What Do You Need?

Universal Compute Primitive · Patent Pending · DATADOCTORZ

SoftGPU
The Warp Compute Layer for Any Silicon. Any Domain. Any Scale.

SoftGPU is not an industrial tool. It is not a telecom tool. It is not an audio tool.
It is a production-ready, portable, pure-C warp/shader compute abstraction that runs the same parallel workload on any silicon — from the MCU inside a pin-manufacturing machine to the flight computer of a spacecraft.

Wherever a GPU isn't an option, SoftGPU is. SoftGPU's correct peer group is CUDA, OpenCL, and CMSIS — not any single industry's toolchain.

Production-Ready Engine · Application Kernels Under Active Development
SoftGPU's warp compute core is production-ready — benchmarked at 377M ops/sec, validated on silicon from STM32 to AMD Ryzen, and patent-filed. What is actively evolving are application-layer kernel optimisations: GEMM, sparse attention, FFT, convolution — the same way cuBLAS extends CUDA without changing the CUDA runtime. The engine is stable. The ecosystem is growing.
🇮🇳
Patent Pending · IN 202641043907 Indian Provisional Patent · Filed April 6, 2026 · PCT Deadline: April 6, 2027
Licensing targets: ARM · ST Micro · Siemens · Rockwell · Aerospace OEMs · Medical Device Makers
AVX2 FMA BUS — 256-bit SIMD 8-WARP HETEROGENEOUS GRID · Patent Pending · IN 202641043907
377M
ops/sec · Ryzen 7 5700G
0
GPU · cloud · driver required
<500ms
observe → rewrite → flash loop
📐

Warp-to-RTOS Task Mapping

GPU-style workgroups on any bare-metal RTOS. Every parallel kernel gets a hard-deadline schedulable RTOS task.

🔀

IEC 61131-3 + AI Co-Execution

World first: IEC 61131-3 PLC and LLM inference co-executing on the same silicon with guaranteed deadlines.

🔄

Self-Rewrite and Flash

On-chip inference generates corrective IEC 61131-3 code and flashes its own HEX firmware in under 500ms. No PC required.

🌐

4-Tier Auto Backend

Auto-selects Vulkan/RADV → AVX2/FMA3 → ARM NEON → Scalar C. Same binary runs STM32 to x86. Zero porting.

Bare-Metal AI Compute Fabric · Patent Pending · DATADOCTORZ

SoftIC
A Software-Defined Integrated Circuit. No OS. GPU Not an Option. No Limits.

SoftIC is not a GPU emulator, not a userspace thread library, and not a conventional RTOS. It is a new class of compute architecture — a bare-metal many-core compute fabric that treats an existing x86 CPU as raw silicon substrate, defines core count and memory topology at runtime, and boots directly with no operating system dependency whatsoever.

Phase 3 Complete · Phase 4 Active — OS Elimination Underway
Phase 3 validated on real hardware: 96.3% sustained CPU utilisation, 91.8% NVMe bandwidth of rated peak, 613ms boot time. Phase 4 (removing Linux entirely via Unikraft unikernel) is actively in progress. Phase 5 (full bare-metal custom bootloader + micro-kernel) follows independently.
🇮🇳
Patent Pending · IN 202641101116 Indian Provisional Patent · Filed August 21, 2026 · Complete Specification Deadline: August 21, 2027
Partnership targets: Hardware OEM Manufacturers · System Integrators · Physical AI & Autonomous Systems OEMs · Defence Electronics
⬡ SoftIC core development (Phases 4 & 5) is completed independently by DATADOCTORZ. We seek hardware OEM partners to manufacture the validated SoftIC compute module, and system integrators to embed and deploy SoftIC appliances at scale.
SOFTIC BOOT SEQUENCE · Patent Pending · IN 202641101116 STAGE 1 — UEFI BIOS POST · PCIe enum · SoftIC bootloader hand-off (~0.5s) STAGE 2 — BOOTLOADER Load kernel from NVMe CMB · verify integrity · map memory (~0.3s) STAGE 3 — HAL INIT (Core 0) Program APIC · NVMe queues · ICC buses wake Cores 1-7 (~0.2s) STAGE 4 — SOFT CORES 1-7 Each core: slab addr + NVMe window · warmup prefetch · exec loop ZERO INTERRUPTS on compute cores · MIMD · AVX2 SIMD within each core NVMe-PRIMARY MEMORY · Per Core 500 GB NVMe Private Window · $0.10/GB Boot-to-execution: <2s · Kernel: <512KB · Utilisation: 96.3% No OS · No Drivers · No DRAM for working data
⚙️
96.3%
Sustained CPU utilisation · Phase 3 measured · exceeds 90–94% spec
💾
500 GB
NVMe private working memory per soft core · $0.10/GB vs $8/GB DRAM
~45W
System power · vs 170W discrete GPU — 73% lower consumption
🚀
<2s
Boot to full inference execution · Phase 5 target · 613ms in Phase 3

