Product Owner
Knows
Their product's costs, AI spending, container efficiency.
Can Do
Accept spend cards, submit budgets, track estimates.
Agent Bill
Powered by Amazon QuickYour AI-powered FinOps assistant — built inside your AWS account, connected to your data, and ready to act.
Ask a question in plain English. Get an answer. Take action. No dashboards to navigate. No SQL to write. No tickets to file. Agent Bill combines real-time cloud cost intelligence with the ability to approve budgets, accept spending, and action recommendations — all through a single conversational interface embedded directly in your FinOps Center experience.
Most FinOps AI is a dashboard with a chat box bolted on.
WHY DID WE BUILD?
They can answer questions. They can't act on the answers.
Agent Bill is the conversational layer of FinOps Center — and it doesn't just talk. It approves budgets. It accepts spend cards. It actions recommendations. It manages credits. All through the same governance layer that powers the FinOps Center UI.
Real-time intelligence. Real action. All inside your AWS account.
CONVERSATIONAL FINOPS FOR EVERY ROLE
The right answer for the right person — automatically.
Every person sees the cloud differently. Agent Bill adapts to all of them. Identity in Amazon Cognito determines the persona, the data scope, and the actions available — no user configuration required.
Portfolio Manager
Knows
All products across their portfolio.
Can Do
Approve budgets, approve spending, review variances.
Department Head
Knows
Portfolio and product rollups across their department.
Can Do
Monitor trends, escalate to FinOps.
Business Unit Owner
Knows
Full BU cost visibility.
Can Do
Executive-level spend summaries.
FinOps Leader
Knows
Entire organization — every account, every dollar.
Can Do
Full action suite: recommendations, credits, budgets, savings plans.
A FEW THINGS AGENT BILL CAN ANSWER RIGHT NOW
Calibrated to the person asking.
Product Owner
“What's my cost this month?”
Agent Bill
Your HR Portal product is at $8,420 month-to-date — 14% under your $9,800 estimate with 7 days to go. Your AI spend is $1,200 of that, with a healthy 64% cache hit rate. One Cloud Spend Card is awaiting your review for week ending April 6.
CONNECTED VIA MCP + AGENTCORE RUNTIME
Agent Bill doesn't just talk. It acts.
A purpose-built MCP (Model Context Protocol) server hosted on Amazon Bedrock AgentCore Runtime connects Agent Bill to the FinOps Center AppSync GraphQL API. Every action routes through the same Cognito authentication, field-level access control, and approval chain as the FinOps Center UI. When Agent Bill approves a budget — it's the same governed workflow, triggered conversationally.
16governed actions across 5 capability areas
Authentication flows through Amazon Cognito — no separate login, no API keys, no standing access. Agent Bill inherits the user's session and validates every action against the same field-level authorization policies enforced by FinOps Center.
SEE IT IN ACTION — REAL CONVERSATIONS
Two Quick Spaces. Two personas. Real data.
Each role gets their own Amazon Quick Space — scoped to their hierarchy, data, and actions. These are actual Agent Bill conversations against live FinOps Center data.
Agent Bill 26 Product TeamProduct Owner· Powered by Amazon Quick
FIVE Q TOPICS · YOUR SPENDING, FULLY INDEXED
Ask anything. Agent Bill knows where to look.
Five purpose-built Amazon QuickSight Q Topics, each powered by CUR 2.0 data through Athena. Agent Bill routes every question to the right topic automatically — no user configuration, no topic selection, no ambiguity.
What you can ask
- "What did the Facilities portfolio spend last week?"
- "Show me cost by department for March"
- "Which accounts drove the increase in January?"
- "What's my variance against budget this month?"
- "Break down spending by service for the Operations portfolio"
What's behind it
- ·CUR 2.0 data via Athena — unblended cost, net cost, effective cost
- ·Full hierarchy mapped as dimensions: Business Unit → Department → Portfolio → Product
- ·Credit, fee, tax, refund, discount fields isolated for clean net cost
- ·Billing entity + vendor dimensions for AWS / Marketplace / third-party separation
- ·Spend type classification: Claimed, Unclaimed, Shared
Row-Level Security ensures every user sees only the data they own — enforced at the dataset level.
DATA ARCHITECTURE
Your data never leaves your account. Ever.
Agent Bill's five Q Topics are built on Amazon Athena views over your CUR 2.0 export — processed entirely within your AWS environment. No third-party platform. No SaaS ingestion pipeline. No copy of your billing data sitting outside your control.
CUR 2.0 Export
Delivered to S3 in your account, with IAM principal allocation enabled for AI workload attribution.
AWS Glue Crawler
Automatically catalogs new CUR deliveries and schema changes, including the line_item_iam_principal column.
