# leads

company_name: Harvest University
industry: Private school university training academy
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 02:58:49
product_key: student_enrolment
country_code: ZM
booking_method: phone_only
friction_notes: Missing digital storefront; zero search visibility.
google_maps_url:
  https://www.google.com/maps/place/Harvest+University/data=!4m7!3m6!1s0x19408da1922d10dd:0x1e3a85b8597e9219!8m2!3d-15.4424651!4d28.3551493!16s%2Fg%2F11fjt21g5t!19sChIJ3RAtkqGNQBkRGZJ-WbiFOh4?authuser=0&hl=en&rclk=1


company_name: Eden University Great East Road Campus
industry: Private school university training academy
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 02:58:49
product_key: student_enrolment
country_code: ZM
booking_method: phone_only
friction_notes: Missing digital storefront; zero search visibility.
google_maps_url:
  https://www.google.com/maps/place/Eden+University+Great+East+Road+Campus/data=!4m7!3m6!1s0x19408ba5e8d5f8ff:0xb25e926ea199b95!8m2!3d-15.3839536!4d28.3330081!16s%2Fg%2F11qqr00psm!19sChIJ__jV6KWLQBkRlZsZ6ibpJQs?authuser=0&hl=en&rclk=1


company_name: Eden University
industry: Private school university training academy
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 02:58:49
product_key: student_enrolment
country_code: ZM
booking_method: phone_only
friction_notes: Missing digital storefront; zero search visibility.
google_maps_url:
  https://www.google.com/maps/place/Eden+University/data=!4m7!3m6!1s0x1940f5b93863f513:0xd9459e03aad8e0ff!8m2!3d-15.3634129!4d28.2336563!16s%2Fg%2F11h5tx3081!19sChIJE_VjOLn1QBkR_-DYqgOeRdk?authuser=0&hl=en&rclk=1


company_name: Blessings University of Excellence
industry: Private school university training academy
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 02:58:49
product_key: student_enrolment
country_code: ZM
booking_method: phone_only
friction_notes: Missing digital storefront; zero search visibility.
google_maps_url:
  https://www.google.com/maps/place/Blessings+University+of+Excellence/data=!4m7!3m6!1s0x1940f570b15053a1:0x9554c6039058a423!8m2!3d-15.3868139!4d28.2675419!16s%2Fg%2F11rrql110k!19sChIJoVNQsXD1QBkRI6RYkAPGVJU?authuser=0&hl=en&rclk=1


company_name: Oak University
industry: Private school university training academy
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 02:58:49
product_key: student_enrolment
country_code: ZM
booking_method: phone_only
friction_notes: Missing digital storefront; zero search visibility.
google_maps_url:
  https://www.google.com/maps/place/Oak+University/data=!4m7!3m6!1s0x1940f59fdf239451:0xa8ee2e88545f12d3!8m2!3d-15.4083533!4d28.3348947!16s%2Fg%2F11fmrmbhds!19sChIJUZQj35_1QBkR0xJfVIgu7qg?authuser=0&hl=en&rclk=1


company_name: THE OFFICE STORE LIMITED
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/THE+OFFICE+STORE+LIMITED/data=!4m7!3m6!1s0x19408d62d20f270b:0xec145cfd44a17c8d!8m2!3d-15.4169336!4d28.307069!16s%2Fg%2F11y30f5_2_!19sChIJCycP0mKNQBkRjXyhRP1cFOw?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp channel detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["whatsapp_sales"], "found_patterns": {}}


company_name: Ethancoll Business Solutions
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/Ethancoll+Business+Solutions/data=!4m7!3m6!1s0x1940f543c8bdee79:0x2d146ca00c30ff85!8m2!3d-15.4024093!4d28.2868542!16s%2Fg%2F11mzpk105p!19sChIJee69yEP1QBkRhf8wDKBsFC0?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp channel detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["whatsapp_sales"], "found_patterns": {}}


company_name: Hive Coworking Space Lusaka
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/Hive+Coworking+Space+Lusaka/data=!4m7!3m6!1s0x19408b9b5363a2bd:0x3a3b2698358732f9!8m2!3d-15.4099739!4d28.3212322!16s%2Fg%2F11j_1rd13p!19sChIJvaJjU5uLQBkR-TKHNZgmOzo?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp channel detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["whatsapp_sales"], "found_patterns": {}}


company_name: Timpre Merchandising And General Trading Limited
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/Timpre+Merchandising+And+General+Trading+Limited/data=!4m7!3m6!1s0x1940f3f1d1717cc5:0xcd03413c26616a4e!8m2!3d-15.4224155!4d28.2834771!16s%2Fg%2F11l2_mvvm0!19sChIJxXxx0fHzQBkRTmphJjxBA80?authuser=0&hl=en&rclk=1


