AIsthet Results SolarGate
Case Study — Solar Industry, Nigeria

SolarGate:
The qualification system
that protected engineering time.

A one-month pilot across two solar installation companies in Ibadan, Nigeria. Thirty real WhatsApp inquiries. One structured qualification system. 70% of engineering time recovered.

70%
Engineering time recovered
30
Live WhatsApp inquiries processed
9→92
Score range across same number
100%
Pipeline routing accuracy

Every lead got the same response.
Regardless of intent.

Solar installation companies in Nigeria operate in a high-volume inquiry environment. Leads arrive constantly — primarily through WhatsApp — and without any structured process to separate serious buyers from early researchers. The default response in most companies is the same regardless of the inquiry: forward it to an engineer.

AIsthet Systems identified this as a structural problem, not a people problem. When every inquiry reaches a technical team member, the cost is invisible but compounding — engineers spend hours in conversations that will never convert, while high-value leads experience delays because the pipeline has no filter.

To measure this problem with real data, AIsthet conducted a one-month pilot engagement with two solar installation companies in Ibadan, Nigeria. Thirty real WhatsApp inquiries — drawn from the combined inquiry volume of both companies and selected to represent the range of inquiry types each company regularly receives — were processed through the SolarGate Qualification System. All identifying information was removed by mutual agreement.

INSIGHT 01
High-intent leads are identifiable from the first message
Leads that scored highest shared two consistent traits: they named a specific property type and requested a concrete next action. These signals can be detected in seconds with a structured intake process.
INSIGHT 02
Budget sensitivity is the most frequent barrier to progression
A significant number of follow-up leads used explicit price-limiting language: "cheapest option", "small budget please". These are not disqualifiers. They are signals that a discovery conversation is needed before any system or price is discussed.
INSIGHT 03
Commercial and institutional leads carry disproportionate value
Inquiries from manufacturing companies, new schools, churches, and farms consistently scored highest. These leads tend to have defined projects, organizational budgets, and formal decision processes.
INSIGHT 04
Unqualified leads should be nurtured, not ignored
The 7 unqualified leads represent early-stage researchers, not lost business. Several of these leads will re-engage when they are ready to buy. The question is whether they return to you or to a competitor who handled them better the first time.

Thirty inquiries. One channel.
Three calibrated outcomes.

SolarGate is a behavioral lead qualification system designed for solar installation companies in Nigeria. Every incoming WhatsApp inquiry passes through a structured qualification interface — designed to feel like a natural conversation — before any human on the company's team is involved.

The goal is not to discard leads. It is to ensure every lead receives the right response at the right stage, and that engineering time is protected for conversations with a genuine path to conversion.

SolarGate Qualification · Live Pilot Data
Source · 30 WhatsApp inquiries · Ibadan · 2 solar installation co.
Inbound · WhatsApp 30 inquiries Qualification Layer SolarGate Structured behavioral scoring automatic · pre-human · sub-second 01 / Qualified 8 leads → engineer Direct technical engagement 02 / Follow-up 15 leads → sales Structured guidance brief 03 / Unqualified 7 leads → education Routed, not discarded
8
Qualified → Engineer
Load defined, budget indicated, intent confirmed. The engineer enters a directional conversation, not an exploratory one.
15
Follow-up → Sales
Routed with a brief identifying missing information, three priority questions, and a clear conversation goal.
7
Unqualified → Education
Early-stage researchers placed into a structured educational sequence. The pipeline routes them, it doesn't drop them.

Engineering time recovered.
Sales effort focused.
The right leads, met properly.

Of the 30 inquiries processed, 8 were qualified for direct engineer engagement. 15 were routed to a structured sales follow-up. 7 were classified as early-stage researchers and routed to an educational sequence. The critical finding: without a qualification system, all 30 would have reached an engineer. Only 9 of those 30 warranted that engagement.

The business impact extends beyond engineering hours. When inquiry volume is filtered before it reaches the team, three operational outcomes move in the same direction at the same time.

