Rwazi built Sena, a Decision AI that shows energy teams which project sites are ready and where charging fits, from site photos and consented resident input.
Utility customer analytics reads meter and network data. What gets built and sold also turns on site conditions, the community around each project, and the reasons customers pick an offer.
Site checks run one site at a time
Sequential site checks can take months, and a disqualifying condition or community objection often surfaces late in the process.
Sena. Sena assesses a full pipeline in parallel: land, access, environmental indicators, and community context, so a failing site drops out before capital goes in.
Charging plans start from a map
A map-based plan places a charger before anyone sees the site. The site itself shows access, amenities, working status, and nearby rivals.
Sena. Sena captures the nearby stations and scores each candidate site on access, competition, and likely use.
Customers choose offers for local reasons
Two areas with matching usage can respond very differently to a tariff, a bundle, or a green offer.
Sena. Sena captures consented household input on the offers customers would pick or switch to, so each area gets the offer it will take up.
The decisions
Four decisions energy teams make
Each decision links to its method page, with the signals Sena reads and the questions energy teams bring.
01Decision 01
Score project sites on development readiness
Sena assesses the sites in a pipeline, from land and access to community sentiment, then scores each on readiness.
Sena captures the nearby stations, their access, working status, and amenities, plus consented driver input, then scores candidate sites on access, competition, and likely use.
Decides: Where the next charging points go.
See EV charging site scoring →
03Decision 03
Track construction across live projects
Sena repeats the geo-verified site read through construction, on the cycle the team sets.
Decides: Which sites need attention before inspection.
Development readiness combines what a site shows and what its community says. Sena captures land, access, and environmental indicators through geo-verified photos, and resident sentiment through consented input, for every site in the pipeline.
Disqualifying site conditions flagged early
Community sentiment captured ahead of public hearings
Each site scored on one readiness scale
Site readiness calculatorExample figures
ReadyHeld back
Sites ready to develop
15
Share of the pipeline
63%
The site readiness calculator. Three counts show how much of a pipeline is ready to build.
A walkthrough runs Sena on one pipeline or one service area, from site photo and household input to the decision on the table.
Utility customer analytics is the use of customer, usage, and market data to decide which offers to make, how to price them, and how to serve each area. Sena, a Decision AI with access to real-world data, brings decision intelligence to energy teams by adding consented household input to the usage data a utility already holds.
02 What is utility data analytics?
Utility data analytics turns meter, network, and customer data into decisions on pricing, maintenance, investment, and service. Sena extends it past the meter with geo-verified site photos and consented household input.
03 How does Sena assess a renewable energy site?
Sena captures geo-verified photos of each site in a pipeline: land condition, access, and environmental indicators. Resident sentiment comes from consented input. Sena scores every site on development readiness, so visible site problems and local opposition surface before the team commits capital.
04 How does Sena help place EV charging?
Sena captures the nearby charging stations, their access, working status, amenities, and queues, then scores candidate sites on access, competition, and likely use. Planners see which locations drivers are likeliest to reach and use.
05 Can Sena test a new tariff or offer?
Yes. Households in the target area compare the offer and its price with what they pay today, with explicit consent. Sena reads the answers by segment and area, so the team sees how each offer and price lands in each area before launch.
06 What does Sena draw on for energy decisions?
Sena draws on four sources: the team's own files, its systems across 250+ integrations, including Salesforce, HubSpot, and Microsoft Dynamics, consumer activity from a 5M+ consumer network across 190+ countries, and computer vision on geo-verified site photos. People in the network capture photos and share household input with explicit consent when a question calls for it.
07 How does Sena read community sentiment around a site?
Sena reads sentiment site by site from views residents share directly, with explicit consent, and every response goes through a multi-level QA flow before it counts. Community relations and permitting teams see opposition risk ahead of the public hearing.