PerfOps

Infrastructure advisory for performance optimization.

PERFOPS PRACTICE · ADVISORY CATALOG

AI infrastructure services without the bloated catalog

Five service tracks answer the real question: how to make systems faster, safer to scale, and cheaper per useful transaction as AI increases load and spend.

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-30–40%

Cloud & inference waste eliminated

Without sacrificing SLA or throughput

< 100ms

Target p95/p99 latency for critical paths

Direct lift to funnel conversion

10x Scale

Resilience cushion under traffic spikes

Tested under synthetic saturation

1–3 Weeks

Time to first verified ROI result

Fixed-scope sprint milestones

Five service tracks

AI infrastructure advisory services

A focused catalog for teams that need speed, scalability, reliability, and cloud efficiency under one operating model. AI is used where it helps: anomaly detection, signal summarization, scenario planning, cost intelligence, and incident routines.

Quick triage by primary pressure

Which systems challenge needs resolution first?

Showing 5 of 5 tracks

TRACK 01·Cloud & AI FinOps

AI Infrastructure Control Plane

2–3 week sprint

For teams whose cloud, inference, and observability spend is growing faster than confidence.

Compute RightsizingInference EconomicsTelemetry GuardrailsIdle Waste
✓

Business Value & ROI

  • Turns infra telemetry into a weekly decision system for cost, risk, and capacity.
  • Makes AI and non-AI workload spend visible by service, environment, and owner.
  • Replaces one-off cost cuts with guardrails that keep waste from coming back.
⚡

What is Delivered

  • AI-assisted anomaly, idle-capacity, and rightsizing review.
  • Cost-per-request and cost-per-inference baseline.
  • Budget, alert, and scaling guardrails for critical workloads.
  • Leadership control memo with owners and review cadence.
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TRACK 02·Latency & Conversion

Performance Revenue Audit

1–2 week diagnostic

For funnels where milliseconds, p95/p99 instability, and frontend weight affect conversion.

p95 / p99 LatencyCore Web VitalsDatabase BottlenecksRevenue ROI
✓

Business Value & ROI

  • Connects speed improvements to revenue, retention, and paid traffic efficiency.
  • Shows which bottlenecks deserve engineering time and which are noise.
  • Creates performance budgets that survive new features and design updates.
⚡

What is Delivered

  • Critical journey map across LCP, TTFB, API latency, errors, and saturation.
  • Revenue-impact ranking for frontend, backend, DB, cache, and third-party issues.
  • Performance budget for CI/CD and release review.
  • Executive summary modeled after report-style evidence and recommendations.
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TRACK 03·Scale & Resilience

AI Scale & Launch Readiness

Targeted program

For launches, partner integrations, campaigns, or AI features that must survive real traffic.

Load & Stress ScenariosTraffic BurstsFailover TestingGo / No-Go Gate
✓

Business Value & ROI

  • Finds capacity limits before customers or partners discover them.
  • Gives product and engineering a clear Go / No-Go frame.
  • Controls the cost of scale instead of treating bigger bills as inevitable.
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What is Delivered

  • Traffic, queue, dependency, and inference-load scenario design.
  • Spike, stress, soak, and failover validation plan.
  • Release thresholds for latency, errors, saturation, and unit cost.
  • Launch decision packet with rollback and guardrail recommendations.
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TRACK 04·SRE & Incident Ops

AI SRE & Incident Intelligence

2–3 week rollout

For teams with recurring incidents, noisy alerts, and slow root-cause investigation.

Golden SignalsAlert Noise CutAI RunbooksPostmortem Governance
✓

Business Value & ROI

  • Cuts operational noise so humans focus on the failures that matter.
  • Uses AI to summarize signals, suggest next checks, and keep runbooks current.
  • Improves recovery routines without hiding accountability behind automation.
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What is Delivered

  • Golden Signals, RED/USE, SLO, alert, and escalation-path review.
  • Incident pattern clustering and runbook gap analysis.
  • AI-ready incident brief template for on-call and leadership.
  • Postmortem follow-up model tied to backlog owners.
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TRACK 05·Fractional Leadership

Fractional AI Systems Advisor

Monthly retainer

For founders, CTOs, and lean infra teams that need senior performance, reliability, and cost governance.

Staff+ Systems LeadArchitecture ReviewsUnit EconomicsRoadmap Priority
✓

Business Value & ROI

  • Adds senior systems leadership without hiring a full-time specialist.
  • Keeps AI, infra, product, and finance decisions in the same operating rhythm.
  • Improves prioritization when every team wants capacity, speed, and lower spend.
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What is Delivered

  • Weekly risk, roadmap, and unit-economics review.
  • Backlog governance by business impact, risk, and implementation effort.
  • Architecture and vendor trade-off support.
  • Leadership reporting for launches, incidents, and cloud spend.
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ENGINEERING STANDARDS

Verified Method Stack

Industry standards and empirical research underlying our audits and guardrails. Click any item to explore topics, business rationale, and official references.

NEXT STEP

Need the right scope for your AI / infra pressure?

Start with the fast request if the pain is clear. If pressure is spread across speed, incidents, scale, and spend, the short intake call is cleaner.

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