Mandi·Mate प्रोटोटाइप
Gemma 4 · On-device · Marathi-first
Demo scene
1 of 6
5:42 AM
OFFLINE 🔋 88%
नमस्कार रमेश
Good morning, Ramesh · Thursday, 16 April
📷
Check my tomatoes
माझे टोमॅटो तपासा — grade quality, estimate weight
🎙️
Ask a question
काहीतरी विचारा — speak in Marathi
Nearby Mandi Prices synced 4 hr ago
Nashik ₹35.29+1.8%
Pune ₹40.87+0.6%
Aurangabad ₹28.30−2.4%
टोमॅटोवर कॅमेरा धरा Hold camera over tomatoes
Gemma 4 · Vision analysis
Your tomatoes
Inference ran on your phone in 1.3 seconds. No data left your device.
A
Top Grade
confidence · 87%
Estimated weight 18.5 kg
Ripeness Firm · ready 2–4 days
Visible defects None
Size distribution Medium–large, uniform
Hold to speak
"आज विकू का?"
"Should I sell today?"
तुमचा प्रश्न इथे दिसेल
Your question will appear here
Gemma 4 is reasoning · 4 tool calls
User
"आज विकू का?"
get_mandi_prices()
mandis=["Nashik","Pune","Aurangabad"], days_back=1
✓ Nashik ₹35.29 · Pune ₹40.87 · Aurangabad ₹28.30
calculate_net_profit()
quantity_kg=18.5, grade="A"
✓ Nashik net ₹578 · Pune net ₹590 · Aurangabad net ₹432
forecast_price()
mandi="Nashik", horizon_days=7
✓ 7-day forecast ₹35→₹37 · 95% CI [₹31, ₹42]
forecast_price()
mandi="Pune", horizon_days=7
✓ 7-day forecast ₹41→₹42 · 95% CI [₹36, ₹47]
Recommendation
थांबा २ दिवस — पुण्याला न्या
Hold 2 days, then take to Pune
Why this decision
Pune (hold 2 days) ₹644 net
Est. price ₹42.30/kg Transport ₹139 Commission ₹39
Nashik today ₹578 net
₹35.29/kgTransport ₹28Commission ₹47
Pune today ₹590 net
₹40.87/kgTransport ₹139Commission ₹38
Aurangabad today ₹432 net
₹28.30/kgTransport ₹102Commission ₹20
Pune price forecast · 14 days
SARIMA + Holt-Winters ensemble with 95% confidence band
History Forecast 95% CI
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