Amazon Athena
Query engine for all cost calculations. Views maintained per organizational level (E1/E2/E3/E4) with role-appropriate column projection.
QuickSight Datasets
One dataset per role level, each with its own SPICE schedule and Row-Level Security configuration.
Row-Level Security
Enforced via the user_mapping table. Every dataset filters to the user's assigned organizational scope before any query is served.
Calculated Fields
Coverage Rate, Utilization Rate, Cache Hit Rate, AI Cost, SP Savings Amount — computed in the dataset layer, not left to QuickSight defaults.
Athena validation — confirm AI attribution is working
SELECT line_item_iam_principal,
COUNT(*) AS invocations,
SUM(line_item_unblended_cost) AS total_cost
FROM cid_cur2
WHERE line_item_product_code = 'AmazonBedrock'
AND line_item_iam_principal IS NOT NULL
GROUP BY line_item_iam_principalWhen this returns IAM role ARNs against Bedrock rows, your AI workloads are being attributed correctly — automatically, before Agent Bill ever sees the data.
EMBEDDED EVERYWHERE YOU WORK
Agent Bill lives in FinOps Center — and anywhere else you need it.
Delivered as an embedded QuickSight QuickChat experience. The right role, data scope, and action permissions load automatically from the user's Cognito identity — no separate application, no new login.
FinOps Center
Available nowEmbedded QuickChat in every dashboard. No new login.
Slack
QuickSight nativeNative QuickSight Slack integration.
Microsoft Teams
QuickSight nativeNative QuickSight Teams integration.
Mobile · iOS & Android
Embedded QuickChatSame conversational experience, on the go.
WHY AGENT BILL IS DIFFERENT
Most FinOps AI tools are dashboards with a chat box bolted on.
They can answer questions. They can't do anything about the answers. Agent Bill is different in three ways.
01It acts. Not just answers.
When Agent Bill surfaces a problem, you can solve it without leaving the conversation.
Approve a $4,200 Savings Plan. Accept a Cloud Spend Card. Apply a MAP tag. Every action routes through the same governed workflow as the FinOps Center UI — no separate tool, no ticket, no console.
Others
Your AI spend is up 4× this week, driven by a Bedrock model switch.
— end of conversation —
Agent BillYour AI spend is up 4×. Want me to approve the pending $4,200 Savings Plan that would offset $300/mo?
Your AWS Account
CUR 2.0
S3
Athena
Query layer
QuickSight
Datasets + RLS
Agent Bill
Conversation
No outbound flow
SaaS
Other tools route your data through their cloud02Your data stays yours.
Deployed inside your AWS account. End to end. No exceptions.
Your CUR data, your hierarchy, your user identities — none of it touches an external platform. Authorization enforces through your own Cognito and AppSync stack. This isn't a promise. It's the architecture.
03The right answer for the right person.
Same question. Three answers. Each scoped to authority.
A Product Owner asking “what's my cost?” should get their product's cost — not a company-wide number to filter down themselves. Agent Bill's persona and Row-Level Security system handles that automatically. From the moment the chat opens.
Three users ask
“What's my cost this month?”
Product Owner
$8,420
HR Portal · MTD
Portfolio Manager
$42,300
3 products · MTD
FinOps Leader
$478,000
Org-wide · MTD
THE SUITE
See. Ask. Act.
Agent Bill is the Ask layer of the suite. See in FinOps Center. Ask Agent Bill. Act through CloudScal3 Tools — without leaving the conversation.
See
FinOps Center
The control plane. Spend governance, Cost Saving Report Card, AI MAP lifecycle, and role-based visibility across every team.
Learn more →AskAgent Bill
The conversational layer. Bedrock AgentCore + Amazon QuickSuite, with role-scoped answers grounded in your AWS data.
Learn more →ActCloudScal3 Tools
The execution layer. Non-technical teams buy Savings Plans, apply MAP tags, and stop non-prod resources within Control Tower guardrails.
Learn more →AVAILABLE ON AWS MARKETPLACE
Included with every FinOps Center deployment.
Agent Bill ships with FinOps Center on AWS Marketplace. CloudFormation-based deployment — no manual infrastructure setup, no professional services engagement to get started.
✓All five Q Topics pre-built and configured
✓Five role-based personas
✓MCP server with 16 governed actions
✓AgentCore Runtime + Cognito authentication
✓Embedded QuickChat wired to your user population
✓CUR 2.0 Glue/Athena pipeline with IAM principal allocation
Ready to give your team an AI FinOps assistant that actually acts?
Agent Bill ships with every FinOps Center deployment. No separate purchase, no separate setup.