Trust
Claims, boundaries, and safety posture
Buyers and AI agents should be able to distinguish product claims, deployment-dependent scope, modeled projections, and non-goals. This page is the canonical claims policy for TwinEdge marketing content.
What TwinEdge claims
- An industrial operating layer spanning edge runtime, DataOps, twins, governed agents, AssetOps, Field, and evidence.
- Physics-grounded analytics and recommendations where models and sensor context support them.
- Approval-first AI with audit, dry-run, and replay controls by default.
- Enterprise commercial model with entry from $1,000/month and deployment-scoped quoting.
What depends on deployment validation
- Exact protocol adapters, PLC families, historian connectors, and write scopes.
- Hardware sizing, network zoning, and security controls.
- Regulatory report formats, signoff policies, and retention rules by jurisdiction.
- Energy savings, downtime reduction, and other outcome metrics for a specific site.
What TwinEdge is not
- Not a safety PLC / SIS replacement.
- Not ungoverned autonomous write control into OT networks.
- Not a humanoid robotics or general-purpose robot OEM product.
- Not a consumer self-serve SaaS with flat per-seat packaging as the primary model.
- Not certified scientific metrology for phone-based field screening tools.
How numbers are labeled
Benchmarks, modeled projections, and evaluation methods are separated on the proof page. Modeled outcomes are not customer case studies. Competitive benchmarks include caveats and are not device certifications.
FAQ
Does TwinEdge claim fully autonomous plant control?
No. Agents are recommendation-first and read-only by default. Operational handoffs use human approval unless a separately governed customer policy permits more.
Are savings and downtime percentages guaranteed?
No universal guarantee. Modeled projections are labeled as modeled. Site results depend on data quality, process constraints, and operating policy.
Does TwinEdge replace safety systems?
No. Safety PLC and SIS remain authoritative. TwinEdge does not rewrite safety logic.
Is $1,000/month a fixed enterprise fleet price?
No. $1,000/month is the published enterprise entry point. Final quotes depend on deployment topology, integrations, compute, modules, support, and rollout.
Related for search and evaluation
Primary product for asset management and maintenance work.
Condition, physics, and remaining-life workflows.
Governed recommendations with approval and replay.
Maximo, HighByte, MaintainX, Fiix, and field alternatives.
Definitions for CMMS, DataOps, UNS, twins, and agents.
Labeled benchmarks and pilot methods.