FIELD APPLICATION CASES

Customer Case Studies

Discover how Flowforest CIM technology creates real value across industries

< 3W
Ultra-low Power
< 50ms
Millisecond Inference
100%
Data Localization
5+
Industries Covered

Smart Factory — Real-time Defect Detection

Precision Electronics Manufacturer|Electronics Manufacturing|FFI8805 Pro

Challenge

Traditional AOI systems had a 15% false positive rate and required cloud computing, causing delays that prevented real-time defect interception.

Solution

Deployed FFI8805 Pro at the production line with a custom-trained YOLO model, achieving millisecond-level defect detection at < 3W power, no network needed.

15% → 2%
False Positive Reduction
< 50ms
Detection Speed
¥120K+
Annual Cost Savings

Smart Security — Community AI Video Surveillance

Large Community Property Management Company|Property Management / Security|FFI8805 Mini

Challenge

Video from 300+ cameras required cloud upload for analysis, with high bandwidth costs and privacy compliance risks.

Solution

Embedded FFI8805 Mini in each IPC for local face detection, behavior analysis, and anomaly alerts — only event summaries uploaded.

92%
Bandwidth Savings
96.5%
Alert Accuracy
< 0.8W
Per-unit Power

Smart Home — Offline Voice Assistant

Smart Home Appliance Brand|Consumer Electronics / IoT|FFI8805 Mini

Challenge

Voice assistant relied on cloud ASR, causing poor experience during network instability and raising user privacy concerns from continuous audio uploads.

Solution

Integrated FFI8805 Mini for on-device wake word + command recognition, 200+ common commands fully offline with < 200ms response time.

200+
Offline Commands
< 200ms
Response Latency
+34%
User Satisfaction

Smart Retail — Unmanned Shelf Product Recognition

New Retail Technology Company|Retail / New Retail|FFI8805 Mini

Challenge

Unmanned shelves needed real-time recognition of 500+ SKUs; cloud solutions had 2-3 second delays affecting checkout experience.

Solution

Equipped each shelf unit with FFI8805 Mini for local product recognition, achieving < 300ms identification speed with offline capability.

< 300ms
Recognition Speed
500+
SKU Coverage
98.7%
Accuracy

Medical AI — Primary Clinic Assisted Diagnosis

Medical AI Solutions Provider|Healthcare|FFI8805 Pro

Challenge

Primary clinics lacked specialists; imaging diagnosis required referral to higher-tier hospitals with 24-48 hour wait times.

Solution

FFI8805 Pro with SLM inference engine runs chest X-ray screening models locally, providing instant diagnostic suggestions — data never leaves the clinic.

< 5s
Screening Time
94.2%
Assisted Accuracy
100%
Data Compliance

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Whatever your application scenario, we can provide the most suitable CIM solution