SoftIC — Core Innovations

🧠
No OS Dependency
SoftIC IS the execution environment. No Linux, no Windows, no RTOS underneath. Boots directly on bare silicon.
💾
NVMe-Primary Memory
DRAM eliminated as working memory. Each soft core gets 500GB private NVMe — terabyte-scale AI with $0.10/GB cost.
⚙️
MIMD Soft Cores
Each physical core becomes a fully independent compute unit running its own instruction stream — not a SIMD lane.
🔒
Interrupt Isolation
All 256 IRQ vectors routed exclusively to Core 0. Compute cores run indefinitely — zero hardware interrupts ever.
🌐
Minimal NIC
Controlled network interface managed directly by the micro-kernel. Air-gap capable. No OS network stack exposure.
🛡️
Free Fault Tolerance
Working data lives on NVMe — non-volatile by nature. Power failure, CPU exception, node swap: resume automatically.
Traditional Linux + CPU vs SoftIC
40–55% sustained compute utilisation
96.3% sustained · 2× throughput
2 GB DRAM share per core · $8/GB
500 GB NVMe per core · $0.10/GB
10–200µs interrupt jitter on compute
Zero interrupts on compute cores
~30 second boot to application
<2 second boot to full execution
10–15 MB Linux kernel
<512 KB SoftIC micro-kernel
Explicit checkpoint/restart for fault tolerance
Automatic — NVMe persistence is free FT
⚙ SoftGPU Application — Battery Energy Storage

Hard Real-Time BMS + AI on One Chip

BESS demands what no conventional architecture delivers: hard real-time IEC 61131-3 safety control co-executing with AI-driven SoC estimation, active cell balancing, and thermal management — all on one silicon target, offline, with zero cloud dependency. SoftGPU delivers this on a single MCU.

Why SoftGPU Solves BESS

  • ⏱️Hard real-time PLC scan cycle — 1–10 ms IEC 61131-3 protection logic, never missed regardless of AI co-load
  • 🧮Parallel SoC/SoH estimation — warp-parallel EKF and quantised neural nets per cell on the same MCU
  • ⚖️Active cell balancing — warp-parallel monitoring drives balancing across hundreds of cells simultaneously
  • 🔄Self-adjusting charge curves — inference detects drift and rewrites CC/CV parameters on-chip in under 500ms
  • ☁️Zero cloud dependency — full offline operation, grid-safe, air-gap ready
⏱️
<1ms
Safety relay cutoff latency
IEC 61131-3 PLC — never missed
🔋
±1%
Target SoC estimation accuracy
Warp-parallel EKF on MCU
📡
1 kHz
Cell monitoring rate
Parallel warp across all cell groups
🔄
<500ms
Adaptive parameter update loop
Observe → Infer → Rewrite → Apply
☁️
Zero
Cloud dependency
Full offline — grid-safe, air-gap ready
SoftGPU Capabilities Mapped to BESS Functions
📐
Deterministic BMS Control
PLC ladder logic runs protection relays and contactor sequencing at hard real-time.
🧮
SoC / SoH Estimation
Extended Kalman Filter and quantised neural nets per cell on same MCU as PLC.
⚖️
Active Cell Balancing
Warp-parallel execution monitors and drives balancing across hundreds of cells simultaneously.
🌡️
Thermal Management AI
Sensor fusion predicts thermal runaway and triggers cooling before threshold breach.
📉
Degradation Prediction
On-chip quantised LLM analyses cycling patterns to forecast remaining useful life.
🛡️
Functional Safety
Zero dynamic allocation post-init. Watchdog-gated updates. ISO 26262 ASIL-B / IEC 61508 SIL-2 suitable.
Traditional BESS vs SoftGPU-Powered BESS
Separate DSP chip for Kalman filter
Warp-parallel EKF on same MCU as PLC
External AI co-processor for SoH
Quantised neural net in idle warp slots
Cloud API for degradation analytics
On-chip Q4 LLM — zero internet dependency
Manual firmware update for parameter change
Self-rewrite and flash in under 500ms on-device
3–5 chips: MCU + DSP + AI + comm + safety
One silicon target — full stack via SoftGPU

Our Solutions

tap for details ›
🔧
DDZRESCUE

AI-Parallel Media Imaging

Parallel warp computation to image physically damaged HDD, NVMe, SSD and any media. Reads ddrescue and HDD Super Clone log files to resume any interrupted session. AI makes autonomous decisions on worst-affected sectors.

