Physics-driven generative design & AI for mechanical systems
MechAIQ helps engineering teams and manufacturers shrink design cycles, remove guesswork, and deliver failure-free products using physics-grade simulation, advanced vibration analysis, predictive maintenance solutions and AI-powered automation.
Founder’s Note
MechAIQ was founded to bridge classical mechanical engineering and modern AI — building systems that don’t just analyze data, but understand physics.
Smart Design Review
Physics-backed design audits: quick CAE checks, torsional & modal reviews, and actionable fixes before prototyping.
Generative Design Engine
AI-driven topology optimization that meets stress, NVH and manufacturability constraints — exportable to CAD.
Predictive Maintenance & Diagnostics
Vibration analytics, gear-fault detection, condition monitoring models and alert systems for real equipment using AI.
Simulation–Test Correlation
Siamese neural networks & ML pipelines that align simulation outputs with field test data — reduce redesign cycles.
Design Automation Workflows
CAD scripting, meshing automation, batch simulations and deployable ML scripts to speed engineering throughput.
Custom ML & Tooling
From neural network based fault detection systems to building similarity models for test correlation projects and machine's proactive analysis — deployable as APIs or apps.
How we engage
- Discovery (1 week) — problem scoping, data & CAD intake, KPI setting.
- Prototype (2–6 weeks) — fast CAE checks, ML proof-of-concept, generative design demo.
- Deliver (2–8 weeks) — deployable models, automation scripts, training & handover.
Pricing models: one-time project, monthly retainer, or product licensing for generative engines.
Case studies
Deployable Fault Detection Engine
Modelled vibration signatures to detect gear faults; accuracy > 90% and real-time alerts on production lines.
Torsional Risk Engine
Vibration analysis and harmonic balancing study for rotating systems — reduced peak torsional stress significantly.
Simulation–Test Correlation Engine
Physics-aware correlation engine that aligns simulation outputs with real-world test data — improving model confidence, reducing over-testing, and accelerating product validation cycles.
Contact & Next steps
Book a free 15-minute consultation. We'll review your CAD, outline quick wins, and propose a tailored roadmap.
Email: hello_mechaiq@outlook.com
Or paste your problem into a short form and we'll reply within 24hrs.
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