Ag-Pod edge-AI
An enclosed imaging hood running quantised YOLOv8 for instant 360° sizing, colour and defect scanning on every fruit in frame.
On-device inferenceTechnology
Deep-tech triage, miniaturised to the first mile.
A robust, field-tested proprietary stack that segments harvests at the source — generating a real-time digital ledger of weight, precise physical grade and Days-to-Rot shelf-life.
01 Quantifying the Leakage
The cost of subjective trading
The traditional perishable supply chain relies on assumptions, guesswork and calculated risk. We call out the three systemic friction points holding back agricultural value.
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0
Physical waste isn't a cost of doing business
Hyper-perishables like tomatoes generate rapid autocatalytic ethylene production. A single over-ripe fruit hidden in a crate triggers transit rot, destroying entire truckloads during transport.
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0
Artificial price deductions
Because quality is unverified, commission agents and buyers artificially slash purchase prices offered to farmers to hedge against anticipated transit spoilage. The farmer absorbs 100% of the risk.
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Stalled
The digital adoption bottleneck
Despite platforms like Karnataka's Unified Market Platform (UMP) via ReMSL, remote trading stalls. Remote enterprise buyers can't physically verify quality, forcing volume back into inefficient open-cry APMC yards.
02 The Hardware Moat
The Honour Agriculture stack
We deploy environment-controlled, asset-light Direct-Purchase Processing Hubs powered by a highly scalable, low-cost proprietary hardware / software stack.
Runs on-device · no signal required Honour Ag proprietary stack
01
The Ag-Pod
An enclosed edge-AI imaging hood running quantised YOLOv8 models for instantaneous 360° sizing, colour and defect scanning.
02
Chemical assaying
Integrated NIR spectroscopy capturing instant Brix (sugar density) and internal acidity metrics.
03
Dual integration payload
Bluetooth-linked weight mapping pushed via encrypted API to the ReMSL UMP, generating a verified Smart QR.
The output: a real-time digital ledger of weight, precise physical grade and Days-to-Rot shelf-life — turning volatile fresh produce into a transparent, tradeable asset class.
03 The Edge-AI System
Inside the sampling & grading rig
04 Multi-Modal Scanning
Three readings, one verified grade
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A
Colour & ripeness
Every fruit in frame is isolated and read for its HSV profile, returning a live ripeness breakdown that anchors the grade.
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B
NIR Brix & acidity
Near-infrared assaying captures internal sugar density and acidity — the chemical signal a camera alone can never see.
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C
Smart-QR provenance
Weight, grade and Days-to-Rot are sealed into an encrypted payload and published to ReMSL as a verifiable Smart QR.
05 The Difference
Current methods vs. Honour Agriculture
06 The Spec Sheet
Asset-light hardware, instrument-grade output
NIR chemical assay
Near-infrared spectroscopy reads internal Brix (sugar density) and acidity — the chemical signal a camera alone can never see.
SpectroscopyTurns an underused rural warehouse into a high-tech e-trading sub-yard.
Per centreSmart-QR to ReMSL
Weight, grade and Days-to-Rot sealed into an encrypted payload on the UMP.
ProvenanceRuns offline
The full pipeline executes on-device — no signal required on the floor.
Edge-nativeBluetooth weight mapping
Live per-crate weight is linked straight into the verified digital ledger — no manual entry.
Real-time ledgerDays-to-Rot shelf-life
Every lot ships with a predicted shelf-life window, so remote buyers price risk with confidence.
Grade A / B / C07 Get started
See the stack run on your floor.
Run a pilot with Honour Agriculture and watch volatile produce become a verified, tradeable asset.