Gen318 · AI-native performance assurance

The operations brain for your mini-grid fleet

Gen318 unifies monitoring, dispatch, maintenance, and DARES compliance into one system — predicting failures 14–21 days out and cutting diesel spend 15–30%.

Designed for the $750M World Bank DARES program deploying 1,350+ mini-grids across Nigeria
Onboarding first cohort
Built by engineers who understand the infrastructure

From scattered tools and blind operations.

Every site speaks a different dashboard — Victron in one tab, SparkMeter in another, fuel in a spreadsheet, faults in WhatsApp. Nothing connects, so problems surface only after they've cost you generation, diesel, and grant milestones.

SITES
Solar • Battery • Diesel
OPERATORS
Field • Ops • Finance
AGENTS
Monitor • Dispatch • Comply
51%
of opex
burns here
VRM tabsSpreadsheetsWhatsAppFuel logsSite visitsManual reportsPhone calls
Blind spots
Manual handoffs
Diesel waste
Missed faults
Victron VRM
SparkMeter
Huawei
Growatt
Odyssey
Diesel logs
WhatsApp
Spreadsheets

The DARES operational gap

You won the grant. Now the hard part starts.

Manual processes that worked for 3 sites collapse at 15. Every DARES developer hits the same wall.

$1.2M at risk

$24K per site locked for 12 months

DARES holds back 20% of every grant pending verified performance. 50 sites = $1.2M frozen. One incomplete Odyssey report delays disbursement for months. You need automated compliance, not more spreadsheets.

51% of your opex

Your gensets run when they shouldn't

Without dispatch optimization, diesel is 51% of operating expenses. Most operators lose ₦400K–₦800K per month per site to overconsumption they can't measure, let alone fix.

2–5 days / report

Odyssey reports shouldn't take a week

Pulling data from VRM, SparkMeter, and WhatsApp into Excel. Reformatting for Odyssey. Every month. For every site. This is what your compliance agent should be doing.

6 hrs lost per event

Your inverter failed at 2 AM. Again.

By the time your WhatsApp group lights up, you've lost 6 hours of generation and a full day of revenue. A diagnostic system would have flagged the drift two weeks ago.

Platform scope

Your entire fleet, running as one system.

Gen318 spans the full lifecycle of every site — from the power it generates in the field, to the dispatch calls and compliance reports that keep it profitable.

01 · Fleet Monitoring

See your whole fleet, live.

Telemetry, alerts, diagnostics, and reports — every site streamed into one live view, on 2G or fully offline.

Victron, SparkMeter, Huawei, Growatt, and your gensets all speak one language, so your team spots problems before they cost generation.

FLEET MONITORING
one live view across every site
OPERATOR DASHBOARD
Web • Mobile • PWA
ANOMALY DETECTION
Alerts & Diagnostics
EDGE TELEMETRY
On-site • Offline-ready
WEATHER & FORECAST
Irradiance • Demand
GEN318 · UNIFIED FLEET
FLEET OPERATIONS
coordinate field-to-finance execution
DISPATCH OPTIMIZATION
Solar • Battery • Genset
WORK ORDERS
Triage & Technician
COMPLIANCE REPORTING
Odyssey • DARES
DEMAND FORECASTING
Load & Weather
GEN318 · UNIFIED FLEET
02 · Fleet Operations

Automate dispatch, reports, and response.

Diesel dispatch, Odyssey reports, fault triage, technician work orders — the repetitive, high-stakes work that drains your team's hours and your fuel budget.

Gen318 coordinates decisions, telemetry, and field actions across every tool, so issues resolve before they cost generation or grant milestones.

One platform. Three outcomes.

Protect. Optimize. Predict.

Gen318 turns mini-grid operations from reactive firefighting into managed performance. Here’s how.

PROTECT

Protect your grant money

2–5 days → under 1 hour

The Compliance Agent auto-generates Odyssey-ready DARES reports from live telemetry. Tracks milestones, data completeness, and holdback conditions. Your $24K per site holdback gets released on schedule.

Odyssey-format export · DARES milestone tracking · automated data completeness scoring

OPTIMIZE

Cut your diesel bill 15–30%

15–30% diesel reduction

The Dispatch Agent learns your site’s solar-battery-diesel economics and determines the optimal generation mix hour by hour. It knows when to coast on battery, when to run the genset, and when to curtail. Gets smarter every week.

AI dispatch optimization · demand forecasting · weather-integrated scheduling

PREDICT

Stop missing equipment failures

14–21 day advance warning

Battery Health and Inverter Diagnostics agents detect degradation patterns weeks before failure. Tropical climate models account for Harmattan dust, humidity cycles, and temperature extremes that no other platform understands.

