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Custom automation projects suffer from fragmented tooling, long integration cycles, and dependence on system integrators.

Limited visibility into distributed manufacturing causes delayed defect detection and yield loss in electronics production.

Traditional metal stamping requires expensive tooling and long lead times, limiting agility for low-volume aerospace and defense programs.

A persistent shortage of skilled welders and high part variance limit scalability of traditional robotic welding in job-shop…

Traditional industrial robots are prohibitively expensive ($100k+ deployed) and require specialized programming skills, limiting adoption among small and…

Integrating financial features into non-bank applications is traditionally slow, expensive, and faces high regulatory hurdles regarding sponsor bank…

Real-time payment rails (FedNow, RTP) lack built-in fraud protections, making them highly susceptible to social engineering and account…

Banks use siloed tools for KYC, AML, and fraud detection, resulting in high manual review rates and inconsistent…

Financial institutions struggle to process unstructured data from disparate sources, leading to slow and inaccurate credit decisions for…

Legacy core banking systems are monolithic, batch-based, and hardcoded, preventing banks from launching real-time products or scaling cloud-native…

Engineering teams face long lead times and high uncertainty when sourcing custom mechanical parts globally.

A chronic shortage of skilled welders limits production capacity and increases quality variability in heavy manufacturing.