We provide Tier-1 factory-direct pricing, custom TCO (Total Cost of Ownership) financial modeling, and local deployment blueprints for Pudu, Gaussian, Hai Robotics, and Next-Gen Vision AI systems.
The Core Architecture
From mature commercial cleaning fleets to frontier embodied AI, we cover the full spectrum of Chinese automation with independent, data-driven deployment strategy.
Focus: Pudu (CC1), Gaussian, Commercial Scrubbers & Sweepers
Stop trusting dealer brochures on cleaning efficiency. We model the true TCO and payback periods of Chinese commercial floor scrubbers against local janitorial wages, daily square footage, and hidden consumable costs for supermarkets and facilities.
14-22 mo
Typical payback
Focus: Hai Robotics, Geek+, Shelf-to-person
Navigate WMS integration latency, Fire Code compliance, and 3PL warehouse floor flattening costs before buying.
30-50%
Throughput gain
Focus: DexForce, Unitree, Robotic Manipulation
Avoid PoC disasters. We test for black shrink-wrap glare, tightly packed mixed-SKU depalletizing, and API handshake drops.
5 tests
Before you buy
Brands we actively monitor and source. Every vendor is independently vetted against deployment readiness, TCO, and real-world integration criteria — not marketing claims.
Pillar 1
Pillar 2
Pillar 3
Audit statuses are updated quarterly based on factory site visits, integration testing, and post-deployment field reports.
Financial Modeling & Risk Assessment
We build scenario-specific financial models and integration risk audits before you commit capital. Every model is grounded in factory-direct pricing data and real-world deployment conditions.
Pillar 1 — Commercial Cleaning
A financial teardown benchmarking Tier-1 factory prices vs. $20/hr local janitorial wages, factoring in consumable depreciation.
14–22 mo
Payback period
Pillar 2 — Intralogistics & AMRs
An analysis of hidden WMS API integration costs and floor leveling requirements to evaluate before capital expenditure.
$80K–$150K
Hidden floor-prep cost
Pillar 3 — Vision & Embodied AI
Our testing framework for identifying deal-breakers like black shrink-wrap glare to prevent $120k PoC failures.
5 tests
Before you buy
A line-by-line audit of recurring SaaS subscriptions, locked consumable contracts, and maintenance fees that inflate the true TCO of Chinese commercial scrubbers beyond the sticker price.
A pricing comparison across 6 manufacturers showing the exact margin structure local dealers embed in hardware, installation, and warranty bundles.
Message Jason Lau directly via WhatsApp to request the full PDF versions of our latest intelligence briefs.
Trust Mechanism
Our incentives are aligned with yours, not the dealer's. Here's exactly how we get paid — and why it saves you 30-50%.
You pay the absolute MSRP / Tier-1 Factory Net Price. We never hide margins in hardware invoices.
We earn a transparent channel rebate directly from the factory's marketing budget for managing your deployment. You get our consulting for free.
Whether you buy a commercial scrubber or a 3D vision arm, our rebate structure is flat. Our only goal is your successful deployment.
Independent, data-driven answers to the deployment, sourcing, and return-on-investment questions that matter most to overseas buyers.