Infrastructure that holds. Recovery that works. AI that ships.
Three services, each available on its own. Twenty years rescuing production systems, building the platforms under them, and putting AI into production on top. Bring us one problem or all of them.
One senior engineer who has been in the room when it broke.
Twenty-five years in production at IBM, E*TRADE and Pitney Bowes: enterprise systems at scale, infrastructure serving millions of users, integrations that could not fail. When you call Watkins Labs you talk to me, and I do the work.
WatkinsX is the Watkins Labs product platform: the platforms we engineer and run ourselves, free public tools and games. It is the proof behind the consulting: the same engineering we bring to your systems, live in production.
50 papers on infrastructure, recovery and AI. Each argues one decision with its evidence (775 cited sources in all), prices the tradeoffs and ends with the questions to ask your team. Read online or download the PDF.
Treat backups as unproven until a scheduled restore test brings a system back intact, and report restore success and restore time to leadership every quarter.
Everything written down, monitored, and recoverable.
We build on what you already run. Every platform we touch ends up reproducible from a repository, watched by alerts people trust, backed up to copies an attacker cannot reach, and handed back with runbooks.
Reproducible. Infrastructure as code, reviewed like code.
Observable. Metrics, logs, and traces that point at the problem.
Recoverable. Immutable backups and a rehearsed failover.
Handed back. Your team owns it when we leave.
InfrastructureSystems rescueDisaster recoveryAI
Understand it before you touch it. Break nothing that works.
One senior engineer, not a pyramid.No partners, managers, and juniors learning on your time.
Built, not just advised.The deliverable is a working system, not a slide deck.
Every layer of the stack.Code, AI, SRE, infrastructure, Windows, Linux, databases, integrations.
Built on what you have.We extend and repair before we replace anything.
AI · The Foundation Method™
Four phases. Each one feeds the next.
For AI engagements: most AI projects fail on data nobody trusts and infrastructure nobody can reproduce. We map what you have, define what it means, build the systems, then put governed intelligence on top. Or start with the free 5-minute AI Readiness Assessment.
How an engagement runs
From first call to a system your team can run.
01
Call
Tell us what is broken or what you need built. No deck, no discovery theater.
02
Assess
We look at the real system: code, infrastructure, data, runbooks, people.
03
Fix or build
In order of risk and impact. Every change reversible and verified.
04
Hand back
Documentation, runbooks, and a team that can run what we built.
05
Stay available
Retainers for the systems that need ongoing attention.
How we work together
Choose your run.
Durations are fixed. Phases inside are dynamic. We triage based on your systems, your people, and the complexity of what is actually broken.
Free
Assessment
5 minutes · Instant
$0
Twenty questions. Scored across all four phases. Tells you where you stand before anyone talks money.
◎AI usage is a real cost of this work. Depending on engagement scope, 25–50% of the total goes directly toward AI API usage — model inference, embeddings, discovery agents, and evaluation runs. A single discovery session on a large codebase can run $2,000–$5,000 in API costs alone. That cost is built into the price, not billed separately. You are paying for production outcomes, not hours.
Emergency recovery
Systems down right now?
Failed storage, a botched migration, a deleted database, ransomware, a platform that will not come back up. Call us. We triage, recover in order of business priority, and make sure it does not happen the same way twice.
Free, 20 questions, 5 minutes. Scored across all four phases. Written result instantly. No sales call.
How long does a typical engagement take?+
One, three, or six months. Durations are fixed. Phases inside are dynamic — we triage based on systems, people, and complexity.
Do you work with existing engineering teams?+
Yes. We build end-to-end or work alongside your team as architects and reviewers. Same methodology either way.
Do you take infrastructure work that has nothing to do with AI?+
Yes. Systems rescue, platform engineering, migrations, Kubernetes, CI/CD, observability, and security hardening are a large part of what we do. See infrastructure & platform.
Do you work with MSPs?+
Yes. We work white-label behind managed service providers on projects and escalations their teams do not cover, under the partner's brand and client relationship.
Included in every engagement. We do not sell standalone courses. The deliverable is a working system.
What does this cost?+
Assessment is free. One-Month Runs from $45k. Three-Month Runs from $250k. Six-Month Runs quoted per scope.
Why foundation-first?+
Every AI project that fails fails for the same reason. The model is not the problem. The foundation under it is.
Not sure where you stand?
Tell us what is broken and we will tell you honestly what it takes. Or, if you are starting with AI, take the free AI Readiness Assessment: twenty questions, five minutes, scored across infrastructure and team, automation and deployment, data and pipelines, and AI and security.