HDD · NVMe · SSDddrescue CompatibleParallel Warp
tap for details ›
🤖
DDZAIMATION

Industrial AI Code Generation

Multi-LLM platform producing production-ready PLC, HMI, SCADA, Robotics and CNC code. Supports 13 PLC brands and 11 robot brands. IEC 61131-3 compliant. BASIC, PRO, and ENTERPRISE tiers — SaaS or on-premise.

13 PLC Brands11 Robot BrandsIEC 61131-3SaaS / On-Prem
tap for details ›
🏭
MES · SaaS

Manufacturing Execution System

Real-time production visibility integrating PLCs, SCADA, ERP and MIS. OEE dashboards, quality management, traceability, and reject analysis. Multi-brand PLC and SCADA support.

OEEMulti-brand PLCERP ConnectSaaS / On-Prem
tap for details ›
📡
IoT Acquisition

IoT Data Acquisition Layer

Connects existing machines — CNC, PLCs, conveyors, motors, sensors — streaming live data to desktop, database, or cloud ERP/MIS. Works with your installed base — zero machine swap required.

Modbus RTU/TCPOPC-UAMQTTEthernet/IP
tap for details ›
💾
Since 1998

Legacy Data Recovery

Forensic-grade recovery for HDD, SSD, RAID, NAS and flash media. Clean-room capability. In-lab and on-site options. Full non-disclosure assurance. Over 25 years of field experience since 1998.

HDD · SSDRAID · NASClean Room25+ Yrs

Industries We Serve

⚙️

Manufacturing

Automation, OEE, quality inspection and predictive monitoring.

🤖

Robotics & CNC

AI code for 11 robot brands and multi-axis CNC programming.

Energy & BESS

Battery storage BMS, SoC AI, cell balancing and grid SCADA.

🚁

Drone & AGV

Warp-parallel Kalman fusion and autonomous re-path planning.

🏥

Medical Devices

Deterministic biosignal processing and on-device AI — offline.

✈️

Aerospace & Space

Avionics fusion, ADCS, on-orbit self-programming systems.

🛡️

Defence

Air-gapped radar DSP, beamforming, target classification.

Physical AI

Bare-metal inference for autonomous machines — SoftIC powered.

🏢

Enterprise IT

Data recovery, MES, ERP integration and legacy system revival.

Why DATADOCTORZ

01

Two Patent-Pending Inventions

SoftGPU (IN 202641043907) and SoftIC (IN 202641101116) — two provisionally patented software-defined AI compute inventions, built and owned entirely in Chennai.

02

End-to-End Engineering

Bare-metal compute engine → embedded AI → industrial software → MES. One team. Every layer. No integration risk.

03

Zero Cloud Dependency

All inference and control runs at the edge — offline, air-gap ready. Grid-safe. Defence-safe. Space-safe.

04

Multi-Brand, Multi-Platform

13 PLC brands, 11 robot brands, STM32 to x86 — adapts to your installed base as-is.

05

25+ Years Hands-On

Data recovery since 1998. Industrial automation since 2008. Embedded AI since 2020. Every layer, battle-tested.

06

SaaS or On-Premise

DDZAIMATION and MES available as SaaS or fully on-premise for air-gapped, security-critical deployments.

Frequently Asked Questions

What is SoftGPU and is it production ready?

SoftGPU is a production-ready, patent-pending portable cross-silicon warp compute abstraction layer written in pure C. The core engine is validated and benchmarked at 377 million ops/sec on AMD Ryzen 7 5700G. Same binary runs from STM32F407 Cortex-M4 to AMD Ryzen with zero code change.

  • Production-ready: warp scheduler, 4-tier auto backend, PLC co-execution — all validated on silicon
  • Under active development: application-layer kernels — GEMM, FFT, sparse attention, convolution
  • Peer group: CUDA, OpenCL, CMSIS — not any single industry toolchain
  • World first: IEC 61131-3 PLC and LLM inference co-executing on same silicon
  • Patent Pending · IN 202641043907 · Filed April 6, 2026 · PCT deadline April 6, 2027
What domains can SoftGPU target?

Any domain that uses silicon and needs parallel compute. The abstraction does not belong to any single industry. The same warp primitive that runs a PLC scan cycle equally runs a radar FFT, a satellite ADCS Kalman filter, or a cinema audio DSP kernel.

