What is the agentic platform for cloud operations?

It's software that runs your cloud's cost and efficiency work continuously instead of leaving it to dashboards and quarterly reviews. Glassity discovers inefficiencies across your AWS environment, ships deployment-ready fixes as pull requests your engineers merge, and verifies the result in your real bill — converting spend into business value.

How does Glassity maximize the business value of my cloud?

Glassity works across four vectors: cost efficiency (continuous savings, verified in billing), operational resilience (fixes ship as reviewed PRs that never destabilize production), smarter cloud strategy (service-level ownership and allocation), and smarter innovation (freed budget and engineering time). Cost is one outcome of operating your cloud well — not the only one.

How is Glassity different from tools like Vantage, Cloudability, or Finout?

Those tools are excellent at showing you where the money goes. Glassity closes the loop: every finding becomes a deployment-ready pull request routed to the service owner, and the saving is then verified in your actual AWS bill. You get execution and proof, not only visibility.

Do AI agents change my infrastructure without approval?

No. Glassity is human-in-the-loop by design. Fixes are proposed as pull requests or Jira tickets with full context and financial impact; your engineers review and merge them through the workflow they already use. Nothing reaches production without a human approving it.

How long does a Glassity proof of value take?

Connection is a read-only, agentless IAM role you can set up in minutes, and first findings land within hours. Most teams see a concrete, billing-verified proof of value within the first couple of days — without deploying anything into their environment.

How much can I save on AWS with Glassity?

Savings depend on your environment, but customers see up to 50% on EC2 and up to 69% on RDS, with no commitments or prepayment. Pricing is success-fee only: you pay 10% of what we actually save, verified in your bill. No savings, no fee.

Beyond dashboards

An agentic platform for cloud operations

Surfaces inefficiencies, fixes them, and orchestrates the team to maximize the business value of your cloud.

Meet your agentic platform Or try a self-guided demo →

Or see how much you can save →

24/7: Continuous cloud operations
15min: To first insight
10%: You pay of savings

What is Glassity?

Glassity is an agentic platform for cloud operations. It surfaces cost inefficiencies across your cloud, routes it to the right service owner, generates the fix as a pull request your engineers review and merge, and verifies the savings in your actual billing data. Engineering and FinOps teams stay in control, with human approval at every step.

The agentic engine

Things your agentic platform do, every day

Detect, fix, prevent, orchestrate. The reasoning depth of a senior architect, on every workload, with humans in charge throughout.

The agentic engine runs continuously across your cloud. It learns your workloads, surfaces multi-layered inefficiencies no dashboard catches, ships the fix as code your engineers review and merge, and proposes the guardrails that stop the same problem from coming back. The reasoning depth of a senior architect, the patience of a system that never sleeps, the discipline of a process that closes every loop.

Detect

Surfaces multi-layered inefficiencies across every workload — the deep ones no dashboard catches.

Fix

Ships the remediation as a pull request your engineers review and merge. The loop closes inside your repo.

Prevent

Proposes the guardrails and policies that stop the same waste from coming back.

Orchestrate

Routes every finding to the right service owner and keeps engineering, FinOps, and finance aligned.

Choose your path

Pick the track that fits you. We'll tailor the rest of the page to match.

How it works

Three steps from connected to continuous cloud value

No agents, no migration, no spreadsheet graveyard. Connect once, and every optimization ships through the tools your team already uses.

Connect

Cross-account IAM role, read-only, agentless. Nothing deployed into your environment, zero infrastructure changes. First findings within hours, not weeks.

Read-only IAMZero agentsFindings in hours

Find

200+ detection datapoints scan your environment for right-sizing, idle resources, missing commitments, rate optimization, and tagging gaps. Every finding maps to the business service that owns it, not dumped as resource-level noise.

200+ datapointsService-level groupingNo alert noise

Optimize

Fixes land through the tools your team already uses: PRs with financial impact, Jira tickets with full remediation context, Terraform changes. Every action is tracked end to end, so optimizations don't die in a spreadsheet.

PRs with $ impactJira with contextExecution tracking

Up to 50% on EC2, 69% on RDS.

