Know what you're comparing.
Most operations aren't comparing Rabot to other tools. They're comparing it to their current process: manual QA, no video, investigating disputes one at a time. That's the real baseline.
Book a DemoWhat you're losing every day without a record of what actually happened.
Ninety percent of the operations we talk to aren't evaluating other tools. They're evaluating whether to do anything at all. Here are the five reasons we hear most, and what the data says.
"Errors aren't a big enough problem."
You don't know your real error rate. You know the errors customers report. That's a fraction of what's shipping. Staci Americas had barcode scan-verify running across 19 stations. Their digital QA said everything was fine. After adding Rabot, they found 71% more errors than scan-verify alone caught. The errors were always there, they just had no way to see them.
If you've never recorded what actually happened at the station, you're measuring errors with the system that's missing them.
"I won't put cameras over my workers."
Cameras watch the station surface: what goes into the box. Not people. All faces are blurred automatically. Edge processing means no raw video leaves the warehouse. Operators across our customer base prefer the system. When a customer complains, the video proves the packer did the job correctly. It protects them. It eliminates he-said-she-said.
Brilliant Fulfillment's packers went from being blamed for fraudulent claims to being backed by evidence.
"We tried something like this before."
What you tried was probably security cameras with no AI, no order linking, and no WMS integration. You ended up with hours of footage nobody watched. Rabot is structured data, not footage. Every order has a searchable record linked to the order ID. AI identifies items, detects events, and flags exceptions, in real time.
The difference between scrubbing footage and searching an order ID is the difference between a filing cabinet and a database.
"We have bigger priorities."
Every day without a record of what actually happened costs money. At 5,000 orders/day and $0.50 average dispute cost, that's $2,500/day in exposure, $75,000/month. Rabot deploys in one day. No WMS changes. No IT projects. No CapEx. Staci Americas went live across 19 stations and saw results in the first week.
The question isn't whether you have time for this. It's whether you can afford to keep waiting.
"The ROI seems theoretical."
It's not. Every number we cite is a customer result, not a projection.
- Manifest.eco: 90% of dispute liability eliminated in 15 days
- Brilliant Fulfillment: 5X ROI in 2 months
- Staci Americas: 60% QA cost reduction, 71% error reduction, 33% productivity increase
- DaVinci: 30% processing time decrease across 6 warehouses
Security cameras give you footage. Rabot gives you answers.
Security cameras were designed for facility security: perimeter monitoring, theft deterrence, incident review. They weren't built for packing operations.
Finding an order
Scrub hours of footage, hope the timestamp aligns, hope the angle is useful
Type the order ID, watch the packing video in seconds
Proving what was packed
Distant, wide-angle shot where you can't see individual items
Overhead close-up of the station surface with AI item identification
Preventing errors
No real-time capability
AI detects wrong items and missing inserts before the box is sealed
Analytics
None
Per-station cycle time, accuracy, throughput, SOP compliance
Order linking
None
Every recording is linked to the order ID, operator, station, and client
Highline Commerce went from investigating disputes for hours to resolving them in 5 minutes. That's not a camera upgrade, it's a different category.
Scans verify the barcode. Rabot verifies reality.
Barcode scan-verify is the most common QA method in fulfillment. The packer scans each item. The WMS confirms the barcode matches the order. Green light. Ship it.
It works for what it does, confirming that a barcode was scanned. But it doesn't confirm what physically went into the box. A packer can scan the right barcode and place the wrong item. A packer can scan correctly and forget an insert. A packer can scan everything and still seal a box with the wrong quantity.
Staci Americas is the proof. They had scan-verify running across 19 stations processing 25,000+ orders/day. Their digital QA system said they were compliant. After adding Rabot, packing errors dropped 71%. Pack speed improved 69%. Productivity increased 33%.
The scans were passing. The boxes were wrong. They didn't know until they could see what actually happened.
Scan-verify and Rabot aren't competitors. They're complementary layers. Scans validate the digital record. Rabot validates the physical one.
71%
error reduction
At a facility that already had scan-verify running. That's the gap between digital verification and physical verification. Staci Americas didn't remove scan-verify. They added Rabot on top of it.
Full comparison: capabilities across solutions.
| Capability | Current Process | Security Camera | Scan-Verify | Rabot |
|---|---|---|---|---|
| Knows what should happen (digital plan) | WMS only | No | WMS only | Yes: WMS + AI |
| Records what actually happened | No | Partial: wide-angle footage | No: records scans only | Yes: order-linked video + AI |
| Resolves disputes with evidence | No: manual investigation | Rarely: difficult to find footage | No: scan log only | Yes: order ID search, seconds |
| Prevents errors in real time | No | No | Partial: barcode mismatch only | Yes: AI validates items, inserts, packaging |
| Operator guidance at the station | Paper SOPs or none | No | No | Yes: Rabot Pulse |
| Multi-carrier shipping | Separate system | No | No | Yes: 40+ carriers |
| Client portal | No | No | No | Yes: per-client dashboards |
| Workforce analytics | Manual or none | No | Basic scan counts | Yes: per-station, per-operator |
| Workflows and automation | Manual | No | No | Yes: event-driven |
| WMS integrations | N/A | No | Native to WMS | 15+ WMS platforms |
| US-based and US-hosted | N/A | Varies | Varies | Yes |
| Proven customer ROI | N/A | No | No published data | Yes: 71% error reduction, 5X ROI, 90% dispute elimination |
See your first week of station data.
Install in one day. No WMS changes required.