Fractional Platform Team | CloudWeld Services
Senior engineers who embed with your team on a monthly retainer, scoped to what you need: reviewing what your AI tools ship, keeping the platform healthy, watching the bill, and getting you through security reviews.
Fractional Platform Team
Keep shipping with AI. We keep it standing.
Senior infrastructure and security engineers, embedded with your team on a retainer scoped to what you actually need. You keep building product. We review what your AI tools ship, keep the platform healthy, and watch the bill. Tell us what you are running and we size it together.
Code Review for AI Output
Every pull request your tools generate gets a senior human read: security, data handling, and the shortcuts that bite later. You keep the speed and lose most of the risk.

Platform, Handled
Deploys, backups, monitoring, dependency updates, and incident response when you need it. You get a monthly report in plain language, and we keep the lights on.

The Bill, Watched
Model prices and usage patterns change monthly. We retune routing and caching as they do, and flag cost creep before it compounds.

Diligence, Ready
Security questionnaires, investor technical diligence, SOC 2 preparation. When the request lands, the answers and the evidence already exist.

Why Partner With Us
A Platform Team Without the Full-Time Hire
A senior platform engineer on staff costs far more than embedding us part-time. You get founders and their playbooks, scoped to what you need, only when you need them.
Senior only
The people on your account are the same people who do our sprint work. Nothing gets handed to a bench you have never met.
Sized to you
We scope the retainer to your stage and what you need, from light review-and-monitoring to a deeply embedded team. Change or cancel monthly.
We already know the system
Most retainers start after a sprint, so we are not learning your codebase on your budget.
Judgment, not hours
You are not buying a block of hours. You are buying the right call at the right moment: ship it, fix it, or do not touch it.
TIMELINE
What to expect
01
Start
We onboard from your sprint handover, or run a short paid assessment: access, monitoring, and a baseline report of where things actually stand.
Weekly Cadence
Review of everything that shipped, a shared channel where questions get answered within a business day, and fixes applied as they come up.
02
03
Monthly & Quarterly
A monthly plain-language report: what shipped, what broke, what it cost. Each quarter we re-plan what to harden next and what the next milestone needs.
When It Breaks
Incidents get a response target, not a ticket queue. We fix it, then write up what happened and what changed so it does not repeat.
04
Coverage
What the Retainer Covers
Four areas we can cover. The mix flexes to what your product needs that month, and we scope the retainer around it.
AI Output Review
A senior read on what your AI tools produce, before it hits production.
- Pull request review for generated code
- Security gates in CI
- Guardrails for Lovable and Cursor workflows
- Architecture calls when features grow
Platform Operations
The infrastructure layer, kept healthy without you thinking about it.
- Deploys and rollbacks
- Backups and restore drills
- Monitoring and alerting
- Dependency and patch management
Cost Control
The AI bill and the cloud bill, metered and retuned monthly.
- Routing and caching retunes
- Per-feature cost reports
- Budget alerts before overruns
- Model migrations when prices shift
Security & Compliance
Ready answers for the day someone serious starts asking questions.
- Security questionnaire responses
- SOC 2 readiness work
- Access reviews and secrets hygiene
- Incident response and postmortems
Technology
Our Toolkit
We use best-in-class tools.
GA
GitHub Actions
T
Terraform
D
Docker
K
Kubernetes
G
GCP
A
AWS
G
Grafana
P
Prometheus
S
Snyk
D
Datadog
FAQ
Frequently Asked Questions
What does it cost?
Retainers are scoped per team, not sold as fixed tiers. After a short call we agree a monthly figure and a clear scope for what we cover and how fast we respond, all written into the agreement. Month to month, cancel with 30 days notice.
Do we need a sprint first?
Usually, because a retainer on top of an unstable foundation just buys firefighting. If your system is already in decent shape, we start with a short paid assessment instead and go from there.
How fast do you respond when something breaks?
Your retainer includes a written response target, and out-of-hours incident cover if you need it. We would rather commit to real numbers in your agreement than promise "24/7" on a website.
Can you be our whole engineering team?
No. We cover platform, security, infrastructure, and review. Product features stay with you and your AI tools, or we scope feature work separately as fixed projects.
What does the monthly report look like?
Plain language, two pages: what shipped, what broke and why, what it all cost, and what we recommend next. Written for a founder, not for another engineer.
Do you replace our AI coding tools?
No. The retainer exists so you can keep using them aggressively. We make the workflow safe to rely on instead of arguing with it.
Stop Being Your Own Platform Team
Tell us what you are running. One call, and we will suggest a plan and a price.