stackcontrolai vs Superblocks.
Superblocks builds internal apps. stackcontrolai governs the AI those apps — and every other surface — actually call.
Superblocks is a serious internal app platform with AI features bolted in. It is not designed to govern AI traffic outside the apps you build with it — which is what stackcontrolai handles centrally.
Engineering teams building internal apps with embedded AI
- · Strong internal-app authoring
- · Solid integrations and SSO
- · AI components inside the app builder
- · AI governance only inside Superblocks-built apps
- · No cross-stack model routing or cost ledger
- · No platform-level audit across providers
Centralized AI control + governance
- · One audit + policy plane across every surface
- · Vendor-agnostic routing and approval chains
- · Cost attribution across all AI consumers
Keep building internal tools in Superblocks. Wire their AI nodes through stackcontrolai so the same policy, audit, and cost rules apply whether the call originated in an app, an agent, or a backend service.
stackcontrolai vs Superblocks, row by row.
| Capability | stackcontrolai | Superblocks |
|---|---|---|
| Multi-vendor model routing | full | none |
| Inline policy enforcement | full | partial |
| Approval workflows | full | partial |
| Tamper-proof audit log | full | none |
| SOC 2 / ISO / EU AI Act mapping | full | none |
| Cross-stack cost attribution | full | none |
| Secure deploy (VPC · self-host) | full | partial |
| Granular RBAC + ABAC | full | partial |
Five things a control plane has to do.
Centralized control plane
One plane for every model, agent, and workflow — across every provider.
Cross-vendor governance
Policy enforced inline on OpenAI, Anthropic, Google, xAI, Mistral, Bedrock, vLLM.
Policy-as-code + approvals
Versioned policy DSL with human-in-the-loop approval chains wired to audit.
Tamper-proof audit + compliance
Every prompt, output, decision logged and mapped to SOC 2, ISO 27001, EU AI Act.
Cost + reliability across stacks
Token, dollar, and SLO accounting per team, app, and feature — every provider.
Do we have to rebuild apps?expand
No. Point the Superblocks AI nodes at stackcontrolai instead of the model providers directly. Governance and audit kick in without changing the apps themselves.
What about non-Superblocks workloads?expand
That's the point of a control plane. stackcontrolai covers internal apps, agent runtimes, batch jobs, and ad-hoc backend calls under one policy and one audit log.
Is this a Retool competitor?expand
Not directly. stackcontrolai is upstream of any internal-app platform — Superblocks, Retool, custom — and governs the AI calls those tools make.
Can we self-host?expand
Yes. stackcontrolai runs in your VPC or fully self-hosted, including the audit store and policy engine.
One control plane for governance, orchestration, multi-model routing, observability, agents, and cost. Built for enterprise AI.
How to architect enterprise AI infrastructure: control plane, gateways, vector stores, agents, governance. Compared.
One plane for governance, routing, audit, and cost.
Replace stitched-together vendors with a single control plane — without ripping out the tools your teams already use.