Case Study|Dr. Shashwat Bishwen

Case Study: An MTTI-Driven Incident Reduction Program

A platform stopped treating recovery speed as the finish line and started measuring how fast it actually understood failures.

Client profile (anonymized): A high-growth platform with a recurring pattern of similar production incidents across releases.

MTTR optimization to MTTI optimizationMetric shift
Elimination of recurring failure classesResult

The Problem

The organization had strong MTTR, Mean Time to Recovery, numbers and was proud of them. It also had the same handful of failure classes recurring every few releases, because recovery speed was being optimized while the underlying structural causes were never being eliminated.

The Approach

The engagement reframed the metric from MTTR to MTTI, Mean Time to Insight, investing in high-fidelity distributed tracing, reproducible staging environments, and genuinely deep post-incident forensic audits rather than fast triage alone.

The Outcome

Entire categories of recurring failure were eliminated rather than repeatedly triaged. The organization's dashboards stopped being a blinding blizzard of disconnected data points during real incidents and became an actual diagnostic tool.

Frequently Asked

Why can strong MTTR numbers coexist with recurring incidents?

MTTR measures recovery speed, not structural understanding. A team can get very fast at recovering from the same failure class without ever eliminating it.

Facing a similar problemAvailable worldwide for platform stabilization, technical due diligence, and executive advisory engagements.
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