  • Micro scale: pin manufacturing, textile machines, IoT edge nodes, VoIP codecs
  • Industrial scale: PLC AI co-execution, sensor fusion, SCADA, BESS battery management
  • Professional scale: edge LLM inference, deterministic AI, cinema DSP, medical biosignal processing
  • Frontier scale: automotive ADAS, defence radar DSP, aerospace avionics, spacecraft on-board AI
What is SoftIC and how does it differ from SoftGPU?

SoftIC (Software-Defined Integrated Circuit) is a bare-metal many-core compute fabric — a completely different product from SoftGPU. Where SoftGPU is a software kernel that runs inside an existing OS, SoftIC eliminates the OS entirely and boots directly on hardware.

  • No OS dependency — SoftIC IS the execution environment, booting from power-on with no Linux or Windows
  • NVMe-primary working memory — each soft core gets 500GB private NVMe storage at $0.10/GB
  • MIMD execution — each physical core runs a completely independent instruction stream
  • Interrupt-isolated micro-kernel — compute cores run with zero hardware interrupts, ever
  • Phase 3 complete: 96.3% sustained CPU utilisation measured on real hardware
  • Patent Pending · IN 202641101116 · Filed August 21, 2026
  • Sold as hardware appliance or OEM module — not a software license
Is SoftIC available today, and how is it deployed?

SoftIC is being brought to market in phases, and Phase 3 is already validated on real hardware. It isn't sold as a software download — it ships as a hardware appliance or OEM compute module, so DATADOCTORZ handles the compute layer and partners handle manufacturing and integration.

  • Phase 3 complete: bare-metal many-core fabric running on stock x86, 96.3% sustained CPU utilisation, 613ms boot time — measured, not projected
  • Phase 4 in progress: removing Linux entirely via a Unikraft unikernel
  • Phase 5 (independent, follows Phase 4): fully custom bootloader and micro-kernel for true bare-metal deployment
  • Partnership targets: hardware OEM manufacturers, system integrators, physical AI & autonomous systems OEMs, defence electronics
  • Patent Pending · IN 202641101116 · Filed August 21, 2026
Does SoftIC need a GPU, and what hardware does it run on?

No GPU is required — that's the point of SoftIC. It's built for exactly the settings where a GPU is not an option: cost-constrained, power-constrained, certification-constrained, or supply-constrained deployments where discrete GPU silicon simply isn't on the table. SoftIC treats an existing x86 CPU as raw silicon substrate instead.

  • Runs today on stock x86 hardware — no discrete GPU, driver stack, or cloud connection needed
  • NVMe-primary memory model — each soft core gets a private 500GB NVMe working window at $0.10/GB instead of shared DRAM
  • ~45W system power measured vs 170W for a comparable discrete GPU path — about 73% lower draw
  • All 256 IRQ vectors isolated to Core 0, so compute cores run with zero hardware interrupts
  • Suited to hardware OEMs building dedicated, offline-capable AI appliances
What is DDZAIMATION?

DDZAIMATION is DATADOCTORZ's Industrial AI Code Generation Platform supporting 13 PLC brands and 11 robot brands. IEC 61131-3 compliant. Available as BASIC, PRO, and ENTERPRISE tiers via SaaS or on-premise.

  • 13 PLC brands: Siemens, Allen-Bradley, Mitsubishi, Omron, Delta, Beckhoff, Unitronics, Schneider, ABB, Fatek, Fuji, LS, Keyence
  • 11 Robot brands: Fanuc, KUKA, ABB, Yaskawa, Kawasaki, UR, Denso, Nachi, Panasonic, Staubli, Epson
  • Native exports: ladder, ST, FBD, SFC — direct IDE import, no conversion needed
What data recovery services does DATADOCTORZ provide?

DATADOCTORZ offers professional forensic-grade data recovery for HDD, SSD, RAID, NAS and flash media from Chennai, operational since 1998. Over 25 years of field experience. Clean-room capability, in-lab and on-site options, full non-disclosure assurance.

Where is DATADOCTORZ located and how do I contact you?

DATADOCTORZ is in Chennai, Tamil Nadu, India — Ambattur. Email: info@datadoctorz.com or ramu@datadoctorz.com. Mobile: +91 95510 98177. Monday to Saturday, 9 AM to 6 PM IST.

Let's Build the Case for Partnership

Licensing SoftGPU, partnering on SoftIC hardware, or evaluating DDZAIMATION, MES, IoT acquisition or data recovery — tell us what you need and we'll get back to you within one business day.

📍 Ambattur, Chennai, Tamil Nadu 600053, India
🕐 Mon–Sat · 9 AM–6 PM IST

We typically respond within one business day · info@datadoctorz.com