Battery degradation tracking · 12 inverter fault types · tropical climate models

Ready to see what Gen318 finds in your fleet?

Get Your Assessment

The numbers that matter to your operation.

$24K
Per-site holdback protected
15–30%
Diesel cost reduction
14–21 days
Failure prediction window
< 1 hr
Compliance report generation
30+ days
Autonomous offline operation
5 min
Morning fleet check (was 45)

Live in 72 hours. Smarter every week.

01

Connect

Plug into your existing hardware

Victron, Huawei, Growatt inverters. SparkMeter meters. Diesel gensets. An edge node deploys at each site and starts collecting data within hours. Even on 2G. Even offline.

02

Learn

Your fleet’s baseline, built automatically

Within 72 hours, AI agents establish normal performance ranges for your equipment, your climate zone, and your load patterns. No configuration required.

03

Predict

Spot what’s drifting before it breaks

Inverter efficiency dropping 3% over two weeks? Battery cells diverging? Diesel consumption creeping up? Flagged, explained, and prioritized.

04

Act

Dispatch optimized. Compliance automated.

The platform determines the optimal generation mix, generates Odyssey reports, and surfaces only the exceptions that need your attention. You manage the fleet, not the data.

Works with your hardware. All of it.

Gen318 connects to every major brand deployed across DARES sites. One platform. Every vendor. No rip-and-replace.

Victron Energy
Inverters, BMV, MPPT via VRM API + Modbus
SparkMeter
Smart metering & billing via Koios API
Huawei FusionSolar
String inverters & monitoring
Growatt ShineServer
Hybrid inverters
Odyssey
DARES compliance report export
Generic Modbus
Diesel gensets, BMS, any Modbus device
Under the hood

Six specialized agents. One fleet brain.

Gen318 isn't a dashboard with AI bolted on. Intelligence is the platform — six agents that coordinate, learn, and act across every site in your fleet.

Battery Health

Tracks degradation across chemistries. Predicts remaining useful life.

Inverter Diagnostics

Classifies 12 fault types from electrical signatures. Tropical climate models.

Demand Forecast

Learns market days, Ramadan, harvest seasons, school terms.

Dispatch Optimization

Determines when to run gensets, coast on battery, or curtail.

Compliance

Auto-generates Odyssey reports. Tracks holdback conditions.

Weather

NASA POWER irradiance. Harmattan dust adjustment. Storm prep.

Intelligence at every site. Even without internet.

30+ days
autonomy
< 50ms
inference
4-tier
priority sync

Edge AI nodes run on-device inference locally — detecting anomalies, classifying faults, and queuing dispatch decisions at the site. On 2G or fully offline. When connectivity returns, data syncs seamlessly.

Compound learning

Every site makes the fleet smarter.

Site 50 is smarter on day one than Site 1 was after six months. Gen318's continuous learning pipeline turns every operational event into training data. The more sites you connect, the better every site performs.

The evidence

Built on results that already exist.

HUSK POWER · NIGERIA

40% diesel reduction with proprietary AI

Husk Power's in-house AI cut diesel consumption ~40% and helped power a $400M Series E. Gen318 brings that class of intelligence to every operator — not just the few who can build it themselves.

AI DISPATCH · RESEARCH

15–30% more value than rule-based control

Independent studies consistently find AI-optimized dispatch captures 15–30% more value than the threshold rules most mini-grids run today — the gap Gen318 closes automatically.

DARES · BY DESIGN

Built for the program. Not adapted for it.

The holdback structure, the Odyssey reporting format, the performance verification requirements — Gen318 was designed around the DARES compliance architecture from day one, not ported to it.

Africa is building 1,350 mini-grids on spreadsheets and WhatsApp. The hardware is funded — the operating layer isn't. Gen318 is that layer, so every site runs leaner and every grant clears on time.
Founding thesis · Gen318
Built by engineers who know the infrastructure
Read the full thesis →
Control room

Your team runs the whole fleet.

One place to run every site, agent, and report across your fleet. Field, operations, and finance — same data, same cadence. No tickets, no vendor lock-in.

GEN
318
Gen318 / Fleet

Fleet Dashboard

Start with your highest-risk sites, then grow into a single operating view across solar, battery, and diesel — every site, every signal, one cadence.

Operational domains

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Real-time Monitoring
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AI Dispatch
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Predictive Maintenance
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DARES Compliance

Your DARES sites go live soon. Is your operations stack ready?

We're onboarding the first cohort of DARES developers. 15 slots. Your fleet assessment is free.

No commitment required. We'll send your assessment within 48 hours.

Questions

Frequently
Asked
Questions

Gen318 is an AI-native operations platform for distributed energy — one system to monitor, dispatch, maintain, and report across every mini-grid site in your fleet.