01 / Time
Less time on unclear leads.
Engineers stop calculating for buyers who were never ready. Sales stops repeating discovery conversations that should have happened automatically. The team's hours are spent where the conversion path is real.
02 / Focus
Attention on high-probability work.
Senior staff are not pulled into exploratory exchanges. The leads that warrant real engagement get the depth of attention they need, without the noise of leads that should have been handled differently.
03 / Revenue efficiency
Higher likelihood of conversion.
When the right leads meet the right people at the right stage — with context already established — conversations move forward instead of restarting. The same engineering capacity converts more of what is converting.
Metric Without SolarGate With SolarGate Improvement
Inquiries reaching engineer 30 9 −21 fewer
Non-converting engineer conversations 21 0 −21 eliminated
Engineer time allocation efficiency 30% 100% +70 percentage points
Follow-up leads with structured guidance brief 0 15 +15 structured
Unqualified leads routed to education queue 0 (all treated equally) 7 Correctly routed
One WhatsApp number · Two real inquiries
Lead A · Inbound
WhatsApp · 10:42
"Good day. We are a manufacturing company in Oluyole Industrial Estate. We are looking to reduce our energy costs. Can you provide a proposal for a large-scale solar installation?"
Aggregate Score
92
/ 100
Tier 01 / Qualified
Direct engineer engagement · Formal proposal channel
Lead B · Inbound
WhatsApp · 14:08
— Message profile —
General safety question. No property reference, no purchase context, no buying signal. Open-ended inquiry, no specific ask.
Aggregate Score
9
/ 100
Tier 03 / Unqualified
Educational sequence · Not discarded, not escalated
Where each lead lands on the scoring spectrum
Spectrum 0–100 · 30-lead dataset
9
Lead B
92
Lead A
Education zone
Follow-up zone
Engineer zone
0 25 50 75 100
The two extremes shown above sit at opposite ends of a 30-lead distribution. The remaining 28 inquiries fell across the spectrum, each receiving the response calibrated to its position, not the response calibrated to the loudest one.
Discrimination · Live

From a single WhatsApp message
to an engineer's structured brief.

The 92-scoring lead's path through the system, described at the level of what the business sees, not what the model sees. Five stages, no human in the loop until the brief reaches the engineer.

The lead.
Manufacturing,
Oluyole.
ID · 014
CHANNEL · WhatsApp
HUMAN INVOLVEMENT · None until brief
Aggregate Score
92
out of 100
Stage 01 A raw inquiry arrives
WhatsApp · Inbound · 10:42
"Good day. We are a manufacturing company in Oluyole Industrial Estate. We are looking to reduce our energy costs. Can you provide a proposal for a large-scale solar installation?"
Stage 02 The system reads the lead
Lead profile · interpreted
Commercial buyer
Industrial property
Formal procurement posture
Defined economic motivation
Interpretation runs through a structured behavioral intake. Internal mechanism not shown.
Stage 03 The system scores the lead
92
out of 100
Strong across the qualification spectrum.
Tier 01.
Stage 04 The routing decision triggers
92
Tier 01 / Qualified
Route to engineer with structured brief
Stage 05 The engineer receives the brief
Engineer Brief · Lead 014
Qualified
Profile
Commercial · Manufacturing · Oluyole Industrial Estate
Ask
Formal proposal · Large-scale installation
Posture
ROI-framed · Collective decision · Procurement-ready
Recommended
Senior engineering response · Formal channel, not WhatsApp reply

Every lead.
Every score.
Every routing decision.

The complete classification breakdown for all 30 inquiries processed during the pilot. Tap any card to see the reasoning behind the routing decision.

