AI Production Readiness Workshop

From Prototype to Production:
AI Infrastructure That Doesn’t Break at 3AM

If you’re deploying LLMs, you don’t need more demos — you need reliability, safety, observability, and cost controls that survive real traffic, real outages, and real budgets.

Get an intake link View pricing
1-day workshop
Hands-on hardening
90-day roadmap

Your LLM stack is fragile

The painful stuff shows up after launch — when the on-call rotation is already tired.

Reliability failures

  • 502s/timeouts under bursty traffic or provider hiccups
  • Thundering herds, retry storms, and cascading failures
  • Rate-limits and quota surprises that take prod down

Cost & control failures

  • Cost overruns from prompt bloat, bad caching, or runaway agents
  • No observability: you can’t answer “what changed?” at 3AM
  • Vendor lock-in: switching models breaks product assumptions

What you get (1-day workshop)

A practical deep-dive into your stack — with deliverables you can act on immediately.

Architecture review

We map your request path end-to-end: clients, gateways, orchestration, model providers, tools, storage.

Live threat modeling

What breaks, what leaks, and what costs $50k overnight — and how to prevent it.

Hands-on hardening

Build a routing proxy with circuit breakers, timeouts, retries, and safe fallbacks.

Observability setup

Define what to measure, how to sample, what to alert on, and how to avoid alert fatigue.

90-day roadmap

Takeaway plan tailored to your constraints: reliability, safety, cost, and vendor mobility.

Executive summary

A clean write-up your team can align around: risks, mitigations, and prioritized next steps.

Who it’s for

Teams already deploying LLMs (or about to) who need production-grade guardrails.

  • Engineering leads owning uptime and incident response
  • Platform teams building shared AI infrastructure
  • AI/ML teams shipping LLM-backed features
  • Security & compliance partners who need clarity and controls

Format

Remote or on-site. We’ll tailor the day to your stack, your on-call reality, and your risk posture.

Gateways & routing Model providers Caching Eval & QA Tooling + RAG Guardrails

Pricing

Transparent starting points. Final scope depends on team size, stack complexity, and goals.

Remote (half-day)

$7,500 starting
  • Architecture + risk review
  • Priority fixes + guardrails
  • Actionable next steps
Most common

Remote (full-day)

$15,000 starting
  • Deep-dive workshop + hands-on build
  • Threat modeling + observability plan
  • 90-day hardening roadmap

On-site

$20,000+ starting
  • Best for cross-team alignment
  • Whiteboard + implementation working session
  • Customized deliverables

Need procurement details or a custom SOW? Use the intake form and we’ll respond quickly.

About the instructor

30 years in Unix and HPC, building distributed systems that stay up. Built AI infrastructure at scale. Conference veteran.

This workshop is pragmatic: we’ll talk about failure domains, paging, cost ceilings, model routing, and security boundaries — then we’ll build the pieces you’re missing.

What you leave with

  • A clear view of your production failure modes
  • Concrete mitigations and priorities
  • A roadmap your team can execute

Request intake

Tell us a bit about your stack. We’ll reply with next steps and scheduling options.

Preferred format
Email instead

By submitting, you agree we may contact you about scheduling. If the form endpoint isn’t available, the page will offer an email fallback.

Prefer to talk first?

Email pal@posereight.com and we’ll set up a quick call.

Tip: If you can share a high-level diagram (even a rough one), we can make the workshop far more effective.