Sovereign AI — On-Premise & Cloud Deployments

The Industrial AI
Quality Command Center

Deploy sovereign AI directly in your machine shop or in the cloud.
Quality Control. Quality Assurance. GDNT Analysis. CAD Review. CNC Programming.
Your data. Your infrastructure. Your rules.

99.7%
Defect Detection Rate
12×
Faster GDNT Analysis
0
Data Leaves Your Shop
∞
Scalable Perpetual License

The Shop Floor Was Never Meant to Be Left Behind

In an era where AI transforms every corner of business, machine shops, job shops, and precision manufacturing facilities have been underserved. The gap between the shop floor and the boardroom's AI strategy is not a technology gap — it's an access and sovereignty gap.

Quality Control. Quality Assurance. GDNT (Geometric Dimensioning & Tolerancing) analysis. CAD design review. CNC machine programming. These are not abstract problems — they are daily, physical, costly failures that happen in metal, in plastic, in composites. A missed tolerance. A wrong tool path. An unchecked surface finish.

TheMadHacker Industrial AI was built for this world. Whether you deploy on-premise on your shop's own hardware, or use our managed cloud hosting — the intelligence is the same. Your data never leaves your control unless you choose otherwise. Your IP stays yours. Your processes stay yours.

tmh_industrial_ai.exe — Quality Command v4.2
SPC Pass Rate ↑ 2.3%
99.7%
Open CAPAs ↓ 47%
3
GDNT Coverage ↑ 340%
1,247
features analyzed today
CNC Programs Generated
86
↑ 12 from yesterday
Process Intelligence — Production Line Alpha
5-Axis
94%
CMM
87%
Lathe
91%
Grinder
78%
EDM
96%

What TheMadHacker AI Owns

From first principle to finished part — every stage of your manufacturing intelligence chain.

Quality Control (QC) — Real-Time
Continuous monitoring and analysis of incoming inspection data, SPC charts, and first-article results. The AI learns your process capability curves and predicts drift before it becomes a scrap event. Auto-generates inspection plans based on part complexity, historical data, and customer-specific requirements.
Quality Assurance (QA) — Systemic
Full compliance automation for AS9100, ISO 9001, IATF 16949, and NADCAP requirements. Automated CAPA generation, root-cause analysis with fishbone synthesis, audit trail documentation, and supplier quality management. The system tracks every finding to closure and ensures no deviation goes unaddressed.
GDNT Analysis — Precision Intelligence
Deep analysis of Geometric Dimensioning and Tolerancing callouts. The AI reads drawings, validates GD&T against GD&T standards (ASME Y14.5, ISO GPS), identifies impossible tolerances, conflicting datums, and over-toleranced features. It cross-references your process capability data to confirm whether specified tolerances are achievable on your specific equipment.
CAD Design Review — Automated
Ingest STEP, IGES, SAT, and native CAD files. The AI performs Design for Manufacturing (DFM) analysis — identifying undercuts that can't be reached, wall thickness inconsistencies, un-feasible internal radii, and tool access conflicts. It suggests design modifications that maintain functional intent while dramatically reducing production cost and lead time.
CNC Machine Programming — Intelligent
Generate optimized G-code and M-code from CAD models or existing drawings. The AI understands machine kinematics, tool library constraints, fixturing limitations, and material behavior. It produces tool paths that minimize air cuts, optimize feed/speed based on material and tool life data, and auto-detects collision risks before a single chip is thrown.
Process Intelligence — The Bigger Picture
When the system accumulates enough operational data, it transcends individual tasks and begins understanding your entire manufacturing ecosystem from raw material receipt to shipped finished goods. This is where TheMadHacker AI becomes your most valuable team member.
The Bigger Picture — System-Level Intelligence

When AI Understands Your Entire Process

As TheMadHacker Industrial AI ingests data across your operations — inspection results, machine cycle times, tool life cycles, material lots, operator patterns, shipping logs — it begins to see patterns no human can track. It understands your process from raw material to shipped product.

Bottleneck Identification
The AI maps your entire production flow and identifies bottlenecks in real-time. It correlates machine downtime, setup times, material waiting, and operator availability to show you exactly where capacity is being lost — and recommends specific interventions with projected ROI for each.
Tolerance & Attrition Modeling
The system builds statistical models of tool wear, thermal expansion, fixturing settlement, and material批次 variation. It predicts when a tool will exceed tolerance before it happens, when a batch will start drifting, and what adjustments to make. It turns reactive measurement into predictive control.
Intelligent Scheduling
When the AI understands your process map, it can auto-schedule jobs across your fleet based on machine availability, operator skill, tooling requirements, and material status. It optimizes for throughput, minimizes changeover time, and flags conflicts before they reach the shop floor.
Material Delivery Coordination
The AI monitors your bill of materials, current inventory, and production schedule to predict when materials will run out. It generates purchase requisitions, suggests alternate suppliers based on lead time and quality history, and even calculates optimal order quantities using your consumption patterns.
Shipping & Logistics Optimization
When parts are ready, the AI calculates optimal packaging, shipping method, and routing based on destination, weight, dimensions, customer delivery windows, and freight cost. It auto-generates packing lists, shipping labels, customs documentation for international orders, and tracks shipments through completion — all without human intervention.
Continuous Process Improvement
This is the payoff. With months of data, the AI doesn't just monitor — it recommends process changes. It identifies that Machine B produces 0.3µm tighter tolerances on Feature X, that Supplier C's titanium bar stock yields 15% less scrap, that a specific coolant temperature eliminates vibration on 5-axis finish passes. It becomes your best process engineer.
CAD / Drawing
GDNT Analysis
CNC Program
Machine Time
QC Inspection
Ship / Deliver

Experience the Command Center

Try the Industrial AI interface. Query parts, run GDNT analysis, or review CNC programs.