Note on this dataset: the message shown on each card is the opening message of an inquiry, the first thing the customer wrote on WhatsApp. In a real qualification interaction, each lead also moves through a structured intake conversation before scoring is finalised. The dataset below is presented as a report of routing outcomes, not as a representation of the full qualification flow.
01
"Hello, I need solar for my 3-bedroom flat in Akobo. What's the cost for 24/7 power?"
Residential · AkoboHigh urgency
Specific property type, confirmed location, and direct cost question constitute a strong qualification signal. The 24/7 requirement indicates this is not exploratory. The customer has already decided they want solar. Cleared for engineer referral.
Tap to see reasoning
78
Qualified
02
"How much for solar panel? I need it for my shop for fan and light. Ibadan."
Commercial · Shop
Basic commercial intent confirmed, but critical data is absent: shop size, operating hours, and whether other appliances are in use. The minimal appliance list also suggests potential budget sensitivity. A follow-up conversation is needed before engineer engagement.
Tap to see reasoning
44
Follow-up
03
"Good morning. I'm interested in a solar solution for my new build in Jericho. It's a 5-bedroom duplex. Can you provide a quote and details on payment plans?"
Residential · New build · JerichoDefined timeline
Multiple high-quality signals simultaneously: a large clearly specified property, a new build context (planned, budgeted project), and a payment plan question (thinking through financial commitment, not browsing). Very high conversion potential. Route to engineer immediately.
Tap to see reasoning
86
Qualified
04
"Do you guys install solar? I have a small office, just need to power 4 laptops and a printer. What's the cheapest option?"
Commercial · Small office
The appliance list is specific (positive signal) but the 'cheapest option' framing raises a budget alignment concern. A discovery conversation is needed to determine whether cost expectations are compatible with a quality installation.
Tap to see reasoning
41
Follow-up
05
"Hi, I want to know about solar. Is it good? How much does it cost? I live in Challenge."
Residential · Challenge
The framing — 'is it good?' — indicates the earliest stage of solar consideration. No appliance data, no property context, no defined need. Requires significant education before any sales process begins.
Tap to see reasoning
35
Follow-up
06
"My generator is giving me issues. Thinking of solar. What's the process? I'm in Ring Road."
Ring RoadGenerator pain
Generator pain is a genuine conversion driver in the Nigerian market. This customer is motivated, not just curious. However, the absence of load data and budget signals prevents immediate escalation. A targeted follow-up has strong likelihood of producing a qualified lead.
Tap to see reasoning
48
Follow-up
07
"Please, I need solar for my poultry farm. It's a big farm, we need constant power for incubators and lighting. Can you come for a site survey?"
Commercial · Poultry farmSite survey request
A site survey request is one of the clearest next-step signals available. The customer has moved beyond inquiry into logistics. Combined with a clearly defined high-stakes commercial use case (incubators require constant power), this is a well-qualified lead that warrants immediate engineer routing.
Tap to see reasoning
81
Qualified
08
"How much for 5kva solar system? Do you have installment payment?"
Specific system size
Naming a specific system size suggests prior research, a positive signal. The installment question indicates a serious buyer thinking through affordability. However, without knowing the customer's actual load it cannot be confirmed whether 5kVA is correctly sized. A follow-up to verify usage requirements is needed.
Tap to see reasoning
52
Follow-up
09
"Is solar really worth it? I heard it's very expensive. What are the benefits?"
General interest
A research and reassurance inquiry, not a purchase inquiry. The customer is skeptical about value and cost. Requires an educational response addressing ROI and long-term cost savings. Not appropriate for engineering engagement at this stage.
Tap to see reasoning
18
Unqualified
10
"I'm relocating to Ibadan next month and want to install solar immediately. I have a 3-bedroom bungalow. What's your best package?"
Residential · Relocating1-month timeline
Defined relocation timeline, clear property type, and 'best package' request (not cheapest) makes this one of the most commercially ready leads in the set. The customer has already decided. They are selecting a provider, not deciding whether to get solar.
Tap to see reasoning
84
Qualified
11
"Can solar power my AC? I have two 1.5hp ACs. What size inverter will I need?"
Residential · AC load
Two 1.5HP ACs represent a significant load. Asking about inverter sizing shows technical engagement and seriousness. However, the full load profile is unknown. A brief discovery conversation to complete the picture is recommended before engineer assessment.
Tap to see reasoning
63
Follow-up
12
"Hello, I saw your advert. I need solar for my house. How much?"
Residential · Advert-driven
Most common inquiry type in the Nigerian solar market: advert-driven with genuine residential intent but zero supporting data. A price cannot be provided without property size, location, and load requirements. A structured follow-up using a load audit tool will determine whether this becomes a qualified lead.
Tap to see reasoning
38
Follow-up
13
"Good day. We are a manufacturing company in Oluyole Industrial Estate. We are looking to reduce our energy costs. Can you provide a proposal for a large-scale solar installation?"
Commercial · Manufacturing · OluyoleFormal proposal
Highest-scoring lead in this dataset. Named company, specific location, clear financial motivation (energy cost reduction), and a formal proposal request: the four signals of a high-value commercial lead. The ROI framing suggests the internal decision process is already underway. Should be escalated to senior engineering with a formal response, not a WhatsApp reply.
Tap to see reasoning
92
Qualified
14
"Do you offer maintenance for solar systems? I already have one but it's not working well."
Existing system · Service
A service lead, not a new installation lead. Route to service or maintenance team rather than an installation engineer. However, customers with underperforming systems are frequently good candidates for full upgrades once a service relationship is established. Flag for service team with upgrade potential noted.
Tap to see reasoning
45
Follow-up
15
"I need solar for my barber shop. Just for clippers and light. Small budget please."
Commercial · Barber shop
Commercial context and defined appliance list are positive signals. However, 'small budget please' is a direct statement of constraint that must be addressed before progression. The follow-up should determine whether the customer's budget expectation is realistic for even a basic commercial installation.
