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Refine

Product · AWS Advanced Tier Services Partner

Cut AWS spend by 25–40% without becoming a FinOps team

AI narrative reports plus per-service recommendations, forecasts, and a single Optimization Score. Read the bill in 60 seconds instead of 60 minutes.

By HabileLabs

Dashboard tour

Everything you need to read the bill, on one page

Four widgets do the heavy lifting. Click any number for the detail.

Refine dashboard showing Optimization Score, AI narrative summary, top cost drivers, and service breakdown1234
  1. Optimization Score

    Single 0–100 number for monthly spend efficiency. Drill down to the recommendations driving the score.

  2. AI Narrative Summary

    Plain-English summary of where money is going and what to do about it. Schedulable to email.

  3. Top Cost Drivers

    Services ranked by spend with month-over-month change. Click any service for usage-type breakdown.

  4. Forecast Tile

    Projected monthly cost based on current usage trends — surprises caught before invoice day.

Four capability blocks

How Refine turns the bill into action

Narrative reports, service-led recs, forecasts, and a single score. The same engine that runs against connected accounts also runs against uploaded bills.

AI Narrative Reports

A 60-second plain-English summary of where money is going and what to do about it — in your inbox or on the dashboard.

  • Top cost drivers by service, region, and account
  • AI commentary explaining month-over-month changes
  • Plain-English recommendations ranked by dollar impact
  • Schedulable daily, weekly, or monthly

Service-Led Recommendations

Per-service breakdowns with the moves we already know work — right-sizing, idle resources, storage class moves.

  • EC2 right-sizing with workload-aware suggestions
  • EBS volume gp2 → gp3 migration opportunities
  • S3 storage class lifecycle moves
  • RDS instance class downsizing
  • Reserved Instance / Savings Plan coverage & utilization visibility — purchase recommendations on the roadmap

Forecasts

Don't get surprised by the bill. Projected monthly cost and budget-vs-actual show where you'll land, today.

  • Projected monthly cost KPI on the dashboard
  • Monthly Totals chart with historical and projected spend
  • Budget vs actual per account, service, or tag
  • Per-service trend lines for spot-checking

Optimization Score

A single 0–100 number that tells you how close you are to efficient. Trend over time so you know you are moving in the right direction.

  • Weighted by potential savings, not just count of issues
  • 30-day rolling trend with daily snapshots
  • Drill from score → contributing recommendations
  • Pairs with Security Score for one-glance health

How the Optimization Score is computed

Methodology, calibration, and how to move the number.

Example

76/ 100

+6 in 30 days. After applying the top 3 right-sizing recs and tightening S3 lifecycle.

  • All open recommendations, weighted by potential monthly dollar savings. A recommendation worth $1,000/month counts ten times more than one worth $100/month — so the score reflects opportunity, not noise.

Frequently Asked Questions

  • A first-pass narrative is ready within 60 seconds of connecting. Full resource-level recommendations populate within a few minutes as we walk your CUR — typical accounts complete in under 10 minutes.

See the cost drivers already hiding in your AWS bill

Free forever. Read-only access. Revoke anytime.

Refine is built and supported by HabileLabs, an AWS Advanced Tier Services Partner.