Forget dashboards. Meet Kai.
Kai is a tool-augmented agent that reasons over your live billing data — your accounts, your allocation rules, your credits, your inventory. Streaming answers, grounded retrieval, real line items.
"Why did EC2 spend jump 23% last week?"
Three reasons. A new m6i.4xlarge fleet in us-east-1 drove $4.2k, started Monday. Two RDS read replicas were spun up but never associated with a writer. And a CloudWatch ingest spike added $2.8k on Thursday.
"Which customers are unprofitable this quarter?"
Three. CustomerA at -8% margin (heavy NAT Gateway egress). CustomerC at -3% (support charges not yet allocated). CustomerF at -1% (under a fixed-price contract; volume spiked).
"What's our best RI opportunity in us-east-1?"
A 1-year No-Upfront convertible RI for r6i.2xlarge covers 88% of your steady-state and pays back in 4.2 months. Estimated annual savings: ~$24k.
Not a chatbot. A reasoning agent.
Intent routing
Each question is routed to a dedicated lane: cost, credit, recommendation, or general. The agent picks the right tools before answering.
Grounded retrieval
Hybrid vector + keyword search across your billing knowledge base and live data. Every claim cites a source.
Streaming responses
Server-Sent Events deliver tokens as they're generated. No long blank screens.
Context-aware
Kai pulls your active page, filters, columns, and grouping into every query — so the answer matches what you're looking at.
What Kai does not do — yet.
Kai reads your data, not your AWS console. It surfaces RI and SP opportunities; you stay in control of the purchase.
Kai does not move money or modify production resources. It is an analyst, not an actor.
Kai does not browse the internet. Its answers come from your billing data and our curated FinOps knowledge base.
Want Kai walking your billing data?
Put Kai to work.
Live billing data, your allocation rules, your inventory.
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