Customer stories
Real spend, real reductions
Three engagements representative of customer outcomes. All anonymized at customer request — numbers and outcomes are real, identifying details changed.
By HabileLabs
- –0%E-commerce platform · $45k → $24.75k/mo in 14 days
- –0%Series A FinTech · runaway Lambda caught same-day
- –0%Healthcare provider · 11 accounts · $120k/yr saved
25–40%
Avg savings on monthly AWS bill
Across customer engagements
$8.5k–$45k
Per-customer monthly savings
Range observed
14 days
Median time to first impact
After connecting AWS
100+
Businesses using Refine
And growing
Featured stories
Three Industries, Three Engagements: One Product
45% cost reduction
$45k → $24.75k / mo
Right-sized over-provisioned EC2 + S3 lifecycle policy moved infrequently-accessed storage to Glacier.
The Optimization Score paid for our forecast accuracy alone.Read the story
38% cost reduction
$8.5k / mo saved
Anomaly detection caught a runaway Lambda before it hit the invoice.
One engineer set up Refine in an afternoon.Read the story
27% cost reduction
$120k / year saved
11-account fleet review surfaced 3 Critical IAM findings before the HIPAA audit.
Security findings flagged three IAM policies our auditor would have caught later.Read the story
Results vary by workload. Typical savings fall in the 25–40% range — the 45% e-commerce result is our best observed outcome, not the average.
Why are these stories anonymized?
We anonymize stories at each customer's request — numbers, outcomes, and approaches are real, but identifying details have been changed. We do not fabricate logos. If you would like to be on the record (with a quote, logo, and named result), we are happy to talk about a co-branded case study — see /contact.
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Refine is built and supported by HabileLabs, an AWS Advanced Tier Services Partner.