current inventory, forecasting results, billing analysis with tax modeling, and team decision tracking.

  • Current usage inventory & resource mapping
  • Forecasting results with detailed breakdowns
  • Billing analysis with tax modeling
  • Team decisions, approvals & optimization impact

Budget Governance & Risk Alerts

Real-time budget monitoring with intelligent alerts for overuse, budget breaches, and high-growth services — giving leaders a single source of truth for cloud financial governance.

  • Real-time budget consumption tracking
  • Historical trend projections
  • Budget-based AI recommendations
  • Risk indicators for overuse & budget breaches

Intelligent Optimization Engine

AI-generated recommendations for right-sizing, Reserved Instance purchases, spot instance usage, and storage class optimization — with estimated savings for every suggestion.

  • Resource right-sizing suggestions
  • Reserved & Spot instance optimization
  • Storage class & lifecycle recommendations
  • Orphaned resource detection & cleanup

How Teams Use DemandOps

1

Executive Cloud Governance

Give CTOs and CFOs clear visibility into cloud spend, savings opportunities, and budget health with AI-driven forecasts and automated reports for faster decision-making.

  • Single-pane cloud spend visibility
  • AI-driven savings recommendations
  • Automated financial reports
  • Budget compliance monitoring
2

DevOps Cost Optimization

Empower cloud engineers with real-time resource discovery, intelligent optimization tips, and automated approval workflows — reducing manual effort and cloud waste.

  • Real-time resource discovery & inventory
  • Right-sizing & spot instance recommendations
  • Automated notification workflows
  • Infrastructure cost tagging & attribution
3

FinOps Team Enablement

Streamline cost governance with detailed AWS service breakdowns, budget compliance checks, and a structured approval pipeline for resource requests.

  • Cost breakdowns across all AWS services
  • Budget compliance automation
  • CSV-based resource planning & costing
  • Approval pipeline with audit trail
4

AI Workload Cost Control

Track and optimize AWS Bedrock, SageMaker, and other AI/ML service costs as GenAI adoption scales — prevent runaway spending on model inference and training.

  • Bedrock & SageMaker cost tracking
  • Per-model inference cost attribution
  • AI spend forecasting & budgeting
  • Optimization for training vs inference workloads

AWS-Native Ecosystem

Deep integration with the AWS ecosystem — from compute and storage to AI services and identity management.

AWS Compute & Storage

EC2EBSS3LambdaECS / EKS

AWS Data & AI

RDSBedrock (Claude)SageMakerRedshiftDynamoDB

AWS Networking & Security

VPCCloudFrontIAMAWS SSOCloudTrail

Platform & Tooling

StreamlitSQLiteAWS Pricing APITerraformDocker

Built With Modern Tech Stack

Python
Streamlit
AWS Bedrock (Claude)
AWS SDK (Boto3)
SQLite
AWS Pricing API
AWS SSO
Docker
Terraform

Ready to get started with DemandOps?

See how DemandOps can transform your business. Schedule a personalized demo with our team today.

BintyByte - Next-Gen Tech Solutions