The Guessing Game Is Over
You know that moment. You're standing in a warehouse, holding a package at an awkward angle, pointing your phone camera at the waybill, and... nothing happens. Is the camera seeing the label? Is the lighting too dim? Should you move closer or farther away? You tap the screen a few times, tilt the package, try again. Thirty seconds later, you're still fumbling.
Every delivery driver has been there. And every second you spend guessing is a second you're not delivering.
With FlexMesh 0.4.0, that guessing game is over.
Real-Time Bounding Box Detection
Here's what's new: when you open the scanner and point your camera at a waybill, FlexMesh now draws a green bounding box around the detected label in real-time. You literally see what the AI sees.
The bounding box appears the instant the AI detects a shipping label in the camera frame. It follows the label as you move your phone. It tightens around the edges of the waybill. And when the detection confidence is high enough, auto-capture triggers automatically.
- Green box visible — the AI sees the label, hold steady
- Box tightens and locks — detection confidence is rising
- Auto-capture triggers — the scan fires without you tapping anything
No guessing. No tapping. No retries.
Why Visual Feedback Changes Everything
Think about it this way. Other scanning apps give you a camera viewfinder and a prayer. You point, you hope, you wait. If the scan fails, you have no idea why. Was the label out of frame? Was the lighting too dark? Was there glare? You have zero information to work with.
FlexMesh's bounding box overlay gives you instant, actionable feedback:
- If you don't see a green box, the label isn't in frame — adjust your angle
- If the box is flickering, the lighting might be tricky — move the package slightly
- If the box is solid and stable, hold still — auto-capture is about to fire
This is the difference between working blind and working with information. And in a warehouse where you're scanning 150+ packages, that difference adds up fast.
Edge Detection for Document Boundaries
The bounding box doesn't just detect labels — it uses edge detection to identify the exact boundaries of the waybill document. This means:
- The AI distinguishes the waybill from the cardboard box surface
- Multiple labels on the same package? The AI highlights the right one
- Wrinkled or partially peeled labels are still detected accurately
Edge detection combined with bounding box visualization means fewer false triggers and more accurate scans, even on messy packages straight off the truck.
Built for Poor Warehouse Lighting
Let's be honest — warehouses aren't photography studios. You're dealing with fluorescent lights, deep shadows between shelving rows, and sometimes barely any light at all near the loading dock at 5 AM.
FlexMesh's detection algorithm is specifically tuned for these conditions. The bounding box overlay helps you find the sweet spot even in dim lighting, because you can see exactly when the AI picks up the label. No more blind scanning and hoping for the best.
Works in These Conditions
- Dim warehouse lighting with overhead fluorescents
- Early morning loading dock with minimal natural light
- Inside the van with packages stacked in shadows
- Outdoor scanning in direct sunlight with glare
Perfect for Continuous Scan Workflow
If you're using FlexMesh's continuous scan mode — where you scan package after package without returning to the main screen — the bounding box makes it seamless. Scan one label, the box disappears, point at the next package, the box appears on the new label, auto-capture fires. It's a rhythm.
Experienced drivers using continuous scan with bounding box detection report scanning entire van loads in under 10 minutes. That's 150+ packages with zero manual taps.
What Competitors Don't Have
We looked at every major delivery scanning app on the market. Route4Me, Circuit, Zeo, RoadWarrior — none of them show you what the scanner actually sees in real-time. They all use the same approach: point camera, tap button, hope it works.
FlexMesh is the first delivery app to bring bounding box detection overlay to waybill scanning. This isn't a gimmick. This is the same technology used in industrial computer vision systems, adapted for your phone camera and your daily delivery workflow.
How to Use It
- Open FlexMesh and tap the scan button
- Point your camera at any waybill or shipping label
- Watch for the green bounding box to appear around the label
- Hold steady — auto-capture triggers when confidence is high
- The scanned data appears instantly, ready for your route
That's it. No settings to configure. No toggles to flip. The bounding box overlay is on by default in FlexMesh 0.4.0.
Download FlexMesh 0.4.0
Auto-capture with bounding box detection is available now. Stop guessing and start seeing what your scanner sees.
See it. Scan it. Deliver it.
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