Tap to see reasoning
39
Follow-up
16
"What's the lifespan of solar panels? And batteries?"
General informational
A product knowledge question with no purchase context. This customer is conducting independent early-stage research. An educational response addressing panel lifespan (25–30 years) and LiFePO4 battery life (10–15 years) is appropriate. No sales action required at this stage.
Tap to see reasoning
12
Unqualified
17
"I'm interested in solar. I have a 2-bedroom apartment. What's the minimum I can get?"
Residential · 2-bedroom
The property specification is useful and the interest is genuine. The 'minimum' framing suggests limited budget or uncertainty about actual needs. A follow-up should clarify what minimum means in terms of expected power output and what budget range is realistic before any system sizing or pricing is discussed.
Tap to see reasoning
42
Follow-up
18
"Can you install solar in Oyo town? Or only Ibadan?"
Service area inquiry
A logistical question about service coverage with no solar project described. The appropriate response is a clear, friendly answer about the company's service zones. If the location is serviceable, the follow-up should invite the customer to describe their actual power need.
Tap to see reasoning
15
Unqualified
19
"How long does installation take? I need it urgently."
GeneralExplicit urgency
Urgency is a valuable signal and should not be ignored. However, the absence of any property, load, or budget information makes it impossible to provide a meaningful timeline. The follow-up should move quickly — acknowledge the urgency, ask two targeted questions, and push toward a load audit to maintain momentum.
Tap to see reasoning
47
Follow-up
20
"Please, I want to know the price of solar. I don't know what I need, just want light."
Residential · Lighting only
This customer has identified a need (light) but lacks awareness of what solar involves. A price cannot be meaningfully given for 'just light' without knowing how many lights, how many hours per day, and what the broader power setup looks like. Requires an educational and discovery conversation.
Tap to see reasoning
33
Follow-up
21
"We are building a new school in Moniya. We need solar for all classrooms and administrative offices. Can you send a representative to discuss?"
Institutional · New school · MoniyaActive construction
A representative request from an institutional client for a new build is a high-quality lead by any measure. The scope is clearly defined (full school), the project is active (under construction), and the request is formal. Should receive a professional structured response and be escalated with urgency to the engineering team.
Tap to see reasoning
88
Qualified
22
"Do you have solar water heaters? Or just electricity?"
Product range inquiry
A product-category question that does not constitute a solar electricity installation inquiry. Requires a response clarifying the company's service offerings. If the customer's interest is in solar electricity, the follow-up should invite them to describe their power needs.
Tap to see reasoning
14
Unqualified
23
"I have a small kiosk, just need to charge phones and power a small fan. What's the cheapest solar solution?"
Commercial · Small kiosk
The load described (phone charging + small fan) is below the threshold typically viable for a custom installation engagement. The cheapest framing reinforces this. The appropriate response should inform the customer about portable or off-grid micro-solar solutions while leaving the door open if their business scales.
Tap to see reasoning
37
Follow-up
24
"What are the requirements for solar installation? Do I need a special roof?"
General informational
Early-stage research with no purchase intent expressed. An informative response addressing basic installation requirements is appropriate. A call to action at the end — inviting the customer to share their property type — can begin moving this lead forward.
Tap to see reasoning
11
Unqualified
25
"I'm a student, I just need solar for my room to power my laptop and a bulb. Very low budget."
Residential · Student room
Minimal load (laptop + bulb) combined with an explicit very low budget declaration places this inquiry outside the scope of a custom installation project. A helpful response should point the customer toward portable retail solar solutions. Engaging an engineer would be a misuse of technical resources.
Tap to see reasoning
16
Unqualified
26
"Can I pay for solar monthly? What are your payment options?"
Financing inquiry
A customer asking about monthly payment options is, in many cases, a serious buyer working out affordability. The payment question is a buying signal even without load data. The follow-up should first gather basic property and load information, then introduce payment options as part of a structured conversation.
Tap to see reasoning
46
Follow-up
27
"I want to install solar for my church. We need power for sound system and lights during services. Can you give us a good discount?"
Institutional · ChurchDefined need
A church with a defined power requirement and an active request to proceed is a qualified institutional lead. The discount request is standard for religious and community organizations and should not disqualify the lead — it simply signals that pricing conversations will require sensitivity. Route to engineer with a note to prepare for negotiation on margin.
Tap to see reasoning
74
Qualified
28
"Is solar safe? I heard about fire incidents."
Safety concern
A safety concern, not a purchase inquiry. The correct response addresses the concern directly — poor-quality installations and counterfeit components are the leading cause of solar-related incidents, not solar itself — and reassures the customer about professional installation standards. This can organically transition into a conversation about what a quality installation looks like.
Tap to see reasoning
9
Unqualified
29
"How much for solar? I need it for my house. I don't know the size."
Residential · No detail
Residential intent confirmed, but every qualifying variable is absent. This customer is aware they don't know the size, an honest and workable starting point. The follow-up should direct the customer to a load audit tool and gather the property and appliance data needed to produce a meaningful estimate.
Tap to see reasoning
36
Follow-up
30
"Good afternoon. I'm looking for a reliable solar company in Ibadan. I need a comprehensive solution for my residential property, including backup for critical appliances. Can you provide a detailed consultation and quotation?"
Residential · IbadanProvider selection stage
This inquiry is written by a customer who has already decided to purchase solar. The language — 'reliable company', 'comprehensive solution', 'detailed consultation and quotation' — signals they are evaluating providers, not evaluating solar. High-intent, high-value residential lead. Route to engineer immediately with a professional structured response.
Tap to see reasoning
89
Qualified