company_name: The Business Centre
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/The+Business+Centre/data=!4m7!3m6!1s0x1940f3107da1ac6f:0x2b9176cd6dd8be99!8m2!3d-15.41848!4d28.2795365!16s%2Fg%2F11n6gndkwf!19sChIJb6yhfRDzQBkRmb7Ybc12kSs?authuser=0&hl=en&rclk=1


company_name: Zam Trade Sales Management Limited
industry: Business local store company office
location_city: Lusaka
primary_deficit: NO_WEBSITE
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:35:30
product_key: web_dev
country_code: ZM
booking_method: phone_only
friction_notes: Missing site.
google_maps_url:
  https://www.google.com/maps/place/Zam+Trade+Sales+Management+Limited/data=!4m7!3m6!1s0x1940f5f16e0e0ee1:0x285ee20b7fa68a0f!8m2!3d-15.4045966!4d28.2858787!16s%2Fg%2F11qnd44pyp!19sChIJ4Q4ObvH1QBkRD4qmfwviXig?authuser=0&hl=en&rclk=1


company_name: Neplora Electronics
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/Neplora+Electronics/data=!4m7!3m6!1s0x1931a50a68aa83d5:0x74b3bfb13a21b733!8m2!3d-17.8305344!4d31.0500248!16s%2Fg%2F11q3cmmfcw!19sChIJ1YOqaAqlMRkRM7chOrG_s3Q?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp automation detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["web_dev"], "found_patterns": {}, "inspection": {}}


company_name: Kevz Tech | Gadget Store & Accessories
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/Kevz+Tech+%7C+Gadget+Store+%26+Accessories/data=!4m7!3m6!1s0x1931a540333fd7ed:0xaa88ca13e6b338dc!8m2!3d-17.8029264!4d31.0420669!16s%2Fg%2F11lkdc71hr!19sChIJ7dc_M0ClMRkR3Diz5hPKiKo?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp automation detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["web_dev"], "found_patterns": {}, "inspection": {}}


company_name: Zacks Electronics
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/Zacks+Electronics/data=!4m7!3m6!1s0x1931a52a1889e50b:0x204a3dfad7cc3b69!8m2!3d-17.829871!4d31.049646!16s%2Fg%2F11fj7grs1q!19sChIJC-WJGCqlMRkRaTvM1_o9SiA?authuser=0&hl=en&rclk=1

metadata_json:
  {"all_product_analysis": {"whatsapp_sales": {"fit": true, "deficit": "NEEDS_WHATSAPP_BOT", "notes": "No WhatsApp automation detected."}, "agri_reporting": {"fit": false, "deficit": "OFFLINE_FARMERS", "notes": "Agri-business needs automated farmer reporting."}, "loan_verification": {"fit": false, "deficit": "PAPER_BASED", "notes": "Financial institution lacks automated loan verification."}, "patient_triage": {"fit": false, "deficit": "BOOKING_FRICTION", "notes": "Medical facility lacks symptom triage/booking."}, "student_enrolment": {"fit": false, "deficit": "ADMISSIONS_GAP", "notes": "Educational institution needs 24/7 admission support."}, "property_listing": {"fit": false, "deficit": "VIEWING_FRICTION", "notes": "Real estate agency needs automated viewing scheduler."}, "hotel_booking": {"fit": false, "deficit": "RESERVATION_FRICTION", "notes": "Hospitality business needs automated guest services."}, "web_dev": {"fit": true, "deficit": "NO_WEBSITE", "notes": "Missing site."}}, "suggested_cross_sell": ["web_dev"], "found_patterns": {}, "inspection": {}}


company_name: Zim Gadgets Electronics
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/Zim+Gadgets+Electronics/data=!4m7!3m6!1s0x1931a55317bd85e3:0x92e6c6714b8b30fb!8m2!3d-17.8292172!4d31.0478385!16s%2Fg%2F11fs0h0ly3!19sChIJ44W9F1OlMRkR-zCLS3HG5pI?authuser=0&hl=en&rclk=1


company_name: Electronic Portal
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/Electronic+Portal/data=!4m7!3m6!1s0x1931a5f4196b73c1:0x383be8da70ac7012!8m2!3d-17.8217302!4d31.0433307!16s%2Fg%2F11wbwpmx0_!19sChIJwXNrGfSlMRkREnCscNroOzg?authuser=0&hl=en&rclk=1