See how much you can save

FinOps Lifecycle

Run Your Entire FinOps Lifecycle From One Platform

A continuous five-step cycle that takes FinOps from reactive monitoring to systematic optimization, with Agentic AI driving every step.

Get Started in 3 Steps

From zero to a running FinOps practice, day one to week one.

Connect & Discover

Cross-account IAM role, read-only, agentless. We scan your environment and map every resource to the business service that owns it.

Read-only IAMService map auto-builtZero agents

Configure Your Practice

Define service owners, tagging policies, and workflow integrations (Jira, GitHub, Slack). Set policies once, and Glassity routes every future finding accordingly.

Service ownershipTagging policiesWorkflow routing

Launch the Cycle

The 5-step framework runs continuously. Findings surface, get ranked, get assigned, get executed, get tracked. Leaderboards on. First PRs within the week.

Continuous loopLeaderboards onWins visible

The 5-Step Lifecycle

What runs continuously, day after day, once you're live.

Discovery

Automatically scan your AWS environment to surface every optimization opportunity: misconfigurations, oversized instances, idle resources, missing commitments. Teams can also register ideas from retrospectives and planning sessions. Every finding maps to the business service and team that owns it, not dumped as resource-level noise.

200+ detection datapointsService-level, not resource-levelReal-time via AWS APIs, minutes not days

Opportunity Assessment

Each opportunity is scored on savings potential, implementation effort, and risk. Add the opportunity cost of inaction, and you get a ranked backlog where every item carries clear context: what's wrong, what it costs, and how to fix it.

Smart prioritization & filteringLow-value noise never reaches engineersOpportunity cost of inaction visualized

Stakeholder & Planning Alignment

Every opportunity gets a clear owner and a concrete remediation plan before anyone touches infrastructure. Assignments flow automatically into Jira, GitHub, or your existing workflow. Engineering knows exactly what to do, why, and what the expected impact is.

Assignment Manager routes to right ownerAuto-generated Jira tickets & GitHub issuesFull context in every assignment

Execution

Because steps 1-3 paved the way, execution is low-risk and straightforward. Approved fixes deploy through pull requests, CI/CD pipelines, and IaC. Our AI agent applies preventive policies that catch inefficiencies before they go live.

Pull-request remediation with financial impactMulti-mode: guided playbooks or one-clickExecution tracking synced across tools

Feedback Loop & Celebration

Track savings per team, per service, per quarter. Lessons learned feed new opportunities back into Discovery, so the cycle never stops. Leaderboards make cost efficiency visible, and wins get recognized to build an ownership culture.

Savings tracking per team & serviceLeaderboards drive FinOps adoptionContinuous cycle, not a one-time exercise

Practitioner-Specific Features

Built for how FinOps teams actually work.

Assignment Manager

Every optimization routes to the service owner, with auto-generated Jira tickets or GitHub issues containing full remediation context.

Leaderboard

Rank teams on cost efficiency and optimization impact. Savings stay visible, and wins get recognized.

Tag Magic

Virtual tagging assigns logical tags to untagged resources. Tag normalization, standardization, and retroactive backfills.

Month-over-Month Tracking

Trend analysis, forecasting, and opportunity-cost-of-inaction charts. The board deck writes itself.

Integrates with: GitHub Jira Terraform Slack CI/CD Email

See How Glassity Runs Your Full FinOps Lifecycle

Why Glassity

Service-Centric FinOps.
Full Ownership. Real Completion

Most tools flood you with resource-level alerts and stop there. Glassity groups every finding by the business service that owns it, so your backlog is three meaningful cards, not thirty tickets nobody reads.

Detect

Service-Centric Discovery

Aggregates findings at the business-service level. Every optimization is mapped to the team that owns it, ready for assignment, not triage.

Grouped by business service Per-service ownership Per-service savings tracking

alerts

↓

service cards

Fix

PR-Ready Remediation

The agentic engine generates the fix as code. Engineers review and merge. The loop closes inside your IaC repo, automatically.

Code-firstIaC-nativeEngineer-reviewed

Prevent

Prevention & Guardrails

Glassity proposes the checks and policies that stop the same waste from recurring. Closing the loop the FinOps Foundation has been describing for years.

