Time to launch
<60 seconds from CLI/console to running workloads cost.
Deploy in minutes, not weeks.
FlexAI unifies workload orchestration, policy governance, and multi-cloud automation into a single platform.
This means that dev teams can train, fine-tune, and serve models with one click across any cloud and any compute.
While point solutions specialize in a slice of the stack, such as GPU scheduling, Ray-based scaling, serverless inference, or Kubernetes ops, FlexAI delivers a full, vertically-integrated "AI factory" with end-user consoles, admin controls, and productized SKUs.
| Capability | FlexAI | Run:AI | Anyscale | Modal.com | Rafay |
|---|---|---|---|---|---|
| One-click workload orchestration (train, fine-tune, serve) | |
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|
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| Intelligent workload co-pilot (right-sizing, budgets, SLOs) | |
|
(Ray focus) |
(serve focus) |
|
| Self-healing automation & retries | |
|
|
|
|
| Auto-scaling (inference & batch) | |
(GPU focus) |
(Ray autoscaling) |
(serverless) |
|
| Multi-cloud / hybrid / BYOC | |
|
|
(cloud first) |
(infra/K8s ops) |
| Framework / runtime agnostic | |
(NVIDIA-centric) |
(Ray-centric) |
(serve-centric) |
(K8s-agnostic infra) |
| Governance, RBAC, compliance, FinOps | |
|
|
|
|
| End-user console + admin consoles (SKUs by persona) | |
|
|
|
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| Kubernetes management (clusters, multi-cluster) | |
|
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| Serverless model hosting | |
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|
Our customers get measurable utilization and cost outcomes, not just a scheduler or a serving endpoint.
Notes: Numbers vary by model size, traffic pattern, and cloud pricing. We share customer-specific TCO models during evaluation. (Additional pricing comps available in our sales appendix.)
<60 seconds from CLI/console to running workloads cost.
Deploy in minutes, not weeks.
typically >90% with workload-aware scheduling
50–80% lower cost per workload depending on baseline and mix, backed by our pricing and performance workups
In our H100 node annualized comparison, at 0.8–0.9 utilization ~46–47% vs. Run:AI and ~87% vs. Anyscale
p95 latency ≤50 ms, self-healing success >98% (design SLOs used in our inference PRD).
One platform. Any cloud. Any hardware. Anywhere.
Get Started with $100 Credit%201.png)
