Plantation Intelligence

From the mud to the boardroom.
Instantly.

NayaAI translates informal field reportsโ€”voice notes, photos, and slangโ€”into structured, tamper-proof operational data. Built to run reliably on the edge.

See The Workflow
Raw Field Input
0:14

"Truk DT 04 amblas di Blok C..."

Structured Output
Maintenance Ticket
DT04 Needs Tow
Loc: Blok C Priority: High

Illuminating Dark Data

NayaAI doesn't require any new software. Simply invite the Naya bot into your existing WhatsApp groups (Harvesters, Mechanics, Logistics), and it silently monitors, indexes, and structures the chaos.

1. Ingestion
๐ŸŒด
Grup Pemanen Blok C
Mandor Panen Brondolan berserakan di TPH 12, karung kurang bos.
๐Ÿšœ
Grup Mekanik & Logistik
Supir DT04 Truk amblas di jalan poros.
๐Ÿ“ Shared Location
๐ŸŒง๏ธ
Info Cuaca Estate
Pos Pantau Hujan deras, parit meluap dekat jembatan 2.

Naya Context Engine

IF Source = "Grup Cuaca"
AND Term = "Meluap"
THEN Alert = "Flood Warning"
3. Actionable Output
Harvest Quality Dept
Dispatch Collectors
Location: TPH 12
Maintenance Dept
Send Tow Tractor
Asset: DT04 (Stuck) Coord: -2.314, 114.192
Estate Management
Flood Warning Alert
Location: Jembatan 2

Beyond WhatsApp:
Standardized IoT Connectivity

NayaAI is an omnichannel ingestion engine. It connects directly to legacy hardware via standard protocols to fuse machine telemetry with human field reports.

Machine Telemetry
โš–๏ธ
Weighbridges
RS232 / TCP-IP
LIVE: 14.2 Tons (DT04)
๐Ÿšš
Fleet Trackers
Webhook / GPS
LIVE: 12 Units near Mill
๐Ÿšข
Vessel AIS
REST API
LIVE: ETA 14:00 (Port B)

Edge Fusion Node

Aggregating hardware telemetry and querying LLM for operational bottlenecks.

Predictive Intelligence

๐Ÿญ Mill Queue Warning

Analyzing FMS Tracker density near Mill Coordinate...

โš ๏ธ 12 trucks currently queued. Estimated offload delay: 2.5 hours.

โš“ Port Logistics Sync

Analyzing incoming Vessel ETA vs Available Trucks...

๐Ÿšจ Vessel docking at 14:00. Only 4 trucks available at Port. Shortage of 6 trucks detected.
Role-Based Workflows

The WhatsApp Hierarchy

Naya behaves differently depending on who it's talking to. It knows the difference between a Block Worker, a Roaming Repair Team, and a C-Suite Executive.

NayaAI Bot
Status Block C?
Mandor Budi is harvesting at TPH 12. He needs 5 more empty sacks immediately.
1. The Worker Strict RBAC. Zero Friction.
NayaAI Bot
Status Block C?
Harvest is 80% complete. 3 transport trucks are currently assigned. Note: Minor offload delays expected due to mill queue.
2. The Supervisor Human-in-the-loop tuning.
NayaAI Bot
Status Block C?
๐Ÿ“Š Block C: Yield Alert

Yield is trending 12% below monthly target.

Root Cause: Labor shortage in harvesting team.

๐Ÿ’ก Recommendation: Reallocate Team B to Block C for tomorrow.
3. The C-Suite On-demand reporting.

A Day in the Life: Smart Routing

08:15 AM - Blok C Group Chat
Worker sends a voice note complaining about a broken harvester. Naya logs it silently.
08:16 AM - Roaming Mech Team Chat AUTO-ROUTED
๐Ÿค– NayaAI:
"Instruksi Perbaikan: Harvester Blok C rusak. Estimasi sparepart: V-Belt."
17:00 PM - C-Suite Executive Chat
Exec: "@Naya, rekap downtime hari ini."
"Total downtime hari ini: 4 Jam. Isu utama: Harvester Blok C (Diselesaikan oleh Tim Mekanik dalam 2 jam). Unduh_PDF.pdf"
100% On-Premise Resilience

Edge-Native Architecture

Plantations lose internet. Your AI shouldn't. Naya runs 100% locally on a Mac Studio Edge Cluster. No cloud dependency for daily operations.

Cloud Sync (Starlink)

Periodic data distillation & LLM training. Non-critical.

LOCAL: ONLINE

Local Edge Node

Mac Studio running Baileys WA API, Local Embeddings, & Vector DB.

WA Ingestion: Active
Local AI: Processing
All systems operational. No cloud required for core functions.
Continuous Learning

The "Living Glossary"

Every plantation has its own dialect. NayaAI doesn't just parse text; it learns semantics over time. Supervisors act as human-in-the-loop translators for new slang.

jebol hancur amblas INFRASTRUCTURE FAILURE

Under the Hood: Parsing Engine

Zero Admin UI required. When Supervisors define a term in WhatsApp, Naya's backend graph updates automatically.

// Select an input above to simulate backend parsing...

Contextual Sensor Intelligence

Data only becomes intelligence when it is anchored in reality. Naya correlates unstructured WhatsApp conversations with exact spatial coordinates and local IoT sensor telemetry to instantly recognize causal links and predict operational risks.

๐ŸŒง๏ธ 120mm/hr
Field Report: Parit Meluap
๐Ÿšš DT04 (Stuck)
Predictive Logistics Alert

Water sensors rising. Correlated with 3 recent WhatsApp reports of "parit meluap" (overflowing ditch).

Naya Action Taken: Rerouted Transport Team DT 07 & DT 12 to Gate Selatan to prevent mud-stuck (amblas) delays.
Root-Cause Attribution

Executive Analytics Dashboard

Naya doesn't just collect chat messages. It correlates unstructured field complaints directly to missed yield targets, providing the C-Suite with precise root-cause attribution.

May 2026 Operations Report

Estate 1: Blok Utara

May 2026 ๐Ÿ“…
Target (FFB)
45,000 Tons
Actual Delivered
38,250 Tons
Total Deficit (ฮ”)
-6,750 Tons
Unresolved Issues
14

Deficit Attribution

Infrastructure
45%
Mechanical
30%
Weather
25%

NLP Sentiment: "Reasons for Shortfall"

100500
Total: 95 Mentions
01 May05 May10 May15 May20 May

AI Text Extraction: Top Keywords & Bigrams

Top Slang / Terms (Mentions)
jalan rusak
85
truk amblas
72
hujan deras
60
buah restan
55
antri pks
40
Matrix: Asset x Day (Failures)
Asset / Day
01
02
03
04
05
06
07
08
09
10
DT-04
1
4
1
DT-07
2
HEX-01
3
1
100% Edge Architecture

Hardware, Not Vaporware

Naya operates completely on-premise to guarantee data sovereignty and survival during Starlink outages.

HA Cluster Blueprint
Node A: Mac Studio
M4 Max / 128GB Unified
Local LLM (Qwen 3 32B)
Node B: Mac Studio
M4 Max / 128GB Unified
Bare-Metal PostgreSQL/PostGIS
External Network (Starlink) CONNECTED
Local Queue / Processing ACTIVE
Absolute Compliance

Tamper-Proof Audit Trails

Hover over the report below. Every unstructured chat is translated into an official, immutable PDF protected by cryptographic signatures for ISPO/RSPO compliance.

Weekly Incident Report
Logistics Failure Blok C
Truk Amblas - Resolusi 2 Jam
Yield AnomalyGate Selatan
Verified & Immutable