AI Insights

Ask Questions, Get Real Answers

Not another dashboard. A cost intelligence engine that understands your infrastructure and speaks your language.

app.cloptima.ai/intelligence
Ask Cloptima
Illustrative
Why did our AWS bill jump $5K last Tuesday?
Tuesday's +$5,120 traces to a deploy of checkout-service at 14:07 — replicas went 4 → 12 and the node type changed to m5.4xlarge. EKS compute in prod-checkout rose 38% and has held since. Want a rightsizing recommendation?
Which team spent the most this month?
Payments — $48,790 this month (38% of total cloud spend), up 6% vs last month, mostly EKS in payments-prod.
Why it's hard

Not another dashboard. Answers.

Modern stacks produce more cost signals than anyone can read in charts. Cloptima sits on your actual cost, deployment, and infrastructure data and answers in plain language — ask why costs spiked Tuesday and it returns the deploy that caused it, not a generic tip. It's the difference between a dashboard you have to interpret and an analyst who explains.

  • Plain-English questions answered with your real numbers
  • Spikes traced to the deploy, scaling event, or query behind them
  • Patterns surfaced proactively — drift, weekend scaling, batch cost
  • Every answer leads to a concrete next action

Natural Language Queries

Ask 'Why did costs spike last Tuesday?' or 'Which team spent the most this month?' — Cloptima's AI answers with data, not generic advice.

Root Cause Analysis

When costs spike, Cloptima correlates the change with deployments, scaling events, and configuration changes to identify the exact cause.

Pattern Detection

AI identifies cost patterns: weekend scaling, month-end batch job cost, gradual drift from rightsizing decay. Get proactive alerts before they become problems.

Deployment Correlation

Cloptima tracks deployments and correlates them with cost changes. See which deployments increased costs and by how much.

Actionable Insights

Not just 'costs went up' — Cloptima provides specific actions: rightsize this instance, delete that volume, optimize this query.

Learning Over Time

The AI learns your infrastructure patterns. After 30 days, insights become more targeted and recommendations more accurate.

FAQ

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