FinOps agent for cloud, AI and data spend

Your FinOps, on call 24/7.

Without hiring for it.

Costory is a FinOps agent. It monitors your cloud, AI and data spend, optimizes it and explains every change, in Slack and in Claude.

Start free trial

Book a demo

30-day free trial. Connect in under 30 minutes, get your first optimization recommendation the next day.

Search Acme
G
Acme ▾
▾Channels
finops
general
incidents
team-support-ai
support-ops
▾Direct messages
Daniel Chen
Julien Moreau
▾Apps
Costory
team-support-ai▾
14
Today
CostoryAPP8:02 AM
LLM cost alert · Support agent. Model API spend for the AI support agent is up this week. The switch from Gemini 3 Flash to Llama 3.3 70B on Monday is not the cause.
What changed
Daily LLM cost up from €210 to €340. Cost per ticket flat at €0.17.
Likely cause
Tickets (Snowflake) up from 1,200 to 2,000 a day since Tuesday. Llama 3.3 70B costs about the same per token as Gemini 3 Flash.
Owner
@Daniel Chen · Support AI team
Suggested next step
Find what drove the spike, then deflect repeat questions to the help center.
View detailsMark expectedSnooze 24h
2 repliesLast reply today at 4:23 PMView thread
Message #team-support-ai
Threadteam-support-ai✕
2 replies
Daniel Chen4:22 PM
@Costory which ticket categories grew the most since Tuesday, and what did they cost?
CostoryAPP4:23 PM
Login and auth tickets grew the most, from about 150 to 900 a day, and account for most of the increase. Cost per ticket in that category is €0.16, in line with the others (€0.15 to €0.18). Suggested next step: add a help center answer for the login error and point those tickets to it.
Reply…

TESTImonials

Platform teams run their FinOps

with Costory’s agent.

Read G2 reviews

Alan logo
Heuritech logo
Dailymotion logo
Alma logo
Voodoo logo
Amo logo
Believe logo
Maisons du Monde logo
Akur8 logo
Splio logo
BeReal logo
Expo logo
Pennylane logo
Delivery Hero
Alan logo
Heuritech logo
Dailymotion logo
Alma logo
Voodoo logo
Amo logo
Believe logo
Maisons du Monde logo
Akur8 logo
Splio logo
BeReal logo
Expo logo
Pennylane logo
Delivery Hero
“Effortless Cost Management with AI-Powered Costory”
“Costory Makes Cloud Tagging and Budgeting Effortless”
“Energetic and Innovative FinOps Partner”
“Powerful Cloud Spend Insights with Exceptional Support”
“Costory makes our cost management much easier”
“Intuitive FinOps agent with unified multi-cloud visibility”
“Fast, Smooth MCP Server Integration with Responsive Support”
“I appreciate the ability to manage budgets and track certain lines in detail. The MCP and its integration into my ecosystem are also a real plus.”
“From 'How much do we pay' to 'How much each team is investing, in each tool', and why, at a glance”
“Costory is a must have when it comes to monitor costs and budgets”
“Clean UI and Custom Views Enhance Cost Management”
“Effortless Cost Management with AI-Powered Costory”
“Costory Makes Cloud Tagging and Budgeting Effortless”
“Energetic and Innovative FinOps Partner”
“Powerful Cloud Spend Insights with Exceptional Support”
“Costory makes our cost management much easier”
“Intuitive FinOps agent with unified multi-cloud visibility”
“Fast, Smooth MCP Server Integration with Responsive Support”
“I appreciate the ability to manage budgets and track certain lines in detail. The MCP and its integration into my ecosystem are also a real plus.”
“From 'How much do we pay' to 'How much each team is investing, in each tool', and why, at a glance”
“Costory is a must have when it comes to monitor costs and budgets”
“Clean UI and Custom Views Enhance Cost Management”

What Costory does

One agent. Three jobs.

Around the clock.

Costory’s agent monitors, optimizes and explains your cloud, AI and data spend, 24/7, in Slack and in your assistant. Read-only on your cloud: your teams make every change.

01

Monitor

Every bill, every day, against each team’s baseline. When spend moves, the owner gets a thread in Slack with the cause: the deploy, the team, the service.

