Algorithm development
Custom image, signal, optimisation and statistical models. We prove feasibility on your data before committing to full development.
QuenchEdge Technology · Taiwan
Algorithms and AI,
forged into products you can ship.
A project-based engineering firm staffed by senior algorithm and AI engineers. We serve manufacturers, system integrators, building security operators and IT teams worldwide. You set the problem; we deliver the algorithm, the system and the hand-over, and the result stays on your site.
Based in Taiwan. Serving manufacturers, integrators and security teams worldwide.
Services
Six directions, one rule: validate on your data first, then build for real. Applies on the factory floor, in buildings and across IT systems.
Productisation and licensing
Turn a validated prototype into installable, licensable, maintainable software, with versioning and licence control built in.
Rapid AI development
A working version in weeks using proven models and toolchains. Solve the problem first, then decide whether it is worth rebuilding better.
Smart manufacturing
AOI visual inspection, anomaly detection and test-equipment integration, with results fed straight into your line or monitoring system.
AI enablement
In-house training, mentoring and roll-out support, including AI security planning, so your engineers own the system instead of depending on us.
Industrial components
Selection and sourcing of industrial PCs, machine-vision cameras and inspection hardware, delivered and supported together with the software.
Solutions
Field-proven directions that adapt to your equipment, premises and data.
- Visual inspection and anomaly detectionAOI and defect recognition for production lines, able to start from small sample sets.
- Behaviour analytics for securityPerson behaviour, zone intrusion and abnormal-event detection on existing camera feeds.
- Building security and access controlAI interpretation of access, people flow and zone control, integrated with building systems and integrator solutions.
- AI security for IT systemsEndpoint anti-ransomware, abnormal-access detection and alerting: an AI-judged line of defence for your information systems.
How we work
Four stages, each with a fixed scope and a defined deliverable.
- 01
Discovery
Half a day to a day to define the problem, the available data and the acceptance criteria.
- 02
Feasibility (PoC)
Fixed scope, fixed price. We run it on your data so you decide with results in hand.
- 03
Build and deliver
Milestone payments. You receive an installable release, operating documentation and an acceptance report.
- 04
Licence and maintain
Results are used under licence; annual maintenance covers updates and issue handling.
We keep our general-purpose technology and frameworks; you receive a licence to the project results and rights to the customised parts. The terms are written down at quotation stage.
Why QuenchEdge
Senior team
Core members bring years of hands-on experience in algorithms, machine vision and production systems, and deal with your problem directly.
Fixed price
PoC and development phases are fixed in scope and amount. No hourly billing.
Results that stay
Documentation, training and licensing mechanisms are delivered together, so your team can carry on without lock-in.
About
QuenchEdge Technology was founded in 2026 by senior professionals with long experience in algorithms, machine vision and industrial system integration. The name joins "quench", the hardening of steel, with "edge", the cutting edge: a good algorithm becomes a usable product only after repeated tempering on real data. Our Chinese name, Ruize, means sharpness and judgement. We serve manufacturers, system integrators, building security operators and IT security teams worldwide, and work with partners in Vietnam.
Contact
Tell us the problem you want solved and what data you have. We reply within two working days.
[email protected]- Address
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- Phone
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