
EndGauge
A solar box and pressure sensor that clamp on a centre pivot's last span.
- Alerts when stopped but still pumping
- Logs end pressure by angle
- Spots drops that are not spraying
From $499 per pivot
DetailsA $299 solar insect trap that counts pests and texts you
Software: $6–$12 per month per trap
Concept, not for sale yet. Tell us if you want it; that decides what we build.
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How it fits together
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01
The whole PestTrap AI
A camera inside a delta trap photographs the sticky card, counts new moths on the chip and sends the count by LoRaWAN to the consultant.
02Brain
ESP32-S3-WROOM-1
The brain: it runs the pesttrap-head program

03
OV5640 wide camera
Photographs the whole sticky card from above, 2048 x 1536
ESP32-S3-WROOM-1 · Camera ribbon (DVP) · Card photos
04
Two white LEDs
Light the card the same way at every capture
ESP32-S3-WROOM-1 · GPIO to FET gate · On/off pulse

05
SHT40 climate sensor
Reads trap temperature and humidity for degree-day counts
ESP32-S3-WROOM-1 · I²C (2 wires) · Temperature and humidity

06
RAK3172 LoRaWAN module
Wakes the camera chip on schedule and sends counts by radio
ESP32-S3-WROOM-1 · UART (AT commands) · Counts and wake signal

07
2 AA lithium cells
Run the trap for a full season with no solar panel
ESP32-S3-WROOM-1 · 3.3 V buck-boost rail · Power
08
All connected
6 key parts, one program, and your phone
What it is
A solar-powered triangular sticky trap on a stake with a camera that counts insects.
What it does
Who it's for
Orchards, vineyards, smallholders, cooperatives and date farms.
The idea
The problem today
Pecan growers time their casebearer sprays from the first moth caught in pheromone traps, but traps are checked every 3 to 4 days at best, so the first catch is missed by days and growers spray early to be safe. Camera traps on sale cost about $2,400 each, so farms run too few of them.
With PestTrap AI
A camera inside each delta trap's roof photographs the sticky card up to 6 times a day, counts only the new moths since the last photo and sends the count by radio. On the first catch the consultant gets a text with a thumbnail and taps Confirm to set the start date, and the route list shows only the traps that need a visit.
How the parts connect
Every part, what links it to the brain, and how the data reaches your phone. A solid line is a cable; a dashed line is a radio link.
The program
void on_wake() {
led_on(); frame = camera_capture(); led_off();
card = warp_to_fiducials(frame); // 4 raised squares
if (!card.ok) flags |= TRAY_MISSING;
blobs = new_blobs(card, last_card); // 4-40 mm2
for (b : blobs)
label[b] = classify_int8(crop64(card, b)); // ESP-DL
flash_store(frame, meta);
uart_send_counts(pack_uplink(label, sht40_read(), flags));
power_off_self(); // RAK3172 sleeps and keeps time
}To your phone
Any phone or laptop browser
One screen for each job PestTrap AI does.
First catchEarly April in a pecan orchard, the first casebearer moths land on the sticky card. The grower and consultant get a photo the same morning.
Daily countsEach morning every trap photographs its card and counts only the new moths, so the consultant can time sprays without driving the trap line.
Card changeDust and other insects slowly cover the card. When it gets crowded, the app asks for a fresh card before the counts get unreliable.
App screens with sample data. The interface is in development.
| New target moths | 2 new, 2 total | Each capture |
|---|---|---|
| First-catch thumbnail | 48 x 48 px | First catch |
| Card fill | 34% | Each capture |
| Trap temperature | 19.5 °C, 71% RH | Each capture |
| Battery | 3.04 V | Each capture |
The camera sees only the card inside the trap. Each grower's data is private; consultants see only shared traps.
CAD design · Design complete (stages 1–6, rev A), not built, not validated

| AI processor | STMicroelectronics STM32N6 (Cortex-M55 + Neural-ART NPU, up to 600 GOPS) |
|---|---|
| Camera | 5 MP downward-facing camera over a replaceable sticky card, with LED flash |
| Sensors | Temperature and humidity sensor · Battery and solar monitor |
| Connectivity | LoRaWAN (Semtech SX1262 class) · NB-IoT / LTE-M option (Nordic nRF9151 class) · WhatsApp and SMS alerts via the cloud service · BLE for setup |
| Power | 5 W solar panel + LiFePO4 battery; 1–2 images per day |
| Enclosure | UV-stable white delta (triangular) trap with camera housing in the roof, on a 1.2 m stake with a 5 W solar panel |
| Dimensions | Trap 28 × 12 × 12 cm on a 1.2 m stake; 5 W solar panel |
| Weight | ~1.1 kg with stake and panel |
| Ingress rating | IP65 (electronics) |
| Camera | 5 MP, LED flash |
|---|---|
| Images | 1–2 per day (configurable) |
| Species | Crop-specific species packs |
| Counting accuracy | ≥90% on target species (target) |
| LPWAN | LoRaWAN or NB-IoT / LTE-M |
|---|---|
| Range | Up to several km to a LoRaWAN gateway |
| Alerts | WhatsApp, SMS, app, email |
| Languages | English, Hindi, Arabic, Spanish at launch (planned) |
| Solar | 5 W panel |
|---|---|
| Autonomy | ~2 weeks without sun |
| Trap size | 28 × 12 × 12 cm |
| Stake | 1.2 m |
Targets for production units; they may change during development.
Hardware: $299 per trap
Software: $6–$12 per month per trap
Target pricing. Sticky-card refills and lures are sold separately. LoRaWAN gateways are available as an add-on where there is no coverage.
$299 + $6/mo per trap
Daily counts and alerts for one farm.
$299 + $12/mo per trap
More species, images and analytics.
Custom
For FPOs, cooperatives, agencies and extension services.
Indicative launch pricing in USD, excluding taxes and shipping. Final pricing is confirmed before any balance is charged.
Community
PestTrap AI is in development. Rate the idea, tell us what to change about the features, specs or price, and we'll build it with your feedback.
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Questions
Tell us what this would save you, or ask anything. We reply within two business days.
A member of the IEMI Labs team will reply within two business days.
From the product lab · ideation phase
Yes. The STM32N6 identifies and counts insects on the trap, so only counts and a small thumbnail need to be sent over low-power radio. The camera looks only at the sticky card.
We are training species packs first for common orchard, vineyard and date pests caught on delta sticky traps. Each pack is validated in field trials before release, and more will be added by software update.
Push the stake into the ground, hang the trap, add the lure and sticky card, and pair it with the phone app over Bluetooth. It takes about five minutes per trap.
PestTrap uses LoRaWAN or NB-IoT/LTE-M. Where there is no LoRaWAN coverage, add one of our gateways to cover several kilometres. Alerts reach growers by WhatsApp or SMS.
No. PestTrap AI is a new concept in development. Specifications are target specifications. It is a concept: we are not taking orders, reservations or deposits, and it has no ship date yet.
We are planning a 2-year limited hardware warranty covering manufacturing defects. Sticky cards and lures are consumables. Final terms will be published before shipping begins.

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