The foundational platform for digital twins, smart cities, process controls, and next-generation IoT β built from the ground up, never bolted on.
iot4.ai is the core infrastructure layer for real-time intelligence. We enable calibrated, normalized, low-latency feedback loops between devices, data, control systems, and cloud AI β powering everything from industrial automation to smart infrastructure.
Modern systems demand more than data collection. They require intelligence β in place, on time, and in sync.
No patches. No bolt-ons. Just purpose-built systems that think in time.
[Sensor / PLC / RTU]
β
[iot4.ai Node: normalization, sync, control logic]
β
[Cloud AI / Digital Twin]
β
[Operator or Automated System]
Our nodes bridge the edge and cloud with time-aligned, structured, actionable data β enabling safe, intelligent autonomy and operational visibility across sectors.
Your environment. Your intelligence. Your loop.
iot4.ai provides the backbone for proactive, intelligent, AI-led infrastructure β where every signal counts.
Why engineers choose iot4.ai when timing, control, and simplicity matter most:
| Feature | iot4.ai | AWS Greengrass | Azure IoT Edge |
|-------------------------------------|-----------------------------|------------------------|------------------------|
| π§ Built-in digital twin support | β
Native, real-time | β Requires layering | β Add-on via Azure DT |
| β‘ Feedback loop latency | π½ Microseconds | β±οΈ 10sβ100s ms | β±οΈ 10sβ100s ms |
| π§© Architecture | From-scratch, zero trust | Cloud-first | Cloud-first |
| π Protocol support | gRPC, OPC UA, MQTT, CAN | MQTT, HTTP | MQTT, AMQP |
| π¦ Deployment footprint | <10MB binary / container | 100s MB runtime | ~300MB runtime |
| π Air-gapped operation | β
Fully supported | β Limited | β οΈ Partial |
| π§ͺ Time-series alignment | β
Deterministic | β Manual | β Manual |
| π οΈ Maintenance record integration | β
Normalized at edge | β External system | β External system |
| π§° Codebase | Rust + C | Java + Node + Python | .NET + C# |
| π Cloud dependency | Optional | Required for full use | Required for full use |
| π Licensing | Open integration, no lock-in| AWS terms | Azure terms |
At iot4.ai, we donβt fear legacy β we integrate with it, accelerate it, and make it smarter.
Whether you're modernizing a refinery, upgrading a smart campus, or extending the life of critical infrastructure β weβre the bridge. Legacy isnβt a burden. Itβs our edge.
Tiny, mighty, and immutable β Popcornβ’ bundles your runtime, model, and policy into a single, signed image. No partial updates. No dependency hell. Just plug, boot, and go.
| Feature | Popcornβ’ OTA | Legacy OTA Upgrade | |------------------------------------------------|----------------------------------------|---------------------------------| | π Immutable system image | β Single bootable object | β Multi-part updates | | π§ Includes model, logic, config | β Unified | β Fragments + shell scripts | | π¦ Containerized at the metal | β Boot-level OCI image | β Requires OS + runtime stack | | π Signed & verified at boot | β ECDSA verified | β οΈ Often unsigned or SHA1 only | | π Sovereign private keys at factory | β Per-unit cryptographic identity | β Shared secrets or none | | π« Zero trust, from first line of code | β No implicit trust anywhere | β οΈ Patch-based trust models | | 𧬠Dynamic node registration (anti-clone) | β Anti-impersonation baked-in | β Easy to spoof | | π€ Perfect for AI micro-models at the edge | β Industrial, BLE mesh, 5G & fog ready| β Too heavy or fragile | | β±οΈ Upgrade time | π½ Seconds | β±οΈ Minutes (risk of failure) | | π§― Rollback safety | β Atomic boot fallback | β Manual rescue | | π Fleet scale | β CDN + verifiable rollout | β οΈ Scripted push or MDM needed |
With Popcornβ’, every node is born secure, verifiable, and tamper-resistant β and every upgrade is a reboot away. No drift. No surprises.
IoT for AI leverages SwiftBoot and Popcorn(tm), dependencies are managed exactly where they belong: in the pipeline. Not the target, not the userβs system, and never via ad hoc scripts or runtime surprises.
Whether you're deploying a hardened kernel, a microservice chain, or a full containerized runtime, IoT for AI ensures that the entire system is locked, labeled, and immutable before it boots.
| Topic | SwiftBoot | Traditional Toolchains | |--------------------------------|--------------------------------|--------------------------------| | π¦ Dependency Management | CI/CD controlled | Host-resolved or scripted | | π§ͺ Config + Patch Hygiene | Verified at build | Applied at runtime | | π Supply Chain Attestation | β SBOM + Sigstore ready | β None or external | | π« OTA Patch Hell | Eliminated via full image | Partial updates, drift risk | | π Policy Compliance | Enforced pre-deploy | Best-effort or manual | | π§― Rollback + Recovery | Built into boot flow | Manual or break/fix | | π Audit + Reproducibility | Guaranteed via `.swiftboot` | β Fragile and host-dependent |
IoT for AI turns your pipeline into your release gate, your compliance tool, and your last line of defense. The host? It just boots.