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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.

No GPU. No cloud. No driver stack. One binary. Every domain. 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 optimizations: GEMM, sparse attention, FFT, convolution — the same way cuBLAS extends CUDA without changing the CUDA runtime. The engine is stable. The ecosystem is growing.
🇮🇳
Indian Provisional Patent · App. No. 202641043907 Filed April 6, 2026 · Section 39 Clearance: May 18, 2026 · PCT Deadline: April 6, 2027
Licensing targets: ARM · ST Micro · Siemens · Rockwell · Aerospace OEMs · Medical Device Makers
377M
ops/sec · Ryzen benchmark
1
binary · every silicon target
0
cloud · GPU · driver needed
<500ms
observe → 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. Patent pending.

⚙️

4-Tier Auto Backend

Vulkan/RADV → AVX2/FMA3 → ARM NEON → Scalar C. Same application code runs optimally on every target — zero code change.

🏭

PLC + AI Co-Execution

World first: IEC 61131-3 PLC and neural inference on same silicon simultaneously. PLC scan cycle never missed.

🔄

Self-Programming Systems

On-chip inference rewrites and flashes its own HEX firmware in under 500 ms. No external programmer, IDE, or engineer needed.

🔒

Safety-Critical Architecture

Zero dynamic allocation after init. Watchdog-gated HEX verification. WCET provable per warp. ISO 26262 ASIL-B / IEC 61508 SIL-2 suitable.

🧮

GEMM & Kernel Optimization

General Matrix Multiply and other application-layer kernels actively being optimized — expanding the performance envelope of the production engine.

From a Pin Factory to a Spacecraft — Any Domain. Any Scale.

These are consequences of the abstraction, not marketing claims. If a domain uses silicon and needs parallel compute, SoftGPU is a valid compute layer for it. Click any card for details.

Micro Scale — Simple Manufactured Products & Embedded Nodes
📌
Pin & Fastener Manufacturing
Self-inspecting, self-adjusting stamping on a bare STM32 MCU.
Micro · Manufacturing
🧵
Textile & Weaving Machines
Real-time pattern recognition and tension control across all loom lanes.
Micro · Manufacturing
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IoT Edge Nodes
On-device sensor fusion and inference on ESP32 — no cloud relay.
Micro · IoT
📞
VoIP / Embedded Codec
Sub-5 ms Opus/G.711 codec on ARM Cortex-M4. No external DSP.
Micro · Telecom
Industrial Scale — Automation, Energy & Infrastructure
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PLC + AI Co-Execution
World first IEC 61131-3 + LLM on same silicon. Scan cycle never missed.
Patent Core · Industrial
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Self-Programming Systems
Observe → Infer → Rewrite → Flash in under 500 ms. No engineer on-site.
Patent Core · Any Domain
📡
Sensor Fusion
1 kHz warp-parallel Kalman/Mahony. STM32 to Jetson Orin.
Industrial · Robotics · UAV
☎️
IPBX / Telecom
Full SIP/RTP switching from 4-ch embedded to 128-ch rack x86.
Industrial · Enterprise
Professional Scale — AI, Media & High-Performance Computing
🧠
Edge LLM Inference
7B models on 4 GB DRAM. Fully offline. No GPU needed.
Cross-Domain · AI
📐
Deterministic AI
WCET-provable neural inference. Hard deadline per layer.
Safety · Any Critical Domain
🎬
Cinema & Broadcast DSP
32–64 ch Atmos-style rendering, sub-1 ms on commodity x86.
Media · Broadcast
🏥
Medical Devices
ECG, EEG, ultrasound DSP on embedded hardware. Zero cloud PHI.
Medical · Regulatory
Frontier Scale — Automotive, Defence, Aerospace & Space
🚗
Automotive ADAS & EV
Perception fusion and BMS co-executing on one SoC. ISO 26262.
Automotive · ASIL-B
🛡️
Defence & Radar DSP
Warp-parallel FFT, beamforming, target classification. Air-gapped.
Defence · Secure · Offline
✈️
Aerospace Flight Systems
Deterministic AI for flight envelope, avionics fusion, certified OTA.
Aerospace · DO-178C Adjacent
🚀
Spacecraft & Satellite
ADCS, on-board AI, on-orbit self-flash. Zero ground station needed.
Space · Extreme Environment
Cross-Silicon Compatibility — one binary, zero code change, every target
STM32F407 Cortex-M4
ESP32-S3 Xtensa LX7
ARM Cortex-A · NEON
Orange Pi 5 · RPi
AMD Ryzen · AVX2/FMA3
Intel x86-64
Vega 8 · Vulkan/RADV
Jetson Orin
RISC-V Embedded
Radiation-Tolerant ARM
SoftGPU · Flagship Application · Real-World Deployment Target

