LEAP AgriWatch
Climate Smart Agriculture Platform

Kismayo District Monitoring System

1,000 ha · 8,350 beneficiaries · Gu Season 2026. Powered by Sentinel-2 NDVI, Open-Meteo weather feeds, and offline-first mobile technology.

847
ha live
312
farmers
127
alerts
UN Women × Brider Group · Japan LEAP

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Demonstration prototype · UNW-ESA-2026-00012 · All data illustrative
LEAP AgriWatch Platform
Kismayo, Jubaland · UN Women × Brider · Demonstration Mode
LIVE · Gu 2026

Operations Dashboard

Kismayo District · Lower Juba · Gu Season 2026 · 8,350 direct beneficiaries

Sentinel-2 · 10m · 5d revisit
Hectares Monitored
847
of 1,000 ha target 84.7%
Active Farmers
312
+48 joined this week
Alerts Sent
127
3 unread require action
Staff Trained
5
ToT Session 1 complete · Session 2 at Month 4
Mean NDVI — Kismayo Agricultural Zone
Sentinel-2 · 10m · 5-day revisit · Last pass 10 May 2026
Mean NDVI
Threshold
Crop Distribution
847 ha · 4 crop types
Sorghum (Masago)
42%
Maize (Galley)
31%
Sesame (Simsim)
15%
Cowpea (Digir)
12%
Recent Alerts
NDVI Stress — Field F8 (Maize)
Critical
NDVI = 0.22, below 0.30 threshold. Drought stress confirmed. Immediate irrigation required.
13 May 2026 · 08:14 EATSMS → Luul Ahmed Warsame
Gu Season Peak Rainfall — Waterlogging Risk
Warning
22mm forecast 15 May. Fields F5, F7 at risk. Clear drainage channels before Thursday.
12 May 2026 · 16:30 EATSMS → 6 farmers
ToT Session 1 Complete — 5 Staff Certified
Done
Ministry extension officers trained. Average knowledge score 82%.
10 May 2026 · 09:00 EAT
NDVI Status
Healthy ≥ 0.60
Moderate 0.30–0.60
Stressed < 0.30
Sentinel-2 · 10 May 2026 · 10m
Select a Field
Click any coloured polygon on the map to load field details, NDVI values, and contextual advisory.

Crop Advisory — Gu Season 2026

Lower Juba · Sentinel-2 NDVI + Open-Meteo/NASA POWER · Updated 13 May 2026

Sorghum
Masago · 355 ha
Optimal
Growth Stage Wk 6 of 14
Vegetative Stage
Advisory
Conditions optimal. Maintain current irrigation. Apply nitrogen fertiliser within 5–7 days for maximum yield gain. Monitor leaf colour for early stress signals.
Estimated yield 1.8–2.2 t/ha
Maize
Galley · 263 ha
Watch
Growth Stage Wk 9 of 16
Tasseling Stage
Alert
NDVI below threshold in F8 and F2. Drought stress likely. Increase irrigation frequency. Scout for fall armyworm immediately — high risk at tasseling stage.
Revised yield estimate 1.2–1.6 t/ha ↓
Sesame
Simsim · 127 ha
Optimal
Growth Stage Wk 5 of 12
Flowering
Advisory
Flowering progressing well. Reduce irrigation to 60% to prevent waterlogging. Avoid pesticide application during peak flowering to protect pollinators.
Estimated yield 0.6–0.9 t/ha
Cowpea
Digir · 102 ha
Monitor
Growth Stage Wk 8 of 11
Pod Filling
Advisory
Pod filling — maintain steady soil moisture. Monitor closely for aphid infestation. Harvest window opens in approximately 15–18 days.
Estimated yield 0.7–1.0 t/ha
Seasonal Calendar — Kismayo District
Gu (Apr–Jun) · Deyr (Oct–Dec) · Lower Juba
GU ACTIVE
Gu Season (Apr–Jun)
Deyr Season (Oct–Dec)
Current month
Sorghum
Maize
Sesame
Cowpea
Week 6 of Gu Season · 13 May 2026
Sorghum: vegetative. Maize: tasseling (critical). Sesame: flowering. Cowpea: pod filling.
Yield Forecast — NDVI-Derived Biomass Trajectory
Sentinel-2 observed (solid) · Projected from trend (dashed) · Gu 2026 · Lower Juba
Sorghum
Maize
Sesame
Cowpea
Projected
NOW Wk6
Sorghum
2.0 t/ha
On track ↑
Maize
1.4 t/ha
Revised down ↓
Sesame
0.75 t/ha
On track ↑
Cowpea
0.85 t/ha
Stable →
NDVI biomass index (Sentinel-2, 10m resolution) extrapolated via crop-specific growth curves calibrated to Lower Juba historical yield data (FAO 2019–2024). Projections update each satellite pass (5-day revisit).

