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Spare core advantages

Specialized. Integrated.

Replaces cross-software coordination that takes several engineers days. One instruction, one engineer.

Point tools vs full chain

Existing AI products each cover one segmentSpare runs the entire software chain as one line

Existing AI productsPoint tools

In-app assistantsOnly inside their own software

Single-step actions

General AIChatGPT, Codex

Scripts and suggestions

Workflow toolsCoze, Dify, n8n

Self-built and self-maintained

RPASimulated mouse clicks

UI clicks

Files passed between applications by hand

SpareFull chain
part_model.stepprocess_sheet.pdf

One workflow

NC programsOperation sheetsSimulation report

The full process runs continuously and outputs engineering files ready for use

01

Highly specialized

Adapted in depth to each industry and application. Built-in industry codes and company standards such as ACI 318-19, IPC-7351B and ASME Y14.5-2018.

400workflows
across 8 industries

02

Highly integrated

CAD, CAM, CAE, EDA and other applications chained into one workflow. Models, parameters and results pass between applications automatically.

500+professional applications
chained by workflow

03

One engineer, full workflow

Modeling, programming, simulation and drawings normally pass between several roles over several days. One engineer completes the process with a single instruction.

1engineer
full cross-software workflow

Comparison

Spare and existing AI productsCore difference: full cross-software workflows

Compare with

Criteria
SpareCross-software · AIGE
In-app AI assistantsBuilt in by software vendors
General AIChatGPT, Codex
Office AIMicrosoft 365 Copilot
Workflow toolsCoze, Dify, n8n
RPAUI automation
01Full cross-software workflowCore difference
Runs the full process continuously across CAD, CAM, CAE, EDA and other professional softwareNX → Mastercam → Vericut
Limited to a single application
Files passed between applications by hand
Cannot chain professional software
Must be built and maintained in-house
Breaks when the UI changes
02Operates professional software
Reads and writes models, runs simulations, produces drawings
Single-step actions
Generates scripts and suggestions for manual execution
Handles documents, cannot operate professional software
Requires in-house plugin development
Simulated mouse clicks
03Industry codes
Industry codes + company standards
Software operation level
General knowledge
General knowledge
Must be written in-house
None
04Output files
Engineering files ready for use
Single-step results
Code, scripts and suggestions
Text and documents
A flow that needs maintenance
Click results

Value

Repetitive engineering operations, automated.

Full cross-software workflows, one engineer.

Rooftop PV design · Execution example

One submission,
a complete set of output files

DJI TerraPVsystAutoCAD
Workspace · Rooftop PV No. 1
  1. 01
    Task

    roof_survey.tifload_profile.xlsx550 W mono modules

  2. 02
    Execution

    DJI TerraPVsystAutoCAD

  3. 03
    Optimization

    Adjust layout and stringing to the energy yield target

  4. 04
    Outputs

    array_layout.dwgElectrical drawingsenergy_yield_report.pdfBill of materials

R&D lead · Engineering director

Same headcount, more projects

Output standards stay consistent, and senior engineers' experience is captured as company standards.

Project engineers

From operating software to making engineering decisions

Tasks can be submitted at the end of the day, with output files available the next day.

Timing

Why this is possible nowSoftware interfaces are open, and LLMs can parse engineering language

01

Software opens its interfaces

MathWorks, COMSOL and dSPACE have released MCP interfaces for their software.

02

LLMs parse engineering language

LLMs can parse drawing annotations, code provisions and simulation logs.

03

Chained by industry workflow

Spare chains these interfaces into industry workflows, enabled per application.

AIGE solution
AI-Generated Engineering

Submit a Workflow