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Shipped / ProductionENTERPRISE AI · ENERGY SWAP CASE

Automated drone battery swap, powered by IoT + BMS.

Built around endurance bottlenecks in agricultural spray drones, we shipped a drone energy operator an intelligent swap system combining IoT, smart energy storage, automated swap stations and BMS. When a drone hits low battery it can auto-return, auto-swap and auto-relaunch — cutting manual handling and keeping field operations continuous.

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0s
Single swap time
0%↓
Manual intervention
0/7
IoT monitoring
0 layers
System architecture
LIVE · ENERGY SWAP
Live
SINGLE SWAP
0s
90s end-to-end swap
Auto-return
Triggered on low battery
BMS health
Live SoC / SoH
Manual intervention 0%↓
Automated operation
0 slots / station
Live IoT sync
IoTGSKJAIBMSGSKJAIAutomated swapGSKJAIMini-program dispatchGSKJAIReal-time data loopGSKJAISmart energy storageGSKJAIIoTGSKJAIBMSGSKJAIAutomated swapGSKJAIMini-program dispatchGSKJAIReal-time data loopGSKJAISmart energy storageGSKJAI
/ 01 — THE PROBLEM

Drones reached the farm — endurance became the bottleneck.

The constraint was never flight capability. It was energy resupply.

On large-scale field operations the client kept hitting the same four problems. Together they framed the system challenge we set out to solve.

P-01 · PAIN POINT
Single charge time
30-40 min

A battery flies briefly, then sits on the charger for ages

The legacy loop — return, detach, charge, wait — breaks operational continuity every cycle.

P-02 · PAIN POINT
Manual dependency
Frequent

Manual swap is slow and carries safety risk

Repeated handling, high heat, unstable contacts and pilot fatigue accumulate into a hard ceiling on throughput.

P-03 · PAIN POINT
Battery health visibility
None

No real-time view of each battery's health

Without SoC, temperature, cell health and cycle count, battery life and failure rates are not controllable.

P-04 · PAIN POINT
Coordinated modules
5+

The drone operations loop is incomplete

The client needed a full system — energy management, dispatch and automated operations — not another piece of hardware.

/ 02 — LIVE SAMPLE

How a drone completes one automated swap

We broke the old "stop and charge" pattern into five automated stages.

Same operations chain. The left column is how it used to run manually; the right column is what the system does today.

STAGE · 01
Low battery
BEFOREPilot manually decides to return
NOWSystem detects low battery and triggers return
STAGE · 02
Return to base
BEFOREManual battery removal
NOWDrone auto-docks at the swap station
STAGE · 03
Battery swap
BEFOREManual plug and unplug
NOWMechanical swap unit handles it end-to-end
STAGE · 04
Battery check
BEFORENo real-time status visibility
NOWBMS evaluates battery health automatically
STAGE · 05
Relaunch
BEFOREPilot manually restarts the mission
NOWSystem resumes the flight task automatically
/ 03 — HOW WE THINK

We didn't just build another charger.

We compared three resupply paths and chose intelligent automated swap.

Our test: does the energy system become part of the drone, or just one more piece of gear next to it?

APATH · A

Traditional manual charging

Low cost
Simple to deploy
Long waits
Heavy operational breaks
High manual dependency
Fine for low-frequency small jobs. Not for continuous field work.
BPATH · B

Manual swap with spare batteries

Shorter waits
Partial efficiency gain
Still manual
No battery visibility
Complex ops
A transitional step. Doesn't scale into intelligent operations.
CPATH · C
Our Choice

Intelligent automated swap system

Auto-return and auto-swap
Smart BMS
Live IoT monitoring
Data-driven operations
Upfront engineering investment
Energy becomes part of the drone, not a separate device.
/ 04 — HOW IT WORKS

A five-step pipeline built around energy dispatch

Five modules — from the drone to the mini program — close one energy loop.

The system decomposes into: drone, automated swap station, BMS, IoT data platform, and mini-program dispatch.

STEP · 01

Drone auto-return on low battery

Continuously monitors battery, status and mission progress, then triggers return to the nearest swap station.

IoTFlight control syncDispatch logic
STEP · 02

Swap station performs the swap

Auto-locate, identify the unit, remove the old battery, install a fresh one — no operator in the loop.

Mechanical unitBattery IDPrecise positioning
STEP · 03

BMS for battery intelligence

Full-stack monitoring of voltage, temperature, current, SoC and SoH, with auto-balancing and health scoring.

