Die Failure Code – Predictive Tool

Predict Die Failure. Optimize Heat Treatment. All in One Tool.

Why Traditional Simulation Tools Don’t Cut It

Most die shops rely on guesswork, expensive software, or outdated spreadsheets. Simulation tools are powerful β€” but they’re also slow, expensive, and built for engineers in big OEMs.

That’s where our tool changes the game:

  • Smart Python backend based on real die shop logic
  • Predicts wear, cracks, and thermal fatigue instantly
  • Recommends heat treatment settings based on your steel
  • Runs right on your website β€” no installs, no licenses

How We Stack Up

Feature / Tool Our Web-Based Tool Simulation Software Manual Methods
Platform βœ” Web βœ– Desktop Only ⚠ Paper / Excel
Die Life Prediction βœ” Real-Time βœ” Slow βœ– Guesswork
Thermal Analysis βœ” Lightweight Sim βœ” Full Sim (Slow) βœ– Not Available
Heat Treatment Advice βœ” Built-In ⚠ Limited βœ– Manual Lookup
Learning / AI βœ” Adaptive βœ– Static βœ– None
Cost βœ“ Affordable πŸ’° Expensive βœ“ Cheap (but risky)
Setup Time ⏱ Minutes πŸ•’ Weeks πŸ“„ Varies

Designed for Real Die Shops

This isn’t simulation software. It’s smarter, faster, and made for:

  • Tool & die makers
  • Forging shops
  • Maintenance engineers

No training. No complex menus. Just answers β€” instantly.

Die Failure Code – Predictive Tool

πŸ’» Python Code Examples

These Python snippets analyze Fluent simulation data and help detect failure risks, thermal stress, and hardness loss β€” in real-world forging workflows.

πŸ“Š Fluent Physics Analysis

Loads max temp/stress from Fluent, calculates zone averages, and flags high-risk zones based on thresholds.

  • βœ… Inputs: Zone-wise temperature & stress values
  • ⚠️ Flags: High average temp or stress (> 800Β°C or > 600 MPa)
  • πŸ“Œ Output: Suggests adjusting forging or cooling if risk is high

βš™οΈ Fatigue Risk Based on Cycle Count

Tracks plastic strain over cycles and calculates fatigue damage ratios to predict cracking likelihood.

  • πŸ” Inputs: Number of cycles, plastic strain per zone
  • πŸ“‰ Tracks: Fatigue growth with material models
  • 🚨 Output: Warns if zones exceed safe fatigue limits

πŸ§ͺ Hardness Drop Risk Detection

Checks hardness maps for any zone falling below 450 HV, often indicating softening or tempering defects.

  • 🧾 Input: Zone hardness values from Fluent export
  • ❗ Flag: If hardness < 450 HV
  • βœ… Output: Highlights inspection zones
© 2025 ForgeSense AI – Smart Die Tool Intelligence

Start Now: Customize Your Die Failure Prediction

Select your material, heat treatment, and other options below. We'll follow up with a tailored solution within two business weeks.

πŸ“… Book a Demo

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© 2025 ForgeSense AI – Smart Die Tool Intelligence