v2 · Hybrid Intelligence Platform
Precision Agriculture

Grow smarter
with AI-driven
crop intelligence

Real-time soil and atmospheric sensor data feeds a hybrid XGBRanker and cosine-similarity engine — delivering ranked crop recommendations tuned to your exact field conditions.

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21+
ML-trained crops
14
Sensor channels
2
Scoring engines
BOTANICAL / GS-v2 / SPECIMEN L-01 L-02 L-03 L-01 L-02 L-03 LIVE SENSOR DATA N 142 P 38 K 211 pH 6.4 TMP 27.2 HUM 62% LUX 54k REC #1 Rice rrf 0.02841 · REC #2 Wheat rrf 0.02655 ml+cos HYBRID XGBRANKER + COSINE SIMILARITY
Platform Capabilities
01
Soil Analysis
NPK, pH, temperature and moisture from live ESP32 field sensors, updated in real-time.
02
ML + Cosine Scoring
Hybrid XGBRanker fused with cosine-similarity against a curated crop-environment vector catalog.
03
Crop Registry
Register custom crops beyond the 21-crop ML baseline. Instantly available for content-based scoring.
04
Recommendation History
Every query persisted with full input logs, ranked outputs and per-dimension compatibility scores.