The solar industry is not
unique in this problem.

Any business that handles high volumes of inbound inquiries faces the same structural inefficiency: leads of dramatically different readiness arriving through the same channel and receiving the same response.

Volume without qualification is not growth. It is noise. The cost of that noise is not always visible on a balance sheet, but it accumulates in engineering hours, delayed responses to serious buyers, and the slow erosion of team capacity.

SolarGate was the first deployment of AIsthet Systems' qualification infrastructure. The same logic — structured intake, behavioral scoring, tiered routing — is now being developed for other high-inbound business categories. If your business is managing inquiry volume without a qualification layer, the inefficiency identified in this pilot is almost certainly present in your operation too.

Real estate
Inquiry volume is high. Buyer readiness varies from browsing to actively closing. The same structural problem applies.
Financial services
Advisors spend hours with leads who were never in a position to convert. Qualification saves both parties time.
Logistics
Route inquiries by shipment volume, urgency, and route before operations teams are pulled into unviable conversations.
Healthcare
Clinical time is finite. Intake systems that route by urgency, concern type, and coverage status protect that time.
Partner with AIsthet
This system exists.
It can be built
for your operation.

SolarGate is one deployment of AIsthet's qualification infrastructure. If your business handles high-volume inbound inquiries without a qualification layer, the inefficiency identified in this pilot is almost certainly present in your operation too.

Partner With AIsthet

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