AI Infrastructure Support Services by Senior AI Infrastructure Experts
MeteorOps provides AI Infrastructure Support with senior AI Infrastructure experts who take ongoing AI Infrastructure work off your team's plate. Move models and AI workloads into production with dependable serving, data paths, observability, security, and cost controls. Only 7 of every 1,000 engineers in our vetting pipeline are hired, and you pay by the hour with no lock-in. Book a free 30-minute consultation to scope it.
How it works


We connect you directly with the Senior AI Infrastructure Expert, but we do a couple more things.
To overcome common pitfalls, an architect brings in perspective.
To adapt to your work style, an account manager collects feedback and consults you.
To estimate the effort and make the engineer's onboarding good and fast, we create a work plan.
To give you clarity and control we share a detailed work hours log.
Why use MeteorOps
4.9/5 on Clutch
MeteorOps is rated 4.9/5 across 14 verified reviews. Read the reviews on Clutch.
Senior engineers only
Only 7 of every 1,000 engineers in the MeteorOps vetting pipeline make it through. See how we vet them.
Started in days, not months
No search, no hiring: MeteorOps typically takes about a week from the fit call to your engineer starting. Book a free 30-minute consultation.
An architect's perspective
A senior MeteorOps architect reviews the approach, so common pitfalls are avoided before they cost you. See how it works.
Fitted to how you work
A MeteorOps account manager collects your feedback and adapts the engagement to your work style. See the process.
Clarity and control
MeteorOps bills by the hour with no lock-in, and a detailed hours log shows where every hour went. See plans and pricing.
The hard part
Senior AI Infrastructure help is hard to get for the hours you actually need
Hiring a strong AI Infrastructure engineer is slow, risky, and expensive, and most teams do not need one full time. Here is what that trade-off usually costs.
Months of searching for someone who genuinely knows AI Infrastructure, not a generalist who lists it.
A full-time salary for work that is honestly part-time most of the year.
Advice with no hands from agencies that write decks but never touch your systems.
Debt that compounds while AI Infrastructure work sits half-finished between sprints.
A stalled roadmap every time AI Infrastructure lands on a desk that was not built for it.
What AI Infrastructure actually covers
AI infrastructure is the plumbing around the model: the data, training, serving, and monitoring that make a model usable in production.
Get support from an AI Infrastructure expert
An ML platform, end to end
- Data
Pipelines that feed clean, versioned data.
- Train
Reproducible jobs on scalable compute.
- Serve
Low-latency inference behind stable APIs.
- Retrieve
Vector search and context for production models.
- Monitor
Track drift, cost, and latency over time.
Tools our AI Infrastructure engineers reach for
Everything in our AI Infrastructure service
Consulting and hands-on work from the same senior engineer, billed by the hour.
A senior AI Infrastructure expert advising you
We hire 7 engineers out of every 1,000 we vet, so you get the top 0.7% of AI Infrastructure experts.
A plan that fits your company
A flexible process turns your goals into a custom AI Infrastructure work plan built around your requirements.
You pay only for the hours worked
Use as many hours as you like, zero, a hundred, or a thousand. It is completely flexible.
The same expert does the hands-on work
Our service goes past advice: the person consulting you joins your team and does the hands-on work.
Perspective from many AI Infrastructure setups
Our experts have worked with many companies and seen plenty of AI Infrastructure setups, so they bring real perspective on yours.
An architect's input on the big decisions
On top of your AI Infrastructure expert, an architect from our team joins the discussions to enrich the plan.
Choose how we work together
The same senior AI Infrastructure engineers, on the commitment that fits. Switch, pause, or resize as your needs change.
- ExploreConsultingAdvisory
Opinions, reviews, and spike capacity.
- ExploreOutsourcingDelivery
Roadmaps with a clear exit.
- ExploreStaff AugmentationEmbedded
Ongoing capacity in your channels.
- ExploreComplianceCompliance
Evidence trails alongside engineering.
- ExploreSolutionsProject
Plan first, build to a milestone.
- DetailsSupportCareYou are here
Hygiene, releases, and team enablement.
- You need someone to own recurring toil
- You want train-the-trainer alongside fixes
- You want predictable monthly coverage
- ExploreOn-Call SupportOn-call
Incidents, rotations, wake windows.
Teams that stopped firefighting
The same senior engineers, on real production work. A recent study, and what clients say once the dust settles.

Import multiple high-scale Kubernetes Clusters into Pulumi
How we organized infrastructure management of a high-scale system in the cloud by utilizing Pulumi and standardizing environment creation
- Pulumi
- Kubernetes
- TypeScript
Thanks to MeteorOps, infrastructure changes have been completed without any errors. They provide excellent ideas, manage tasks efficiently, and deliver on time. They communicate through virtual meetings, email, and a messaging app. Overall, their experience in Kubernetes and AWS is impressive.
Mike OssarehVP of Software, ErisyonGood consultants execute on task and deliver as planned. Better consultants overdeliver on their tasks. Great consultants become full technology partners and provide expertise beyond their scope. I am happy to call MeteorOps my technology partners as they overdelivered, provide high-level expertise and I recommend their services as a very happy customer.
Gil ZellnerInfrastructure Lead, HourOne AI
Where to go next
Other ways to engage AI Infrastructure
Questions before you bring in a AI Infrastructure engineer
01How does pricing work?
MeteorOps bills for engineering time, not an opaque package: monthly for actual hours, a prepaid hours bank, or reserved monthly capacity. Before work starts, we explain the rate, the expected shape, and what could change it. See MeteorOps plans and pricing.
02Do we meet the engineer before committing?
Yes. MeteorOps introduces the engineer proposed for the work, and you assess the technical and working fit yourself. The person you meet is the person who joins your channels and does the work. Book a free 30-minute consultation to start.
03Is this AI Infrastructure advice or hands-on implementation?
Both. The same senior MeteorOps AI Infrastructure expert assesses the system, explains the trade-offs, and implements the agreed changes, with an architect reviewing the approach. See what the AI Infrastructure practice covers.
04How will we see progress and hours?
Work happens in your own tools and channels. MeteorOps shares regular updates and a detailed hours log of where every billed hour went, so progress is visible before the invoice arrives. See how a MeteorOps engagement works.
05What happens when priorities change?
You can redirect the support engagement as production reality changes. MeteorOps explains the effect on timing and hours, then works from the priority you choose, without a scope-change negotiation. Talk to MeteorOps about your priorities.
06Can we start with something small?
Yes. A focused review, decision, or small implementation is often the best first MeteorOps engagement, so you can judge the engineer and the working model before expanding the scope. Get a free project estimation.





