Hardware-SaaS · IoT · Warehouse Logistics

Project SNAIL

Building a Low-CapEx IoT Mobility System for High-Throughput Warehouse Operations.

RoleProduct Owner
& Industrial Designer
Timeline2017 – 2019
Team9+ Engineers
6 directly mentored
Architecture OutcomeEnterprise Adoption
38%
Picking Efficiency
Driven by ant-colony route optimisation acting upon a highly manoeuvrable bi-directional physical chassis.
100+
Units Deployed
A stalled global enterprise pilot actively pivoted into a scalable, high-volume domestic 3PL revenue stream.
<1hr
Operator Onboarding
Physically scaled for the 95th percentile with an interface demanding zero prior driving experience.
~95%
Remote Resolution
Embedded telemetry and intelligent LED fault sequences eradicated the need for costly physical technician dispatches.
Co-Inv
Published Patent App.
Co-Inventor on published utility patent application No. 201941000584 protecting the bi-directional chassis and tracking system.
SCOPE OF OWNERSHIP

Zero-to-one. Full lifecycle.
From problem framing to physical deployment.

I owned the complete physical manifestation of the product, acting as the critical bridge between mechanical engineering constraints and operational enterprise value.

I owned the product vision and physical system architecture across V1 and V2. I drove 100% of the mechanical design, chassis architecture, and physical interface ensuring operability within extreme spatial constraints.

I engineered assembly fixtures and QC frameworks across all incoming parts. I personally led the assembly, testing, and commissioning of every deployed unit to guarantee floor-ready reliability.

I retained complete technical authority over component specifications, BOM governance, and ECRs. No part entered the assembly line without my direct review and approval of its dimensional and commercial viability.

I tightly coordinated with Harness, Firmware, and Electrical leads. By directly mentoring six engineers, I ensured that every parallel workstream integrated flawlessly into the final hardware vehicle.

I did not own patent legal filing, enterprise contract negotiation, or pure firmware engineering. My mandate was to architect the physical entity and manufacturing process that made those business functions viable.

I owned the product vision and physical system architecture across V1 and V2. I drove 100% of the mechanical design, chassis architecture, and physical interface ensuring operability within extreme spatial constraints.

I engineered assembly fixtures and QC frameworks across all incoming parts. I personally led the assembly, testing, and commissioning of every deployed unit to guarantee floor-ready reliability.

I retained complete technical authority over component specifications, BOM governance, and ECRs. No part entered the assembly line without my direct review and approval of its dimensional and commercial viability.

I tightly coordinated with Harness, Firmware, and Electrical leads. By directly mentoring six engineers, I ensured that every parallel workstream integrated flawlessly into the final hardware vehicle.

I did not own patent legal filing, enterprise contract negotiation, or pure firmware engineering. My mandate was to architect the physical entity and manufacturing process that made those business functions viable.

THE STAKES

Warehouse inefficiency was not unsolved.
It was mis-solved.

THE COMMERCIAL MANDATE:

Build and scale an IoT-enabled mobility fleet for enterprise warehouse operations. We needed to deliver a measurable efficiency improvement while strictly maintaining a low-CapEx profile for adoption across domestic 3PL networks.

STRATEGIC DECISIONS

Four product bets.
Constraints turned into advantages.

THE STRATEGIC OUTCOME:

By heavily constraining mechanical variables and treating the vehicle as a fully integrated data node, we decoupled the hardware from rigid global facility layouts. This allowed us to bypass stalled international enterprise pilots and scale directly into hyper-local domestic 3PL operations.

Core Architecture & Execution

Hardware systems and commercial pivots.
Built from the floor up.

THE OPERATIONAL CORE

Bi-Directional Chassis

Engineered a highly manoeuvrable hardware profile capable of executing route algorithms in restricted environments.

Zero-Turn Utility: Eliminated reverse-manoeuvring bottlenecks with a bi-directional drive system mapped perfectly to narrow warehouse aisles.
Published Patent Recognition: Officially named Co-Inventor on the utility patent application (No. 201941000584) capturing this precise mechanical architecture.
38% Picking Efficiency Lift
WORKER EMPOWERMENT

WMS Integration Interface

Eliminated the cognitive gap between digital picking lists and physical warehouse navigation by fusing the two tools into one entity.

Unified Dash: Mounted the WMS scanning module directly onto the steering column, freeing the operator's hands and eyes for active picking.
Hyper-Scale Onboarding: By mapping physical controls to deeply intuitive, non-specialised gestures, entire facility teams were operational on the system within hours.
<1hr Training Overhead
SCALE & RELIABILITY

Quality Governance Layer

Protected the production line from third-party variability by instituting rigorous, physically enforced manufacturing constraints.

Vendor-Proof Fixtures: Designed custom assembly jigs that physically forced adherence to strict tolerance mandates, regardless of the local fabricator’s precision.
Gate-Controlled Assembly: Overhauled the QC architecture across V1 to V2, inserting hard inspection gates directly at vendor facilities before parts shipped.
Protected per-unit margins
AUTONOMOUS DIAGNOSTICS

Fleet Health Telemetry

Transformed raw mechanical hardware into a networked data node capable of proactive fault reporting.