AWS logo
Google Cloud logo
Azure logo
Anthropic logo
OpenRouter logo
Snowflake logo
ClickHouse logo
Datadog logo
OpenAI logo
Cursor logo
Oracle Cloud logo
Cloudflare logo

Checkout · Amazon RDS

About a third above its usual daily spend, investigating

Support · OpenAI

Cache hit rate dropped sharply, owner notified

Data platform · BigQuery

Within baseline

02

Optimize

Rightsizing, idle resources, commitments and model routing, with usage evidence and an impact estimate. Your team decides what ships.

claude · checkout-api

>

Which databases in checkout-api are oversized for what they actually use?

●

costory - get_context (MCP)()

⎿

… +24 lines (ctrl+o to expand)

●

costory - query (MCP)(queries: [{type: "cost"}], filterCel: "cos_feature == 'checkout-api'", groupBy: "cos_service_name")

⎿

… +16 lines (ctrl+o to expand)

●

Rightsize the checkout primary from db.r6g.4xlarge to db.r6g.2xlarge.

- CPU p95 is 22% and memory is 41% over the last 30 days.

- Estimated impact: about €1,100/month at current usage.

03

Explain

Ask in Claude, Cursor or Slack: why did AWS go up last week? You get allocated numbers you can check down to the invoice line.

Why is our infrastructure cost per customer up 9% this quarter?

Costory

›

Getting a context

›

Querying

↗ Explorer

›

Finding cost change factors

Two drivers, both owned and already investigated.

1. New EU region for Checkout: about €14,000 a month since July (Platform team).

2. Support: the switch to a larger LLM in August doubled the cost per ticket; the team is testing a cheaper model for simple tickets.

24/7

In your workflow

Investigation threads, alerts and weekly showback per team land in your Slack channels. Anyone can ask @Costory in a thread.

# team-data

Costory

APP

9:00 AM

Weekly showback · Data platform · €18,420 (+6% vs last week)

Top mover: BigQuery +€640. dbt model orders_daily now scans the full table (PR #2291).

Down: Dataflow −€210 after the batch window change.

Recommendation: partition orders_daily by date. Owner: @Leo Martin

2 replies

leo avatar (fictional person)

Leo Martin

9:14 AM

@Costory

what would partitioning save on that model?

Costory

APP

9:14 AM

At last week’s run frequency, scanned bytes would drop from 4.1 TB to about 0.3 TB per run, roughly €580/week.

Claude + Costory

You’re right to run FinOps with Claude.

Costory makes it work.

Keep Claude as the way your teams ask. Costory does the data work and adds an agent that watches 24/7, alerts the owner, explains the cause and acts in your workflow.

01

Ingested and normalized data.

Billing exports from AWS, Google Cloud, Azure, Kubernetes, data platforms and LLM APIs, in one cost model with the same definitions for every team.

02

Costs allocated to teams.

Virtual Dimensions map spend to teams, services and features, even with incomplete tagging, and keep up with reorganizations.

03

An agent watching 24/7.

It alerts the owner when spend moves, explains the cause with deploys and usage metrics, and acts in Slack and in your assistant.

04

Numbers you can verify.

Every figure the agent gives traces back to the raw data in the Costory interface, down to the invoice line.

Pricing

Flat plans.

Every playbook included.

Copilot, €250/month. Copilot Pro, €1,000/month. Billed annually, with a 30-day trial. Set up with one prompt across your cloud, AI and code tools.

A FinOps consultant costs several hundred euros a day and delivers a report. Copilot costs €250/month and stays on call 24/7.

Built by engineers, for engineers.

No Terraform on hand? Paste one prompt in Claude, or book 30 minutes and we connect it with you.

Copilot

€250

/month

Billed annually · up to €10M annual cloud spend

Start free trial

Copilot Pro

€1,000

/month

Billed annually · up to €20M annual cloud spend, hourly data, SSO…

Start free trial

Your FinOps, on call 24/7. Without hiring for it.

Connect in under 30 minutes, get your first optimization recommendation the next day. 30-day free trial. Copilot, €250/month, or Copilot Pro, €1,000/month, billed annually.

First optimization recommendation

The next day

ROI

Pays for itself with the first recommendation you act on

Setup

About 30 minutes

Data residency

EU

Access

Read-only on your cloud