Two sites score the same on traffic. One gets used.
Network planning teams
Walk every charging site the way a driver arrives at it
Telematics resolves the corridor and stops at the curb. Sena reads the last thirty meters: the approach, the signage, what sits within a charge, and how the lot feels after dark.
The problem
What Sena decides
Which candidate sites score highest on real accessibility, corridor saturation and driver fit, and which of your existing stations are fixable where they stand.
Industries
Automotive OEMsEnergy and UtilitiesCommercial PropertyFleet Management
Who it is for
Infrastructure planning, network operations, strategy, and customer experience teams at automotive, energy, property, and fleet enterprises.
Powered by
Sena, the Decision AI from Rwazi.
Decision AI with access to real-world dataThe problem
A charger is a fixed asset with a long life, sited on evidence that ends at the road.
Telematics resolves the corridor
Where vehicles travel, the population around them, and a map of competitor pins. That gets you to the right stretch of road, and it treats every parcel on that stretch as equivalent.
The stop happens in the last thirty meters
Whether the bay is findable from the road, whether the turn works in one movement, whether there is somewhere to be for twenty minutes, whether the lighting reads safe at night, and whether the queue moves. Two parcels on the same corridor can differ on every one of those.
The corridor may already be served
A site can read open on a map and sit fully served on the street, or read saturated and still leave real demand available. Which one it is shows up at the site.
So the question is narrower than a location question. Given the corridor is right, does this specific parcel earn the stop.
How it works
How Sena scores an EV charging site
01
Audit the network you have
Sena Computer Vision visits each of your existing stations and records what a driver meets: accessibility and approach, working status, the amenities within a charge, lighting and safety, queue conditions, and signage. Your own underperformers come back with a reason attached.
02
Read the corridor as it stands
The same visit records every competing station inside the radius, its condition, and how well it serves the corridor. So a gap on your map is a gap on the street, and a saturated stretch is one to pass over.
03
Ask the drivers directly
Sena Consumer Activity asks EV drivers in the market about their charging activity: where they choose to charge, what they expect to find around a charger, how long they will wait, and what makes them drive past one.
04
Score every candidate on the same sheet
Sena returns one composite per site: accessibility as recorded, corridor saturation inside the radius, and driver fit against what local drivers said. A pipeline of fifty candidate parcels comes back ranked, and the read repeats on the cycle you commission.
Industries served
Industries and Rwazi capabilities involved
| Industry | Why it applies |
|---|---|
| Automotive OEMs | A proprietary network is part of the vehicle proposition, so a station a driver drives past reads on the brand as well as on the asset. |
| Energy and Utilities | Charging build-out is a capital allocation decision with a long payback, and utilization is what carries it. |
| Commercial Property | Charging works as an amenity, so the question is which parcels bring tenants and visitors in. |
| Fleet Management | Electrifying a fleet depends on depot and route charging that fits how the vehicles already run. |
Check out Rwazi and Sena capabilities
| Capability | What it does here |
|---|---|
| Sena Computer Vision | Core. Visits and records each station, yours and every competing one in the radius: approach, accessibility, working status, amenities, lighting, queue, signage, condition. |
| Sena Consumer Activity | Core. Asks EV drivers in the market where they charge, what they expect around a charger, and what makes them pass one by. |
| Sena (Decision AI) | Core. Combines the site read, the corridor read and the driver read into one composite per candidate, and separates a site problem from a placement problem. |
The gap
Fixable, or misplaced
| Diagnosis | What the site read shows | What it calls for |
|---|---|---|
| Right place, wrong site | Corridor demand is there and drivers report passing it by. The read points at the approach, the signage, the lighting, or the queue. | A works order. Signage, lighting, layout, or a second stall, at a site whose demand is already proven. |
| Wrong place | The site reads clean on accessibility and the corridor demand sits below what the model assumed, or competitors already serve it fully. | A placement call, and the same evidence that names it also ranks where the next one goes. |
The difference is worth naming because the two carry different costs. A works order is measured in thousands and lands in weeks. A placement error is a fixed asset in the wrong parcel for its whole life, and the read that would have caught it costs a fraction of it.
Ask Sena
SENA
Recent
Pipeline · 50 parcels
Network audit · 40 sites
Corridor 2 read
Data connected 3/4
✓Station list
✓Utilisation
✓Parcel pipeline
Telematics feed
Which of our stations underperform at the site, and which underperform on demand?
Sena
Of 9 underperforming stations, 6 underperform at the site, mostly on approach and signage. The other 3 sit on corridors with less demand than the model assumed.