LED Protocol: Designed operational training frameworks and embedded diagnostic LED sequences so floor staff excess instantly identify system states.
Centralised Oversight: Bridged the physical harness with the firmware data layer to pipe fleet health metrics back to headquarters for remote triage.
~95% Remote Issue Resolution
GO-TO-MARKET STRATEGY

The Commercial Pivot

Agile repositioning of a proven hardware product when global enterprise procurement timelines stalled.

The Amazon Stagnation: Despite a highly successful two-month pilot proving 38% efficiency, global procurement stalled in US committee layers.
The 3PL Offensive: Rather than waiting, we took the verified pilot data directly to the domestic enterprise market, capturing the 3PL sector that competitors ignored.
100+ Units Deployed Domestically
THE OPERATIONAL CORE

Engineered a highly manoeuvrable hardware profile capable of executing route algorithms in restricted environments.

Zero-Turn Utility: Eliminated reverse-manoeuvring bottlenecks with a bi-directional drive system mapped perfectly to narrow warehouse aisles.
Published Patent Recognition: Officially named Co-Inventor on the utility patent application (No. 201941000584) capturing this precise mechanical architecture.
38% Picking Efficiency Lift
WORKER EMPOWERMENT

Eliminated the cognitive gap between digital picking lists and physical warehouse navigation by fusing the two tools into one entity.

Unified Dash: Mounted the WMS scanning module directly onto the steering column, freeing the operator's hands and eyes for active picking.
Hyper-Scale Onboarding: By mapping physical controls to deeply intuitive, non-specialised gestures, entire facility teams were operational on the system within hours.
<1hr Training Overhead
SCALE & RELIABILITY

Protected the production line from third-party variability by instituting rigorous, physically enforced manufacturing constraints.

Vendor-Proof Fixtures: Designed custom assembly jigs that physically forced adherence to strict tolerance mandates, regardless of the local fabricator’s precision.
Gate-Controlled Assembly: Overhauled the QC architecture across V1 to V2, inserting hard inspection gates directly at vendor facilities before parts shipped.
Protected per-unit margins
AUTONOMOUS DIAGNOSTICS

Transformed raw mechanical hardware into a networked data node capable of proactive fault reporting.

LED Protocol: Designed operational training frameworks and embedded diagnostic LED sequences so floor staff could instantly identify system states.
Centralised Oversight: Bridged the physical harness with the firmware data layer to pipe fleet health metrics back to headquarters for remote triage.
~95% Remote Issue Resolution
GO-TO-MARKET STRATEGY

Agile repositioning of a proven hardware product when global enterprise procurement timelines stalled.

The Amazon Stagnation: Despite a highly successful two-month pilot proving 38% efficiency, global procurement stalled in US committee layers.
The 3PL Offensive: Rather than waiting, we took the verified pilot data directly to the domestic enterprise market, capturing the 3PL sector that competitors ignored.
100+ Units Deployed Domestically
RETROSPECTIVE

Three Lessons

Lessons from the hardware trenches: my critical insights on telemetry, commercial validation, and system constraints.

01

Data as a Core Product Asset

In hardware, data is the continuous value proposition. I learned that embedding structured telemetry (throughput, variance) from day one accelerates V2 iteration and builds a far more compelling enterprise sales narrative than physical efficiency alone.

The lesson: The data layer is not a V2 feature. It is the architecture that makes V1 commercially defensible.
02

Parallel GTM Validation

A single enterprise pilot creates an unacceptable commercial bottleneck. A stalled procurement cycle meant months of runway exposure with no revenue event. We had to pivot aggressively to survive.

The lesson: Prove the product to one enterprise, but validate the commercial model in parallel with several to decouple survival from a single client.
03

Solve for System Constraints

Low-volume production exposed severe vendor precision issues. The fix was not finding better external vendors—it was designing internal manufacturing fixtures that physically forced standardised tolerances onto inconsistent parts.

The lesson: Design the manufacturing process to be robust against the vendors you actually have, not those you wish you had.
PORTFOLIO ARCHIVE

HMI Dashboard Interface Concept

A conceptual look at a mobile operator interface mock-up created post-tenure at Greendzine. This independent design exploration focuses on spatial orientation and industrial UI/UX feedback loops.

SNAIL Picker Application Concept Interface Thumbnail
Conceptual Mock-Up

Human-Machine Interface Paradigm

This mock-up project explores a theoretical hierarchy for spatial orientation, real-time pick confirmations, and diagnostic alert prioritization. It functions as an independent UI/UX exploration outside of official production workflows.

UI/UX Prototype
Design Exploration

WHAT'S NEXT

Let us discuss the commercial impact of physical digital architecture.

I partner with executive leadership to turn raw mechanical constraints into highly efficient operational workflows. Let us connect to safely scale your industrial performance and protect your bottom line.

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