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AIsthet Results SolarGate
Case Study — Solar Industry, Nigeria

SolarGate:
The qualification system
that protected engineering time.

A market-derived qualification analysis of 30 solar inquiries, modeled on observed inquiry patterns across the Ibadan solar market. Each inquiry was scored through the SolarGate engine and the results validated across two independent passes. 70% of engineering time identified as recoverable.

70%
Engineering time identified as recoverable
30
Solar inquiries analysed
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 market-derived qualification analysis. Thirty solar inquiries — modeled on inquiry patterns observed across the Ibadan solar market — were scored through the SolarGate Qualification System, and the outputs validated across two independent passes. The analysis was built on inquiry and engagement data drawn from across the sector, so the patterns reflect how solar inquiries actually arrive in this market.

Thirty inquiries. One system.
Three calibrated outcomes.

SolarGate is a lead qualification system designed for solar installation companies in Nigeria. Every incoming 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 · Qualification Analysis Results
Source · 30 solar inquiries · modeled on Ibadan market patterns
Inbound · inquiry 30 inquiries Qualification Layer SolarGate Structured qualification 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
A clear, high-intent commercial inquiry. The engineer enters a directional conversation, not an exploratory one.
15
Follow-up → Sales
Routed to sales with a structured brief and a clear conversation goal, so the right questions get asked before any engineering time is spent.
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 inbound channel · 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 inquiry
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 · Inbound
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
Interpretation runs through a structured 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
Recommended
Senior engineering response · Formal channel

Every lead.
Every score.
Every routing decision.

The complete classification breakdown for all 30 inquiries scored in the analysis. 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 a routing decision is reached. The dataset below is presented as a report of routing outcomes, not as a representation of the full qualification flow. The inquiries are modeled on observed inquiry patterns across the Ibadan solar market.
01
"Hello, I need solar for my 3-bedroom flat in Akobo. What's the cost for 24/7 power?"
Residential · Akobo
A specific property, a clear location, and a direct question about powering the home around the clock. This reads as a decided buyer, not someone exploring. 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
Real commercial intent, but too little detail to act on yet. A short follow-up conversation comes before any engineer time.
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 · Jericho
A large, clearly specified new build with the project already planned and budgeted. Strong conversion potential — routed to an engineer.
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
A specific use case, but the framing raises a question about fit. A discovery conversation comes before pricing or engineer time.
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
An early-stage question with little behind it yet. Routed to a guided follow-up before any sales conversation.
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."
Residential · Ring Road
A motivated customer with a real reason to switch, but not enough detail to escalate yet. A focused follow-up is likely to turn this into 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
The customer has moved past inquiry into next steps, with a clearly defined high-stakes use case. A well-qualified lead — routed straight to an engineer.
Tap to see reasoning
81
Qualified
08
"How much for 5kva solar system? Do you have installment payment?"
General inquiry
Signs of a serious buyer who has done some homework, but the actual requirement still needs confirming. Routed to a short follow-up.
Tap to see reasoning
52
Follow-up
09
"Is solar really worth it? I heard it's very expensive. What are the benefits?"
General inquiry
A research-and-reassurance question, not a purchase. Best served with an educational response, not engineer time.
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
A clear timeline, a defined property, and a customer choosing a provider rather than deciding whether to buy. One of the most ready leads in the set — routed to an engineer.
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
A meaningful load and a technically engaged customer, but the full picture isn't there yet. A brief follow-up comes 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
Genuine residential intent with no supporting detail — the most common inquiry in this market. A structured follow-up determines whether it qualifies.
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 · Oluyole
The strongest lead in this set: a named commercial buyer with a clear financial motive and a formal request already in motion. Escalated to senior engineering with a formal response.
Tap to see reasoning
92
Qualified
14
"Do you offer maintenance for solar systems? I already have one but it's not working well."
General inquiry
A service request rather than a new install. Routed to the service side, with upgrade potential noted for later.
Tap to see reasoning
45
Follow-up
15
"I need solar for my barber shop. Just for clippers and light. Small budget please."
Commercial
A defined commercial use case alongside a clear budget constraint. The follow-up establishes whether expectations and a quality install can meet.
Tap to see reasoning
39
Follow-up
16
"What's the lifespan of solar panels? And batteries?"
General inquiry
A product-knowledge question with no purchase context. Handled with a helpful educational reply — no sales action yet.
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
A useful property detail and genuine interest, but a 'minimum' framing that needs unpacking. Routed to a clarifying follow-up before any sizing or pricing.
Tap to see reasoning
42
Follow-up
18
"Can you install solar in Oyo town? Or only Ibadan?"
General inquiry
A coverage question with no project behind it. Answered directly, with an invitation to describe the actual need.
Tap to see reasoning
15
Unqualified
19
"How long does installation take? I need it urgently."
General inquiry
Urgency worth respecting, but nothing yet to act on. The follow-up moves fast to keep momentum while filling in the gaps.
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
A real need but little awareness of what solar involves. Routed to a guided discovery-and-education 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 · Moniya
A formal institutional project, clearly scoped and actively underway. Routed to engineering with priority.
Tap to see reasoning
88
Qualified
22
"Do you have solar water heaters? Or just electricity?"
General inquiry
A product-category question, not an installation inquiry. Answered with a clarification and an opening to continue if there's a real need.
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
The described need sits below what a custom install is built for. Pointed toward a simpler off-grid option, with the door left open as the business grows.
Tap to see reasoning
37
Follow-up
24
"What are the requirements for solar installation? Do I need a special roof?"
General inquiry
Early research with no stated intent. An informative reply, ending with a prompt that can move the conversation 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
A minimal need stated alongside a clear low budget — outside the scope of a custom project. Pointed toward an off-grid retail option instead.
Tap to see reasoning
16
Unqualified
26
"Can I pay for solar monthly? What are your payment options?"
General inquiry
A payment-options question. The follow-up gathers the basics first, then introduces options once the picture is clear.
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
A defined institutional need with an active request to proceed. Routed to an engineer, with a note that pricing will need sensitivity.
Tap to see reasoning
74
Qualified
28
"Is solar safe? I heard about fire incidents."
General inquiry
A safety concern rather than a purchase. Answered directly and reassuringly, which can naturally open into a real conversation later.
Tap to see reasoning
9
Unqualified
29
"How much for solar? I need it for my house. I don't know the size."
Residential
Confirmed residential intent with none of the detail needed to price it. Routed to a follow-up that gathers what's missing.
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 · Ibadan
Written by someone who has already decided to buy and is now choosing between providers. High-intent and high-value — routed to an engineer with a professional 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 is the founding application of AIsthet Systems' qualification infrastructure, developed and validated through market analysis ahead of its first live deployments. The same qualification logic 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 analysis 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 the founding application of AIsthet's qualification infrastructure. If your business handles high-volume inbound inquiries without a qualification layer, the inefficiency identified in this analysis is almost certainly present in your operation too.

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