MakinaRocks
Industrial-AI platform (Runway AI OS) with productized agents for BOM/PO/quotation and NL process execution.
MakinaRocks is a South Korean industrial-AI company that builds specialized AI for manufacturing and heavy industry. Founded in 2017 and spun off from SK Telecom's ICT R&D Center in 2018, it has offices in Seoul, Silicon Valley, and Tokyo and has deployed more than 5,000 industrial AI models across automotive, semiconductor, battery, chemical, defense, and public-sector environments.
Its platform is Runway, an Enterprise AI OS for managing the full AI lifecycle in mission-critical industrial settings (not to be confused with the unrelated video-generation tool of the same name). Now in version 2.0, Runway brings cloud-native deployment to harsh operational environments and spans data integration, multi-model development, CI/CD/CT workflows, and Ops functions including LLMOps and MLSecOps. Its App Studio lets users connect data and models to build and test AI apps through a visual interface.
MakinaRocks builds vertical AI agents as modular components with defined roles: an API agent that triggers external system actions, a DB agent that queries databases in natural language, and a retrieval agent that consults manuals and technical documents to recommend next steps. These power use cases such as equipment anomaly detection, predictive maintenance for industrial robots, PLC code interpretation and verification, and smart engineering-drawing analysis.
The company serves and is strategically backed by global manufacturing leaders including Applied Materials, Samsung, LG, Hyundai, SK, GS, and Hanwha, and has raised more than 25 million dollars from investors such as Applied Ventures and Hyundai Motor Group. It was the only manufacturing-category company on CB Insights' 2023 AI 100, is a World Economic Forum Global Innovator and Technology Pioneer, and is led by co-founder and CEO Andre S. Yoon.
Vendor details
Canonical URL
https://www.makinarocks.ai
Category
Enterprise operations agent
Company status
independent
Use cases & customers
In practice
An industrial robot is heading toward failure and your team finds out when it stops. MakinaRocks builds predictive-maintenance models on Runway that catch the anomaly while the line is still running.
An operator needs an answer buried in a 300-page equipment manual. Runway's retrieval agent consults the manuals and technical documents and recommends the next step, instead of sending someone digging.
Your engineers can't query plant databases without writing SQL. Runway's DB agent answers questions against those databases in natural language, while an API agent triggers the external actions that follow.
Agentic Index coverage score
6.5 / 14 capabilities · 46%
| Integrations & Tool CallingMakinaRocks Runway integrates artificial intelligence across design, production, quality, and operations and connects to industrial systems and real time programmable logic controller data, broad within the industrial domain, so partial. | Partial |
|---|---|
| Workflow OrchestrationMakinaRocks Runway is an enterprise artificial intelligence operating system that orchestrates specialized agents for anomaly detection, predictive maintenance, and process control across the full lifecycle, a genuine autonomous multi agent platform. | Full |
| Knowledge Grounding & RAGMakinaRocks turns fragmented engineering drawings and manufacturing data into standardized enterprise assets that agents reason over, strong data grounding without citation tracked retrieval, so partial. | Partial |
| Human Oversight & GuardrailsMakinaRocks Runway maintains absolute governance while agents suggest setpoint adjustments for human or system approval, bounded autonomy under governance rather than a runtime enforcement engine, so partial. | Partial |
| Security, Identity & GovernanceMakinaRocks Runway mandates security across all layers with Keycloak based single sign on and role based access control plus centralized audit logs, strong identity and access controls though named certifications are not documented, so partial. | Partial |
| Observability & AuditabilityMakinaRocks Runway automatically captures every operation in centralized audit logs for full compliance and audit ready reliability, comprehensive operational and agent action auditability, so full. | Full |
| Memory & State PersistenceMakinaRocks applies continual learning to its models but documents no dedicated persistent cross session agent memory product, so not documented as first class. | Unable to verify |
| Deployment & Data ResidencyMakinaRocks Runway deploys in air gapped and high security environments with zero external reliance alongside cloud and on premises options and edge execution on industrial computers, genuine self host and data sovereignty, so full. | Full |
| Prebuilt Agents, Templates & PacksMakinaRocks provides a curated set of verified tools and specialized industrial agents for maintenance, quality, and control rather than a browsable marketplace of cloneable agents, so partial. | Partial |
| Triggers & Channel CoverageMakinaRocks agents monitor production conditions continuously from real time programmable logic controller data and act as conditions change, strong feed driven triggers within a single channel, so partial. | Partial |
| Model Flexibility & RoutingMakinaRocks Runway manages industrial machine learning models but documents no user facing model routing or selection for its agents, so not documented as first class. | Unable to verify |
| APIs, SDKs & MCP ExtensibilityMakinaRocks connects to enterprise systems through the platform but documents no public developer application programming interface, software development kit, or Model Context Protocol server, so not documented as first class. | Unable to verify |
| Testing, Debugging & OptimizationMakinaRocks Runway manages the full model lifecycle from planning and risk modeling through operations with continual learning, an optimization and evaluation loop, so partial. | Partial |
| Browser & Computer UseMakinaRocks acts on industrial systems and machine data with no general browser or computer use capability, so not documented as first class. | Unable to verify |
The Agentic Index coverage score grades every vendor Full, Partial or Unable to verify against the same 14 buyer facing capabilities, from public evidence only. Each capability links to how all vendors in the index score on it. How this evidence is graded
Pricing
Enterprise pricing. Contact sales.
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Alternatives to MakinaRocks
The closest documented capability profiles to MakinaRocks among enterprise operations agents tracked by Agentic Index, ordered by similarity on the same 14 point evidence the rankings use. No vendor pays for placement.
- Nexus Industrial6.0 / 14A lighter documented profile than MakinaRocksMakinaRocks vs Nexus Industrial →
- HackerEarth5.5 / 14A lighter documented profile than MakinaRocks
- Leah AI7.5 / 14Adds documented Model Flexibility & Routing and APIs, SDKs & MCP Extensibility
- Nominal5.5 / 14A lighter documented profile than MakinaRocks
- ParkourSC5.5 / 14A lighter documented profile than MakinaRocks
- GoodTime5.0 / 14A lighter documented profile than MakinaRocks
Similarity is computed from each vendor's Agentic Index coverage score evidence, axis by axis, not from the totals. How this evidence is graded