AI Narrative Report
A 60-second plain-English summary of where money is going and the highest-leverage moves.
Everything Refine does, on one page
Cost optimization, security findings, anomaly detection, tag governance, forecasting, and multi-account hierarchy. Free forever, built by an AWS Advanced Tier Services Partner.
By HabileLabs
Monthly spend
$26.9k
Found this month
–$6,516/mo
Optimization score
76
Find waste at the service and resource level. Read recommendations as plain-English narratives written by Gen-AI, not raw CSV dumps.
A 60-second plain-English summary of where money is going and the highest-leverage moves.
Per-service breakdowns with right-sizing, storage class, and idle-resource recs.
Drill down to individual EC2, RDS, EBS, and S3 resources that are over-provisioned or underused.
Single 0–100 score that tracks how close you are to the efficient frontier of your workload.
Drill from total spend to the line items behind it without leaving the dashboard.
Upload a bill for the same analysis without connecting AWS. Deleted automatically after analysis.
380+ checks across IAM, storage, network, compute, and logging. Multi-region, severity-tiered, with one-click fix hooks where the change is safe and obvious.
IAM keys >90 days, public S3 buckets, unrestricted SSH, unencrypted EBS, VPC flow logs disabled, GuardDuty disabled, public ALB without WAF, and hundreds more.
Critical, High, Medium, Low — calibrated against the same risk model your auditor uses.
Auto-discovers the regions your accounts use — for example ap-south-1, eu-central-1, us-east-1, eu-north-1, ap-south-2, and ap-northeast-1 — plus global services.
A single 0–100 score for posture trend — pairs with the Optimization Score on the dashboard.
Baseline access stays read-only. For findings where remediation is safe (e.g. enabling encryption defaults), one click applies the fix — only if you opt in to a separately scoped write policy.
Statistical baselines plus AI commentary spot unusual spend before it compounds. Catch the misconfigured Lambda, the missed shutdown, the runaway pipeline.
Anomalies measured against rolling baselines, not naive thresholds — fewer false positives.
Each anomaly comes with a natural-language explanation: "Amazon EC2 +7% — spike in running instances, possible missed shutdown scheduling."
Routed to the addresses you configure in Settings. Per-account or org-wide.
On the roadmap. Will route by severity to the channel you choose.
Adjust thresholds per service so noisy workloads (batch, ML training) do not bury real signals.
Surface untagged resources and allocation gaps so FinOps can pin every dollar to an owner — and so engineering knows when they have broken tag policy.
List of resources missing required cost allocation tags, sortable by spend impact.
How much of monthly spend is properly tagged vs. unallocated. Track drift over time.
Validate proposed tag policies against current state before publishing.
Configure your required tags (CostCenter, Owner, Environment) and watch compliance climb.
Don't get surprised by the bill. Projected monthly cost, budget-vs-actual, and trend-aware variance let you plan a quarter without spreadsheets.
Live KPI: where your bill will land if current usage trends continue.
Historical and projected monthly spend on one chart for trend-spotting.
Set budgets per account, service, or tag. See variance live, not at month-end.
Track commitment coverage so you do not stack on-demand alongside an underused RI. Shipping in a future release.
Run Refine across every AWS account your org or your customers own. Built-in customer hierarchy for MSPs; role-based notification routing per customer.
Organize accounts as Org → Customer → Account. Switch context from the header.
No per-account fees. Scale to whatever your fleet looks like.
Email scheduled reports per customer with their data only — clean isolation.
Cost alerts to FinOps, security findings to the SecOps mailing list, anomalies to oncall.
Customizable branding on customer-facing reports is on the roadmap for MSP partners.
The substrate underneath every product area — how Refine connects, stores, notifies, and integrates.
Multi-recipient routing for cost alerts, anomalies, and scheduled reports. Configurable per account.
Daily, Weekly, or Monthly. Schedule per account, per recipient, per report type.
Covers the regions your accounts actually use — auto-discovers regions in connected accounts, including global services.
Free forever. Read-only access. Revoke anytime.
Refine is built and supported by HabileLabs, an AWS Advanced Tier Services Partner.