Weather — Kismayo District

Open-Meteo API · NASA POWER climate baseline · 0.35°S, 42.54°E

28°C
Partly Cloudy
Kismayo · 13 May 2026
Humidity
74%
Wind
12 km/h
Rainfall
4.2mm
UV Index
7 High
7-Day Forecast
Wed 14Heavy rain · Gu peak26°C
18mm
Thu 15Heavy rain25°C
22mm
Fri 16Moderate rain27°C
11mm
Sat 17Partly cloudy30°C
2mm
Sun 18Sunny32°C
0mm
Mon 19Sunny, hot33°C
0mm
Tue 20Partly cloudy31°C
3mm
Seasonal Advisory — Gu 2026 Peak Rainfall Period
Above-average Gu rainfall expected through 16 May. Waterlogging risk in low-lying fields (F5, F7). Clear drainage channels immediately. Sorghum sowing window is optimal — plant by 18 May to capture peak soil moisture before dry-down.

Field Scouting Report

Offline-first — data queued locally and syncs automatically on reconnection

Alerts & Notifications

NDVI threshold breaches · Weather events · System notifications

Critical · 1 Warning · 2 Info · 1
NDVI Stress Alert — Field F8 (Luul Ahmed Warsame)
Critical
NDVI = 0.22, below threshold 0.30. Maize at tasseling — critical water stress detected via Sentinel-2 pass 10 May. Immediate irrigation required.
13 May 2026 · 08:14 EATSMS dispatched → Luul Ahmed Warsame
Gu Season Peak Rainfall — Waterlogging Risk F5, F7
Warning
22mm forecast on 15 May. Low-lying fields F5 (Hodan Yuusuf) and F7 (Amina Jama) at waterlogging risk. Clear drainage channels before Thursday.
12 May 2026 · 16:30 EATSMS → 6 farmers
Fall Armyworm Risk — Maize Fields F2, F5, F8
Warning
Temperature-humidity profile matches fall armyworm outbreak conditions. Scout F2, F5, F8 within 48 hours. USSD advisory pushed to registered numbers.
12 May 2026 · 09:00 EAT
ToT Session 1 Complete — 5 Ministry Staff Certified
Info
5 Ministry of Agriculture and Irrigation of Jubaland extension officers trained. Average assessment score 82%. Session report and attendance register uploaded to platform.
10 May 2026 · 09:00 EAT

Programme Progress & KPIs

UNW-ESA-2026-00012 · Jun 2026 – Apr 2027 · 10-month engagement · Gender-disaggregated

Month 2 of 10
Beneficiary Reach — Gender Disaggregated
Women Farmers
5,550
target beneficiaries
Active (274 registered) 4.9%
Platform target: ramp to 80% by Month 6
Men Farmers
2,800
target beneficiaries
Active (38 registered) 1.4%
Women-first activation: priority by design
Women : Men ratio of active users 87.8% women
274 women 38 men
Deliverables Tracker — 6 Milestones
Total: USD 185,000
D4.1 Month 1–2 · 30% payment
Platform Deployment & Field Registration
PostGIS field mapping, 1,000 ha registered, Sentinel-2 integration, Android/iOS app live, USSD *384# live
Complete
D4.2 Month 3–4 · 15% payment
System Integration & ToT Session 1
Open-Meteo/NASA POWER weather feed, IVR voice advisory, ToT 1: 5 Ministry staff certified (82% avg score)
In Progress
D4.3 Month 5–6 · 20% payment
Operational Monitoring Cycle & ToT Session 2
Upcoming
D4.4 Month 7 · 15% payment Mid-term Review & KPI Report
D4.5 Month 8–9 · 10% payment Platform Optimization & Deyr Prep
D4.6 Month 10 · 10% payment Full IP Handover & Closure Report
Payments released (D4.1 complete) 30% · USD 55,500
Training-of-Trainers (ToT) Status
Complete Month 1
ToT Session 1
5 Ministry of Agriculture and Irrigation of Jubaland extension officers. Platform operation, NDVI interpretation, farmer engagement.
Avg assessment score 82%
10 May 2026 · MAIJ premises
Upcoming Month 4
ToT Session 2
Advisory content validation, Deyr season configuration, cascaded training for women's groups.
Target: Month 4 · Sep 2026
Access Channel Status
Android App
Live · 247 users
iOS App
Live · 27 users
USSD *384#
Live · 38 sessions
SMS Alerts
Active · 127 sent
IVR (Somali)
Testing · Launch M3

Monthly Progress Report — Month 2

UNW-ESA-2026-00012 · Reporting period: 1–31 July 2026 · Submitted to: UN Women ESA · Project Director: Derick J. Oluoch