Battery Energy Storage System (BESS)
The Single Strongest Use Case for SoftGPU

A BESS demands the impossible combination: hard real-time PLC safety control running simultaneously with AI-driven SoC estimation, cell balancing, and predictive degradation — all on one chip, offline, with zero cloud latency. SoftGPU is the only architecture that delivers this today.

Why SoftGPU Fits BESS Uniquely

  • 🔒
    Safety relays cannot wait. IEC 61131-3 PLC scan cycle (1–10 ms) runs at guaranteed hard real-time. The warp scheduler enforces this at the kernel level.
  • 🧠
    SoC estimation needs AI. Warp-parallel Extended Kalman Filter and quantised neural nets run on the same MCU as the protection relay logic.
  • Cell balancing is parallel by nature. Hundreds of cells monitored simultaneously — one warp lane per cell group on bare metal.
  • ☁️
    Grid systems cannot depend on cloud. SoftGPU runs 100% on-device — no API, no internet, no single point of failure.
  • 🔄
    Self-adjusting charge curves. On-chip inference detects cell drift, rewrites CC/CV parameters, and applies them in under 500 ms — no engineer, no IDE.
⏱️
<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.
🔄
Self-Adjusting Charge Curves
Inference detects cell drift and rewrites CC/CV parameters on-chip in under 500 ms.
🛡️
Functional Safety
Zero dynamic allocation post-init. Watchdog-gated updates. ISO 26262 ASIL-B / IEC 61508 SIL-2 suitable.
📡
Grid Interface & SCADA
Modbus RTU/TCP, OPC-UA, MQTT runs as a warp task — SCADA data published without disturbing real-time control.
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 500 ms 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 to another device or image file. Reads ddrescue and HDD Super Clone log files to resume any interrupted session from exactly where it stopped. AI makes autonomous decisions on worst-affected sectors — extracts data at any cost.

HDD · NVMe · SSDddrescue CompatibleHDD Super Clone 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. Native format exports for direct IDE import. 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. Bi-directional ERP and MIS connectivity. Low-capex SaaS or on-premise deployment.

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. Edge gateway ensures no data loss on network drops.

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.

🏢

Enterprise IT

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

Why DATADOCTORZ

01

Universal Production-Ready IP

SoftGPU is a production-ready warp compute engine. Same binary runs from a pin factory MCU to a spacecraft. One IP. Any domain.

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, no API keys. Grid-safe. Space-safe.

04

Multi-Brand, Multi-Platform

13 PLC brands, 11 robot brands, STM32 to x86 to radiation-tolerant ARM — 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
  • Indian Provisional Patent App. No. 202641043907, filed April 6, 2026
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 DDZRESCUE and how does it differ from standard imaging tools?

DDZRESCUE is a DATADOCTORZ software product that uses parallel warp computation to image physically damaged media — HDD, NVMe, SSD, and any physical storage — to another media or image file. Unlike sequential tools that read one sector at a time, DDZRESCUE reads multiple sectors simultaneously and uses AI to make autonomous decisions on the worst-affected sectors to extract data at any cost.

  • ddrescue log compatibility — resumes from any existing GNU ddrescue session exactly where it stopped
  • HDD Super Clone log compatibility — resumes from any HDD Super Clone imaging session
  • Parallel warp computation — sectors processed simultaneously, not sequentially
  • AI-driven sector triage — autonomously decides retry strategy per sector based on damage level
  • Output: physical media or image file (.img, .dd, raw formats)
  • Supports HDD, NVMe, SSD, SATA, USB-attached and any physical storage media
What is DDZAIMATION and which PLC brands does it support?

