T3 · ExecutiveCross-Module⭐ Triple Impact

Conversational BI — Ask Anything, Get Data

“Your AI analyst, available 24/7, in WhatsApp and the dashboard.”
📈 Increase Revenue⚡ Improve Efficiency💰 Lower Expense
LangGraph Intent Routerpgvector RAG RetrievalTimescaleDB AggregationConversational Context
Scenario Walkthrough

How It Works

1
Pak Hendra opens the executive dashboard chat panel and types: "Compare OEE across all mills for Q2." Naya generates a live bar chart showing OEE by mill with trendlines.
2
He clicks "Save to Reports" — the chart is now available in his Reports library and can be scheduled for weekly WhatsApp push.
👤

Pak Hendra

Regional Director (T3)

📱 See It In Action

Real WhatsApp conversations between operators, supervisors, and NayaCore — in Bahasa Indonesia, exactly as they appear on the phone.

📊Executive Data Query
Pak Hendra (T3)Berapa OEE minggu ini dibanding bulan lalu?20:45
📊 OEE Minggu Ini vs Bulan Lalu

Minggu ini: 87.3%
Bulan lalu: 84.1%
Delta: ↑ +3.2pp

📈 Peningkatan utama: Availability naik karena downtime berkurang setelah bearing Press #3 diganti minggu lalu (INC-1294 resolved).

🔗 Lihat grafik lengkap →20:45
Pak Hendra (T3)Bagus. Apa target OEE untuk bulan ini?20:47
🎯 Target OEE Juli 2026

Target: 88.0%
Saat ini: 87.3%
Gap: -0.7pp

Untuk capai target:
• Availability harus ≥ 92.5%
• Perhatikan sterilizer #2 (efisiensi 89%, mendekati batas)20:47
📚Floor Knowledge Query
Ahmad (T1)Prosedur sterilizer kalau tekanan rendah?14:22
📋 Prosedur: Sterilizer Tekanan Rendah

1️⃣ Periksa gauge tekanan di panel
2️⃣ Periksa sumber steam (boiler efisiensi > 85%, valve, kebocoran)
3️⃣ Jika tekanan tidak naik dalam 30 mnt:
⚠️ Hentikan batch baru
📱 Laporkan ke shift supervisor

⚠️ JANGAN paksakan proses di bawah 2.5 bar.

📄 Sumber: SOP-STERILIZER-001 §4.214:22

Semantic BI & Knowledge: Answers in 4 Seconds

Executives don't log into dashboards. They have questions — usually at inconvenient times. NayaCore routes natural language queries to SQL or Vector databases instantly.

📊
20:45 WIB

The Ad-Hoc Data Query

Pak Hendra asks for the OEE comparison from a restaurant. NayaCore classifies this as a DATA query, executes a TimescaleDB breakdown, formats the response, and highlights the root cause of the variance. 4 seconds latency.

👔Executive BI
Pak Hendra (T3)Berapa OEE minggu ini dibanding bulan lalu?20:45
📊 OEE Minggu Ini vs Bulan Lalu

Minggu ini: 87.3%
Bulan lalu: 84.1%
Delta: ↑ +3.2pp

📈 Peningkatan utama: Availability naik karena downtime berkurang setelah bearing Press #3 diganti minggu lalu (INC-1294 resolved).

🔗 Lihat grafik lengkap →20:45
Pak Hendra (T3)Bagus. Apa target OEE untuk bulan ini?20:47
🎯 Target OEE Juli 2026

Target: 88.0%
Saat ini: 87.3%
Gap: -0.7pp

Untuk capai target:
• Availability harus ≥ 92.5%
• Perhatikan sterilizer #2 (efisiensi 89%, mendekati batas)20:47
📚
14:22 WIB

The Floor Knowledge Query

Ahmad is on the factory floor and asks for an SOP. NayaCore classifies this as a KNOWLEDGE query, runs a pgvector semantic search, retrieves the exact section of the SOP, and summarizes the steps.

📋SOP Retrieval
Ahmad (T1)Prosedur sterilizer kalau tekanan rendah?14:22
📋 Prosedur: Sterilizer Tekanan Rendah

1️⃣ Periksa gauge tekanan di panel
2️⃣ Periksa sumber steam (boiler efisiensi > 85%, valve, kebocoran)
3️⃣ Jika tekanan tidak naik dalam 30 mnt:
⚠️ Hentikan batch baru
📱 Laporkan ke shift supervisor

⚠️ JANGAN paksakan proses di bawah 2.5 bar.

📄 Sumber: SOP-STERILIZER-001 §4.214:22
🧠
Anytime

Cross-Module Reasoning

When asked 'Why did quality drop?', NayaCore queries MillOS (quality), Cakrawala (weather), and Plantation (harvest delays) to deduce that heavy rain caused wet FFB, lowering sterilizer efficiency.

Semantic Query Execution
Q: "Why did quality drop?"
MillOS: Quality drop correlates with Digester #2 retention time.
Plantation: FFB arriving 12% wetter than average.
Cakrawala: 45mm rain recorded at Estate 4 during harvest.
SYNTHESIS: Heavy rain (Estate 4) → Wet FFB → Reduced digester efficiency → Quality drop.

📊 Before vs. After

Traditional Operations vs. NayaCore

MetricTraditionalNayaCore
Time to answer an OEE question15–30 min (ask staff)4 seconds (WhatsApp)
SOP lookup time5–10 min (find binder)5 seconds (pgvector RAG)
Executive dashboard usage~15% check daily80%+ use WhatsApp daily
← PreviousUC-T3.01: Morning Briefing — BI in Your Whats…← All Use CasesNext →UC-T3.03: Token Savings ROI Dashboard