Recurring-waste preventionPolicy proposalsContinuous improvement

Orchestrate

Cross-Functional Orchestration

Engineers, FinOps practitioners, POs, and CFOs on one platform. Bi-directional channels keep service owners and engineers aligned.

One platformTechnical + non-technicalAligned by design

Cost attribution without perfect tagging

Virtual tagging assigns logical tags to untagged resources. Full allocation even when physical tags are missing or inconsistent.

Tag MagicVirtual taggingNaming standardization

Noise Reduction

A top-down approach to smart prioritization: alerts are grouped and ranked by value, so low-signal noise is filtered out and only assessed, contextualized opportunities reach engineers.

Alert groupingRanked by valueNo alert fatigue

Best-Rate Optimization

Autopilot for EC2 and RDS. Up to 50% savings on EC2, up to 69% on RDS. No commitments, no prepayment, on-demand flexibility.

Up to 50% EC2Up to 69% RDSNo lock-in

Want to see this work end to end? Here's the gap we close that other tools don't.

The execution gap

Other tools show dashboards.
We close the loop

Most cloud cost tools surface waste. Few drive it to completion. Glassity is built around the gap between detection and resolution, and that gap is where the savings actually happen.

Before

12 / 500

recommendations implemented

Recommendations sit in spreadsheets. No owners, no deadlines, no follow-up.

With Glassity

340 / 500

recommendations implemented

Every optimization has an owner, a priority, and a path to resolution through your existing tools.

Owner assigned

Every finding routes to the service owner via Assignment Manager. No triage limbo.

Ticket or PR generated

Remediation context lands in Jira or GitHub automatically. No manual handoffs.

Execution tracked to close

Status syncs across tools; findings can't die in a spreadsheet.

Glassity treats every optimization like an incident: owner, priority, SLA, closure. That's why completion rate is 30×, not 2×.

Trusted by teams optimizing millions in cloud spend

$470K

savings found in initial discovery

Plus $400K in projected savings identified from a total $1.9M cloud spend.

— Hub88 Read case study

$590K/yr

saved with Autopilot

12 percentage points more performant than Savings Plans alone.

— SaaS Automotive Company Read case study

Enterprise-grade & compliant

Savings Calculator

See How Much You Can Save

Map your cloud spend by service and get a personalized savings estimate.

Monthly AWS Spend

Pricing

Zero Risk. You Only Pay for Results

No platform fee. We win when you save.

10%

of actual savings delivered

Traditional FinOps Tools

Fixed monthly fee ($X,000/mo)
Pay regardless of results
Long-term contracts

Glassity

Popular

10% of savings delivered
No savings = no fee
Cancel anytime, 30-day notice

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Free Tools & Open Source

Assess, Audit, Query, Optimize

Free tools to understand your FinOps maturity, find execution friction, query billing data with AI, and estimate your savings.

Open Source 36+ FinOps queries

MCP for FOCUS

Open-source MCP server that lets AI assistants query cloud billing data via natural language. DuckDB-powered, works with Claude and GPT, supports AWS, Azure, and GCP.

DuckDBFOCUS v1.0–v1.2Multi-cloudClaude / GPT

View on GitHub Explore MCP for FOCUS

10 min 20+ questions

FinOps Maturity Assessment

Assess your FinOps maturity across 6 domains and 20+ capabilities. Get your Crawl/Walk/Run score instantly.

Open

8 min 30 checkpoints

Action Readiness Audit

Find the friction between recommendations and shipped changes. 30 checkpoints across 6 operational stages.

Open

Free personalized report

Free Cloud Cost Report

Get a personalized AWS savings estimate based on your environment. No credentials needed.

Open

FAQ

Questions, answered

How the agentic platform for cloud operations works — pricing, security, and proof of value.

Ready to maximize the business value of your cloud?

Get a free cloud assessment in 15 minutes. Or try a self-guided demo on your own cloud.

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An agentic platform for cloud operations

Things your agentic platform do, every day

Choose your path

I run a FinOps practice

I want to reduce our cloud costs

Three steps from connected to continuous cloud value