DDZAIMATION is DATADOCTORZ's flagship Industrial AI Code Generation Platform. It uses multi-LLM models to produce production-ready PLC, HMI, SCADA, Robotics, and CNC code — IEC 61131-3 compliant with native file format exports for direct IDE import.

  • 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, Universal Robots, Denso, Nachi, Panasonic, Staubli, Epson
  • Tiers: BASIC (single user), PRO (multi-user, full library), ENTERPRISE (unlimited, on-premise, SLA, OEM)
What MES and IoT services does DATADOCTORZ offer?

DATADOCTORZ provides a tailored MES platform with real-time OEE dashboards, multi-brand PLC and SCADA integration, quality management, traceability, reject analysis, and bi-directional ERP/MIS connectivity — available as SaaS or on-premise.

The IoT Data Acquisition layer connects existing shop-floor machines without replacing them — streaming live data via Modbus RTU/TCP, OPC-UA, MQTT, RS-232/485, Ethernet/IP, and Profibus to desktop, database, or cloud ERP/MIS.

  • Captures: cycle time, uptime, counts, temperature, pressure, energy
  • Edge gateway with local buffering — no data loss on network drops
  • Role-based access: operator, supervisor, management views
How does SoftGPU apply to Battery Energy Storage Systems (BESS)?

BESS is one of the strongest applications of SoftGPU because it requires hard real-time PLC safety control running simultaneously with AI-driven SoC estimation, cell balancing, and degradation prediction — all on one chip, offline.

  • Safety BMS: PLC ladder logic controls protection relays at 1–10 ms scan cycle — never missed
  • SoC/SoH estimation: warp-parallel Extended Kalman Filter on same MCU as the PLC
  • Active cell balancing: parallel warp dispatch across all cell groups at 1 kHz
  • Thermal management: sensor fusion predicts thermal runaway before threshold breach
  • Self-adjusting charge curves: rewrites CC/CV parameters and applies in under 500 ms on-chip
What data recovery services does DATADOCTORZ provide?

Professional forensic-grade data recovery from our Chennai facility, operational since 1998 — over 25 years of field experience.

  • HDD, SSD, RAID array, NAS system, and flash media recovery
  • Forensic-level extraction from mechanically and electrically failed media
  • Clean-room capability for physically damaged drives
  • In-lab and on-site options across Tamil Nadu
  • Full non-disclosure assurance for all client data
Where is DATADOCTORZ and how can I contact you?

DATADOCTORZ is headquartered in Chennai, Tamil Nadu, India with offices in Ambattur and Nungambakkam.

  • Email: info@datadoctorz.com
  • Mobile / WhatsApp: +91 95510 98177
  • Landline: 044 3170 8737
  • Hours: Monday to Saturday, 9:00 AM to 6:00 PM IST

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SoftGPU IP
Licensing Enquiry
Integrating SoftGPU into your SoC, controller, medical device, or aerospace system? Let's talk terms.
Enquire Now
🤖
DDZAIMATION
Live Code Demo
See DDZAIMATION generate production-ready PLC or Robot code for your exact brand and application live.
Book Demo
🏭
MES / IoT
MES or IoT Demo
See live OEE dashboards or connect your existing shop-floor machines to real-time data in a demo session.
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🔧
DDZRESCUE
Media Imaging Demo
See DDZRESCUE resume a ddrescue or HDD Super Clone session and image damaged media using parallel warp computation.
Request Demo
💾
Data Recovery
Urgent Recovery
Lost data from HDD, SSD, RAID or NAS? Call directly — urgent recoveries handled confidentially.
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Get in Touch

✉️
Email
info@datadoctorz.com
Response within 24 business hours
📞
Landline
044 3170 8737
Mon–Sat · 9:00 AM – 6:00 PM IST
📱
Mobile / WhatsApp
+91 95510 98177
WhatsApp enquiries welcome
📍
Location
Ambattur & Nungambakkam
Chennai, Tamil Nadu 600053, India

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