Client Experiences
What Teams Say After Working Through Capacity Planning With Us
A selection of perspectives from engineering leads, platform owners, and technical programme managers who have worked with Kern Labs across different engagement types.
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Perspectives From the Teams We've Worked With
Infrastructure Lead · Penang
"We came in without a clear number in mind and left with a worksheet that we've updated three times since the session. The thing that worked well was that the assumptions were all listed — when our pipeline shifted, we knew exactly which inputs to revise."
Capacity Forecast Session · May 2025
Platform Owner · Kuala Lumpur
"The utilisation review told us things we didn't know about how our own infrastructure was being used. The idle zone analysis was particularly useful — we were able to reallocate before provisioning more. The report was concise enough to send to our head of engineering without needing to translate it."
Utilisation Review · April 2025
Engineering Manager · Penang
"What stood out was the lead time analysis. We hadn't accounted for procurement timelines properly and Kern Labs caught that early in the roadmap engagement. We adjusted our phase boundaries as a result and avoided a gap that would have been difficult to explain to the business."
Multi-Phase Capacity Roadmap · March–May 2025
Head of AI Operations · George Town
"I was prepared for a generic consulting experience and was pleasantly surprised. The session was structured and we made actual decisions in it. No follow-up calls needed to understand what the worksheet meant — it was self-explanatory, which is exactly what you need when you have to present it internally."
Capacity Forecast Session · April 2025
Technical Programme Manager · Penang
"The roadmap engagement covered three months and the milestone reviews were well-run. There was one point mid-engagement where our growth assumptions shifted significantly and Kern Labs adapted the model without treating it as a scope issue. That kind of flexibility matters when you're dealing with real uncertainty."
Multi-Phase Capacity Roadmap · February–April 2025
CTO · Ipoh
"We used the utilisation review to support an internal case for additional budget. The prioritised adjustment list gave us something concrete to point to. Kern Labs was clear about what the data could and couldn't say, which made the output more credible to the people who scrutinised it."
Utilisation Review · May 2025
Case Studies
How Teams Have Used Each Engagement
Case Study 01 · Forecast Session
From Rough Estimate to a Plan Finance Could Review
Challenge
An AI research team needed a capacity estimate for a funding application but had no structured way to translate workload expectations into hardware requirements. Their existing estimate was a single number with no supporting rationale.
Approach
A half-day Forecast Session worked through the team's workload pipeline, identifying the main drivers of compute demand and building a simple model with explicit assumptions. The session produced a worksheet and a list of the variables most likely to change.
Outcome
The team submitted a capacity estimate with traceable assumptions that their finance reviewers could interrogate. The worksheet has been updated twice since as the pipeline evolved. Timeline: one week from session to submission.
Case Study 02 · Utilisation Review
Finding Headroom Without Provisioning More
Challenge
A platform team was receiving requests for more capacity but suspected their current infrastructure was not being used efficiently. Approving more hardware without understanding existing usage felt premature.
Approach
The Utilisation Review examined three months of usage data across the team's accelerator fleet. Patterns of overnight idle time and burst-heavy workloads were mapped. The prioritised adjustment list identified scheduling changes before hardware additions.
Outcome
Scheduling adjustments freed approximately 20–25% effective additional capacity without new hardware. Hardware procurement was deferred by one quarter, allowing the team to assess whether the adjustments were sufficient. Total review duration: 12 days.
Case Study 03 · Multi-Phase Roadmap
Building a Roadmap That Procurement Could Act On
Challenge
A Penang-based technology organisation expected to scale AI workloads significantly over 18 months but had no structured view of when capacity would need to be in place, given hardware lead times of 8–14 weeks.
Approach
Three months of roadmap engagement produced a phased plan with growth scenarios mapped against procurement windows. Budget alignment sessions ensured the plan connected to the organisation's annual capital planning cycle, not just engineering timelines.
Outcome
The organisation entered their annual planning cycle with a documented multi-phase capacity roadmap. Procurement was initiated four weeks earlier than originally planned, avoiding a projected capacity gap in month 11. The roadmap document was used as submitted to finance — no re-formatting required.
Contact Details
Reach Kern Labs Directly
Track Record
Numbers That Give Context
60+
Teams supported
7
Years of practice
4.8
Average client rating
100%
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