At the site
6
Signage or approach
4
Lighting
2
On demand
3
Traced to site visits + driver answers8 wk
List the works orders for the 6
Compare Parcel 12 with Parcel 3
Pipeline.xlsx
Corridors
Illustrative interface. Numbers are an example, not a Rwazi result.
Who uses it
Roles and functions
Infrastructure planning
Owns the site call. Ranks the pipeline on recorded conditions, so capital lands where the utilization follows.
Network operations
Diagnoses an underperforming station and learns whether the fix is a works order or a lesson for the next site.
Strategy and corporate development
Reads how competitors already serve a corridor before committing to a network investment.
Strategy solutions →Customer experience
Meets what drivers say they want at a charging stop, so confidence in the network rises as it grows.
Property and site acquisition
Compares parcels on the same recorded inputs, which makes a negotiation about a specific site, where a general area invites a general price.
Why teams trust Sena
Why teams choose Sena for this
| What you need | What Sena does |
|---|---|
| Resolution finer than the corridor | Records the approach, signage, lighting, amenities and queue at the parcel, where telematics resolves the road. |
| The competing sites as they are | Visits every station in the radius, so saturation is counted from real chargers with a date attached. |
| The driver’s own account | Asks EV drivers in the market what makes them stop and what makes them carry on. |
| One sheet for every candidate | Scores the whole pipeline on identical inputs, so a ranking means something across fifty parcels. |
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Understand why the same product wins in one territory and lags in another.
See the use case →20-min live walkthrough
Talk to Sena about the parcels in your charging pipeline
Tell us the decision you are weighing, and we will bring the market read to the conversation.
Watch a live demo of Sena Decision AI
See this use case run on a market like yours
Get the questions from your own team answered
Start from your own question
Bring the decision in front of you and we will run the first read against it on the call.
Talk to the Rwazi team
FAQs
01 What decides the optimal placement of ev charging stations?
Two layers. Corridor demand tells you the right stretch of road, and the site itself decides whether a driver stops on it: the approach, the signage, what sits within a twenty-minute charge, the lighting after dark, and the queue. Corridor data is widely available and the site layer comes from visiting the parcel. Scoring both on the same sheet is what separates two candidates four hundred meters apart.
02 What should an urban ev charging station placement planning guide cover?
Four things, in order. The corridor demand that puts a parcel in scope. The recorded condition of every competing station inside the radius. What local drivers say they expect at a charger and what makes them pass one by. Then a single composite that scores each candidate on identical inputs, so a pipeline of fifty comes back ranked on evidence.
03 What makes an EV charging site practically accessible?
A bay a driver can find, enter and leave in one movement: clear signage from the road, a workable turn, room beside the stall, lighting that reads safe at night, and a queue that moves. Each one is a fact about a parcel, which is why Sena records them on site. Two chargers on the same corridor often differ on every item in that list.
04 Why do two charging stations with the same traffic get used differently?
Because traffic is measured at the road and the decision is made in the last thirty meters. One site sits behind an awkward turn with a dark lot and little reason to stay for twenty minutes. The other has clear signage, an easy approach, and somewhere to be while the car charges. Telematics scores those two identically.
05 How do you tell a fixable charging station from a badly placed one?
Read the site and the demand separately. Where corridor demand is present and drivers report passing the station by, the cause sits at the site and a works order fixes it: signage, lighting, layout, a second stall. Where the site reads clean and demand sits below the assumption, it is a placement question, and the same evidence ranks where the next station goes.
06 How do you count how well competitors already serve a corridor?
Visit the chargers. Sena records every competing station inside the radius: how many stalls, what condition, what speed, and how busy it looks. A map pin shows that a station exists, and it stays quiet on whether the site works, whether the units run, and whether the queue moves. Counting from real chargers is what makes a gap on your map a gap on the street.
07 What do telematics models miss for EV charging sites?
Everything after the car arrives. Whether the bay is findable and reachable, what there is to do during a charge, how the lot reads after dark, queue conditions, signage, the working status of the units, and how well competitors already serve the spot. Telematics answers where vehicles travel, which puts you on the right road and treats every parcel on it as equivalent.
08 How often should charging site reads refresh?
Quarterly suits most networks. Competitors deploy and close, units go out of service, corridors shift as the vehicle base grows, and site conditions change with the seasons and the tenants. Sena repeats the read on the cycle you commission, so a rival landing inside a planned radius surfaces while the plan can still move.