BMSBalancingHealth scoring
STEP · 04

IoT data platform sync

Drone, battery and station state stream to the cloud in real time, driving alerts and dispatch policy.

IoT gatewayLive messagingAnomaly alerts
STEP · 05

Unified mini-program dispatch

Operators check runtime, inventory and alarms in the mini program and push dispatch commands remotely.

Mini programAdmin consoleAccess control
SYSTEM ARCHITECTURE

Four layers, bottom-up energy coordination

Layered View
L4
Application
APPLICATION
Mini programDispatch consoleAlert center
L3
Platform
PLATFORM
IoT platformData syncTask dispatch
L2
Algorithm
ALGORITHM
BMSCell balancingState prediction
L1
Device
DEVICE
Swap stationDroneEnergy storage
Data flow: device → algorithm → platform → application↑ uplink · ↓ control
DESIGN PRINCIPLES

Core design principles

  • 01
    Continuous operation over single-flight endurance
    The goal isn't longer flights. It's no interruptions.
  • 02
    Automation over manual workflows
    Automated swap removes operator effort and operator error.
  • 03
    Batteries are assets, not consumables
    BMS makes every battery trackable and manageable.
  • 04
    System coordination over standalone devices
    Drone + battery + IoT + platform + dispatch — every piece matters.
/ 05 — SYSTEM IN PRODUCTION

The mini program, running in production

Payment, deposit, orders, swap, KYC, work orders — a complete business loop.

The screens below are captured from the live operations mini program. Each state maps to a real business flow.

BUYOUT
Device buyout
Device buyout
Asset-style purchase for battery hardware, with BMS status and coupon support.
DEPOSIT
Deposit and refund
Deposit and refund
Outstanding deposits, order status and refund requests — full closed loop.
ORDERS
Order center
Order center
Rental, purchase, swap and charge orders unified into one view and state machine.
SWAP DONE
Swap completion receipt
Swap completion receipt
Battery removed, order details one tap away.
KYC
KYC verification
KYC verification
Dual-side ID OCR, profile confirmation and upfront risk checks.
PAID
Paid · device refund
Paid · device refund
Once payment clears, users can request a refund or review payment details.
WORK ORDER · Work order center

One mobile flow for battery and cabinet work orders

For both asset types — battery and cabinet — operators run intake → on-site work → close-out from a single panel, covering fault location, merchant, online state, slot ID and other key fields.

2
Asset types
3
Order states
100%
Mobile handling
Fault locationMerchantOnline stateSlot IDAction log
Work order center
Cabinet #123665447895
Done
Cabinet #123665447896
Pending
Battery #BAT-072
Healthy
Dispatch · T-2419
Syncing
All shots are from the live mini program (anonymized).
/ 05.5 — OPERATION COCKPIT

A single platform cockpit

Every device, battery and work order — on one panel.

Moving operations from "scattered control" to "one platform" is the key change this system delivers.

/ 06 — THE RESULT

From "stop to charge" to "keep working"

Six dimensions show what changed after launch.

DIMENSION
BEFORE
AFTER
Resupply method
Manual charging
Automated swap
Single resupply time
30-40 min
< 90s
Manual involvement
Frequent manual ops
Automated
Battery management
Manual judgement
Live BMS
Operational continuity
Frequent interruptions
Continuous operation
Operating model
Scattered control
Unified platform

"Pilots used to dread the constant return-and-swap cycle. Now the system handles the swap and pilots focus on the actual job. On large fields the throughput gain is hard to miss."

G
Client · project lead
CLIENT TESTIMONIAL · 2026
/ 07 — TECHNICAL HIGHLIGHTS

Engineering highlights

Every battery, every swap and every device — visible by default.

AUTO-DOCKING

Automated swap

Drone and station dock automatically — minimal operator involvement.

BATTERY MGMT

Smart BMS

Live status per battery improves safety and extends service life.

IOT SYNC

Live IoT sync

Devices, platform and mini program stay in sync in real time.

GREEN ENERGY

Greener energy use

Smart storage and swap together reduce energy waste.

/ 08 — WHERE IT FITS

The same swap architecture extends to more new-energy scenarios.

Starting from agricultural spray drones, energy dispatch reaches further.

Agricultural spray drones
Automated swap and endurance
This case
Inspection drones
Long-duration patrols
EXTENDABLE
Logistics drones
High-frequency delivery resupply
EXTENDABLE
Electric motorcycles
Urban swap network
EXTENDABLE
Energy storage units
Smart battery dispatch
EXTENDABLE
Industrial robots
Automated energy resupply
EXTENDABLE
Want to know which approach fits your scenario?

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