monthly software operating cost cut in the agentic software-team case.
to document, build, and hand over an e-commerce campaign workflow.
from kickoff to production-like test for a logistics connector.
coordinated across planning, build, QA, review, release, and docs.
Why smaller teams choose Cloud28
Big firms need broad platforms and long programs before value appears. Cloud28.ai starts with one real workflow, keeps product ownership with your team, and delivers results your engineers can inspect — fast.
First production slice scoped in days. Value in weeks — not a multi-quarter program.
Ship multiple times a week when risk is low — instead of one release every two weeks.
Extended delivery coverage across time zones keeps work moving after hours.
Senior engineers stop paying coordination tax and focus on architecture.
Human approval at every high-risk decision, with evidence attached to every change.
Test evidence, release notes, and rollback paths on every release.
Documentation updates as part of each shipped change — not cleanup afterward.
Approval gates, access boundaries, and delivery logs keep changes traceable.
The ROI case
In the software-team case, the operating model moves from a $30,000 monthly engineering run-rate to $10,000 — keeping product and architecture decisions with your senior people while Cloud28.ai runs the delivery.
A fit-dependent model, not a universal guarantee — it applies when the backlog is well-scoped and access is ready.
The operating model
Bring one backlog, workflow, or inherited platform. Architects and product managers steer; Cloud28.ai delivery roles move the work around them with approval gates and traceable release history.
We identify the backlog, repo, workflows, systems of record, and the smallest production slice worth shipping first.
Cloud28.ai assigns delivery roles across planning, frontend, backend, QA, review, release, documentation, and delivery management.
Work moves through planning, build, review, QA, release, and handover with visible status and human approval where it counts.
Your team keeps source control, documentation, rollback paths, test evidence, release history, and operational visibility.
Technical operating layer
The technical pieces usually buried inside bigger programs — orchestration, grounded knowledge, integrations, and evidence — scoped to one useful workflow that expands only after results are visible.
Proof
Delivery roles added around a 12-person team and a 90+ service estate.
Website workflowAn inherited CMS turned into a controlled e-commerce campaign flow.
Operations connectorOrder PDFs extracted, checked, enriched, and delivered as TMS-ready rows.
Answers
A managed AI engineering delivery team that runs planning, implementation, QA, documentation, review, and release — with human approval for high-risk product decisions.
Smaller teams under software pressure: too many tickets, limited delivery capacity, inherited platforms, fragile workflows, or undocumented systems.
From a concrete backlog, workflow, repository, or system access, a first delivery can be scoped in days — with value shipping in weeks.
Bigger firms focus on large programs with heavy overhead. Cloud28.ai is built for focused projects that need a useful workflow shipped quickly — with approvals and evidence still in place.
Three detailed use cases: a software-team model, a website CRM & campaign workflow, and an operations connector from customer PDFs to TMS-ready Excel. See the use cases →
You do. Your team keeps source control, documentation, and release history — Cloud28.ai works inside the tools and repositories you already own.
Contact us
We'll help you decide whether the model fits, what the first sprint should prove, and what access is required to get started in days.
