PestTrap
A camera delta trap that texts the consultant on the day of the first catch
Photographs the pheromone sticky card inside a delta trap up to 6 times a day, counts only the new target moths, and sends the grower and the crop consultant a same-day first-catch alert with a thumbnail they can confirm.
- Who buys it
- Independent crop consultants and pecan cooperatives running trap lines for 10–40 growers, and larger orchards running their own traps; Texas pecan (pecan nut casebearer) first.
- Why it pays
- On a 300-acre orchard, one mistimed or extra casebearer spray avoided is about $7,500–12,000, plus about 36 hours of trap checks a season (est.). A consultant can cover about 3 times the traps for the same driving (est.).
- Target price
- $249 per trap + $39 per trap per season; co-op LoRaWAN gateway at cost (target)
- First-minute wow
- A text on the morning of the first catch with a thumbnail of the moth on the card, and a Confirm button that sets the biofix date.

What the research found
And how this design answers it
- Smallholders abroad have no channel or network → Texas pecan beachhead through consultants, co-ops and extension demos, with species packs later
- Camera traps cost about $2,400 (Trapview) or $300 per season (FarmSense, 2022) → $249 per trap with a BOM of about $60, so a grower can trap every block
- Solar panels get shaded, stolen and dirty → no panel; 2× AA lithium cells last more than a season at about 2.6 mAh a day
- AI species ID on bycatch and debris is unproven → count only new blobs since the last image (tray fiducials for registration), a 3-class classifier, and human confirmation of the first catch
- LoRaWAN can't carry photos → 11-byte counts, a 48 × 48 thumbnail only for first or doubtful catches, and full photos synced to the consultant's phone over Wi-Fi
- Texas heat and rain → white ASA, camera and LEDs inside the delta roof behind PC windows, Li-FeS₂ cells instead of Li-ion
Use case
First casebearer catch of the season
Crop consultantPecan growerPestTrap cloud
- 01Trigger: the 07:00 capture in block 3 finds 2 new moth-sized blobs, classified as casebearer (confidence 0.88 and 0.71)
- 02Send: counts and a thumbnail of the best detection go over LoRaWAN to the co-op gateway
- 03Alert: the consultant gets a text with the thumbnail and taps Confirm; the biofix date is set
- 04Action: the grower is told to start egg scouting 7–10 days later, and the spray is timed on evidence instead of 'to be safe'
Outcome: About $9,000 of spray avoided on 300 acres in a year when one spray is skipped (est.)
How it works
Architecture
- 01
Sense: OV5640 camera with 2 off-axis LEDs looking down at the sticky card; SHT40 for degree-days
- 02
Decide: ESP32-S3 registers the image to tray fiducials, finds new blobs and classifies each crop on the device
- 03
Send: RAK3172 LoRaWAN counts to a co-op gateway with LTE backhaul; full photos over Wi-Fi to the consultant's phone
- 04
Tell: SMS or WhatsApp first-catch alerts, a confirm queue, a route list for full cards and old lures, and season reports
Hardware
Real parts, buyable today
Bill of materials: about $59 per trap, about $95 with a share of the co-op gateway and first-season lure and liners (est.).
| Block | Part | Why this part |
|---|---|---|
| Vision MCU | Espressif ESP32-S3-WROOM-1-N16R8 | Camera interface, PSRAM for a 3 MP frame, int8 models, Wi-Fi AP for photo sync |
| Camera | OV5640 5 MP with a 120° lens | Sees the whole 168 × 200 mm card from 118 mm |
| Radio | RAKwireless RAK3172 (STM32WLE5 + SX1262) | LoRaWAN US915, micro-amp sleep, and it runs the schedule while the S3 is off |
| Power | 2× Energizer L91 AA + TI TPS63802 | No solar panel or Li-ion in the Texas heat; more than a season per set |
| Microclimate | Sensirion SHT40 | Degree-days measured at each trap |
Mechanical
Printable CAD
7 parts, generated from code and checked as closed solids. Pick a part to inspect it, or download the STL files to print.
See the CAD parts render

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Real CAD · drag to rotate · scroll to zoomReal CAD · swipe sideways
Bought hardware fitted inside this part (checked in the CAD: nothing collides with the plastic)
- Camera head shellhead-shell.stl · ASA white
- Camera head lidhead-lid.stl · ASA white
- Head-to-roof gaskethead-gasket.stl · TPU 95A
- Delta trap bodydelta-body.stl · ASA white
- Sticky-card tray with fiducialscard-tray.stl · ASA white
- Lure basketlure-basket.stl · ASA
- Pole clamp (3/4" EMT)pole-clamp.stl · ASA black
Open risks we are working on
- Count accuracy on real, dusty, crowded cards is unproven; one bad first-catch call loses the consultant's trust (field test T10)
- The pecan casebearer season is about 6 weeks, so $39 a season must be justified by a few alerts; more species are needed for year-round value
- Rural LoRaWAN coverage needs a co-op gateway that someone owns and powers
- Training data: thousands of labelled casebearer crops are needed before launch, and the source is not yet secured
Design stage only: nothing on this page is for sale. Specifications and prices are targets.