ON TRACK
Month 2 of 10
KPI Performance — ToR §7 Indicators
KPI Target (M2) Actual Status Note
Hectares under active monitoring 750 847 Above target +97 ha above M2 target; all 10 demo fields live
Active platform users (farmers + officers) 250 312 Above target 274 women (87.8%) · 38 men (12.2%)
Advisory messages delivered this month 100 127 Above target SMS: 89 · USSD: 24 · App push: 14
Staff trained (ToT Session 1) 5 5 On target Avg assessment score 82% · D4.2 triggered
Mean NDVI — Kismayo Agricultural Zone ≥ 0.40 0.51 Above target S2 pass 10 May · 2 fields stressed (F3, F8)
Scouting reports submitted (offline + synced) 20 14 Below target Rain disruption wk 3 · Coordinator to accelerate
Activities Completed — July 2026
Sentinel-2 NDVI monitoring live across all 10 registered polygons
Open-Meteo + NASA POWER weather feeds integrated and live
ToT Session 1 delivered — 5 Ministry staff, avg 82%
NDVI stress alert triggered + SMS dispatched to Luul Ahmed (F8)
Gu season peak rainfall advisory pushed to 6 farmers (F5, F7)
Scouting reports: 14 of 20 target — catch-up planned
Planned Activities — August 2026
Complete 6 outstanding scouting reports (F2, F3, F5, F8 priority)
IVR voice-advisory (Somali) recording sessions with native speaker
Deyr season advisory rules configuration (Oct–Dec prep)
Next Sentinel-2 pass analysis (~15 May) — update NDVI polygon layer
Monthly review call with UN Women Somalia country office
Women's-group facilitation session — indigenous knowledge capture
Issues & Actions
OPENScouting report shortfall
14 of 20 target due to rain disruption week 3. Somalia Coordinator to complete backlog by 5 Aug. No programme impact.
Owner: Somalia Field Coordinator · Due: 5 Aug 2026
RESOLVEDF8 NDVI stress — Luul Ahmed Warsame
SMS alert dispatched within 2 hours of Sentinel-2 pass. Field visit confirmed drought stress. Irrigation recommendation actioned. NDVI recovery expected next pass.
Closed: 13 May 2026 · Response time: 2 hrs
Financial Status
D4.1 payment — 30% USD 55,500 ✓
D4.2 payment — 15% USD 27,750 ⏳
Remaining contract value USD 101,750
Contract completion 20% paid
Total contract: USD 185,000 ex-VAT
Next milestone: D4.2 completion Aug 2026

Farmer Registry

Gender-disaggregated · All fields · Kismayo District · Gu Season 2026

10/10 Women
94.7 ha demo sample
4
Healthy
4
Moderate
2
Stressed
100%
Women
Field Farmer Name Gender Crop Ha NDVI Status Last Scout Advisory
Demo sample · 10 registered fields of 1,000 ha programme area · All gender data reported to UN Women ESA

Mobile App Preview

How the platform looks on a smartphone — Android / iOS. Offline-first, Somali-language, icon-led navigation.

LEAP AgriWatch
LIVE
Dashboard
Hectares
847
84.7% of target
Farmers
312
+48 this week
Alerts
127
3 unread
Trained
5
ToT 1 complete
⚠ Critical Alert
NDVI Stress — Field F8 (Maize)
NDVI = 0.22 · Immediate irrigation required
Gu Season 2026 · Peak Rainfall
22mm forecast 15 May. Clear drainage channels.
Crop Advisory
Sorghum (Masago)
Wk 6/14 · Vegetative
Optimal
Conditions optimal. Apply nitrogen fertiliser within 5–7 days.
Maize (Galley)
Wk 9/16 · Tasseling
Watch
NDVI below threshold. Increase irrigation. Scout for fall armyworm.
Field Scouting
Offline-first · queues automatically
Field
Crop Condition
Good
Moderate
Poor
GPS (auto)
-0.3412, 42.5128
Observations
Alerts 3
Critical · F8 NDVI Stress
Immediate irrigation required
13 May 2026 · 08:14 EAT
Warning · Gu Peak Rainfall
22mm forecast 15 May · F5, F7 risk
12 May 2026 · 16:30 EAT
Warning · Fall Armyworm Risk
Scout F2, F5, F8 within 48h
12 May 2026 · 09:00 EAT
Info · ToT Session 1 Complete
5 staff certified · Score 82%
10 May 2026 · 09:00 EAT
SAFARICOM · 2G · 13:42
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USSD *384# and Somali IVR voice advisory work on any basic phone — no smartphone or data plan required.
Android App
iOS App
USSD *384#
IVR (Somali)