AI Query Console
CNC Program Review
GDNT Analysis
🏭 Industrial AI

Welcome to TheMadHacker Industrial AI. I'm connected to your quality command center. I can help with:

• Quality Control & SPC analysis
• GDNT interpretation & validation
• CNC program review & optimization
• CAPA generation & root cause analysis
• Process improvement recommendations

Try asking: "Analyze the tolerance stack-up on Part #4821" or "What's causing the surface finish variance on the titanium batches?"
Try: "Analyze tolerance stack-up on Part #4821"
Program: FLANGE-7742
Material: 7075-T6 Aluminum
Machine: DMG Mori DMU 50
Tool Life: 78% remaining
Est. Cycle: 12.4 min
Operations
OP 10 — Face Mill (5")
✓ Complete
OP 20 — Pocket Mill (1")
✓ Complete
OP 30 — Bore (3/4")
✓ Complete
OP 40 — Tap (M8×1.25)
▶ Running...
OP 50 — Drill (0.406")
⏳ Queued
OP 60 — Chamfer (45°)
⏳ Queued
AI Insights
✓ No collision risk detected
✓ Feed rate optimized for T6
⚠ Tool wear at 78% — consider swap next job
✓ Cycle time 8% below average
Ø8.00 ±0.02 6× M8×1.25 Ra 1.6μm ⌖ 0.01 A B C AI VERIFIED ✓
Analysis: SHFT-2291
Drawing Rev: C
Date: 2026-01-15
Standard: ASME Y14.5-2018
Datums: A (flat), B (axis), C (face)
FEATURES ANALYZED
Position Ø0.01 @ MMC — PASS
Concentricity 0.005 — PASS
Circular Runout 0.003 — PASS
Surface Profile 0.02 — ADJUSTMENT
Flatness 0.002 — PASS
Perpendicularity 0.01 — PASS
AI RECOMMENDATIONS
✓ Datum A flatness spec is achievable on 5-axis with current setup
⚠ Surface profile on OD may need 2-pass finish to meet Ra 0.8
✓ MMC bonus tolerance adds 0.004 — verified sufficient
ℹ Consider adding a secondary datum target for improved stability
⌖ 0.01 M A|B|C ◎ 0.005 A C ALL CRITICAL TOLERANCES WITHIN CAPABILITY Process CpK = 2.34 | Cpm = 2.18 | Capability: EXCELLENT

Perpetual. All-Inclusive. No Subscriptions.

One payment. Lifetime access. Every feature. Every update. Every year. The MadHacker promise.

Tier 1
Essential
Single machine or small cell. Perfect for job shops getting started with AI-assisted quality.
$999
Perpetual License — One-time payment. Forever yours.
  • ✓ 1 Machine / 1 Inspection Station
  • ✓ Basic QC/Spc monitoring dashboard
  • ✓ GDNT reading & interpretation (ASME Y14.5)
  • ✓ CAD file viewing & basic DFM review
  • ✓ G-code generation (basic 3-axis)
  • ✓ AI query console (text-based)
  • ✓ Local deployment — your data never leaves your shop
  • ✓ Unlimited model training & data storage
  • ✓ Community support & knowledge base
  • ✗ CAPA automation
  • ✗ Process optimization engine
  • ✗ Multi-machine coordination
Tier 3
Enterprise
Full factory deployment. Unlimited machines, process optimization, scheduling, logistics, and the bigger picture.
$14,999
Perpetual License — One-time payment. Forever yours.
  • ✓ Unlimited Machines / Stations
  • ✓ Everything in Professional, plus:
  • ✓ Full Process Optimization Engine
  • ✓ Bottleneck identification & recommendations
  • ✓ Tool wear prediction & attrition modeling
  • ✓ Production scheduling & capacity planning
  • ✓ Material delivery prediction & purchasing
  • ✓ Shipping & logistics optimization
  • ✓ Multi-site coordination
  • ✓ Dedicated account manager
  • ✓ Custom integration development
  • ✓ On-site installation & training
  • ✓ NADCAP / MIL-STD modules
  • ✓ Real-time shop floor display modes

💰 The MadHacker Pricing Promise

Every feature is included. No upsells. No per-seat fees. No "premium" add-ons. No data caps. You pay once, and you own it forever — including all future updates and improvements. Deploy on your shop floor's own hardware, or let us host it remotely. Switch between the two at any time with Professional and Enterprise tiers. Your money, your shop, your rules.

Ready to Upgrade Your Shop?

Tell us about your operation. We'll recommend the right tier and deployment model.