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Case studies

Global support & SLAs

Two engagements: Fabric enterprise production operations, then the Knitwell Group platform at Bounteous

70%MTTR reduction at Fabric
90%fewer repeat severity incidents at Fabric
75% to 100%SLA compliance at Bounteous, zero breaches

Fabric 2020–2026

Enterprise production operations

The problem

Enterprise clients on a platform processing 1B+ API transactions, across 40+ production and sandbox environments, needed SLAs they could rely on. Repeat severity incidents and manual ticket handling slowed response.

The approach

Established release process and accountability governance across all 40+ environments. Analyzed ticket trends every quarter across 70+ tickets a week and gave engineering the root-cause data to fix underlying issues, through a Root Cause Analysis and Correction-of-Error program, so the same incidents stopped coming back. Automated 7+ operational workflows, and led an 11-person technical operations team on observability and production platform operations.

The impact

MTTR dropped 70% and repeat severity incidents fell 90%. Automation removed ~110 hours per week of manual ticket handling, and the team sustained a 93%+ CSAT score.

Bounteous 2026

Knitwell Group commerce platform

Time-to-Respond SLA complianceFrom the start of the escalation framework to within 10 weeks.
0%25%50%75%100%StartWithin 10 weeks75%100%+25 pts
View as table
MeasureStartWithin 10 weeksChange
SLA compliance75%100%+25 pts

The problem

On the Knitwell Group platform inherited from Fabric, Time-to-Respond SLA compliance sat at 75%.

The approach

Built a five-tier incident escalation framework in xMatters, defining escalation levels and on-call coverage with engineering and operations.

The impact

Time-to-Respond SLA compliance moved from 75% to 100% with zero breaches.

Next case studyAI-driven operational automation