company_name: VILLE ELECTRONICS KWAME BRANCH
industry: Retail store clothing electronics ecommerce ISP
location_city: Harare
primary_deficit: NEEDS_WHATSAPP_BOT
lead_status: NEW
data_source: Google Maps
created_at: 2026-03-30 03:45:21
product_key: whatsapp_sales
country_code: ZW
booking_method: phone_only
friction_notes: No WhatsApp automation detected.
google_maps_url:
  https://www.google.com/maps/place/VILLE+ELECTRONICS+KWAME+BRANCH/data=!4m7!3m6!1s0x1931a5f1fc7d3b8f:0xb8391e911315d78b!8m2!3d-17.8288631!4d31.0427662!16s%2Fg%2F11t1lgg860!19sChIJjzt9_PGlMRkRi9cVE5EeObg?authuser=0&hl=en&rclk=1


# products

product_key: web_dev
price_range: $400 - $1500
updated_at: 2026-03-30 03:11:28
description:
  Modern Website & E-commerce Development built for African businesses. High-conversion designs integrated with local payment gateways (EcoCash, M-Pesa, Paystack).

  Best for: SMEs, Professional firms, and E-commerce startups.

  Key capabilities:
  - Responsive, high-speed UI
  - Mobile money payment integration
  - Inventory management systems
  - Professional branding


product_key: agri_reporting
price_range: $1000 - $3000
updated_at: 2026-03-30 03:11:47
description:
  A cooperative management platform that keeps agri-businesses connected to their farmers via SMS — automatically sending weather alerts, crop advice, and collecting harvest reports without requiring smartphones.

  Best for: Agricultural cooperatives, contract farming aggregators, agri-focused NGOs.

  Key capabilities:
  - Works via SMS/USSD
  - Localized weather & soil alerts
  - Crop advice & FAQ
  - Harvest estimate collection


product_key: student_enrolment
price_range: $1000 - $3500
updated_at: 2026-03-30 03:12:41
description:
  An AI admissions assistant that answers prospective student inquiries, guides applicants through registration, follows up on outstanding fees, and shares timetable information.

  Best for: Universities, private schools, training academies.

  Key capabilities:
  - 24/7 Course & Fee inquiries
  - Step-by-step registration guidance
  - Automated fee reminders
  - Timetable & Course sharing


product_key: whatsapp_sales
price_range: $500 - $1500
updated_at: 2026-03-30 03:28:35
description:
  An AI-powered assistant that handles customer inquiries, processes orders, and closes sales directly on WhatsApp — in the customer's local language, 24/7.

  Best for: Retail businesses, e-commerce stores, internet service providers, transport & airline companies.

  Key capabilities:
  - Responds to inquiries 24/7
  - Local language support (Shona, Swahili, etc.)
  - Voice note processing
  - Mobile money payment links


product_key: loan_verification
price_range: $1500 - $5000
updated_at: 2026-03-30 03:28:35
description:
  An automated loan processing assistant that verifies applicant identities, analyses mobile money transaction history, and approves or declines micro-loan applications — entirely via WhatsApp.

  Best for: Microfinance institutions (MFIs), SACCOs, local credit providers.

  Key capabilities:
  - KYC ID & Selfie verification
  - Mobile money statement analysis
  - AI credit risk scoring
  - Instant fund disbursement trigger


product_key: patient_triage
price_range: $800 - $2500
updated_at: 2026-03-30 03:28:35
description:
  An AI health assistant that assesses patient symptoms, books clinic appointments, and sends automated medication and follow-up reminders.

  Best for: Private clinic networks, regional hospitals, maternal health NGOs.

  Key capabilities:
  - WHO-based symptom triage
  - Urgency level determination
  - Real-time appointment booking
  - Medication reminders


product_key: property_listing
price_range: $600 - $2000
updated_at: 2026-03-30 03:28:35
description:
  An AI property assistant that qualifies potential buyers and tenants, answers questions about listings, books property viewings, and follows up on leads automatically.

  Best for: Real estate agencies, property developers, rental management businesses.

  Key capabilities:
  - Lead qualification (budget/location)
  - Listing FAQ automated response
  - Viewing booking & confirmation
  - Agent calendar integration


product_key: hotel_booking
price_range: $700 - $2500
updated_at: 2026-03-30 03:28:35
description:
  An AI guest assistant that manages reservations, handles guest requests, promotes available services, and collects post-stay reviews.

  Best for: Hotels, lodges, guesthouses, safari operators.

  Key capabilities:
  - WhatsApp/Web reservations
  - Room service & request management
  - Service upselling (spa, tours)
  - Automated review collection


product_key: leadbot_360
price_range: $600 - $2000
updated_at: 2026-03-30 03:54:52
description:
  LeadBot360: AI-driven lead capture, qualification, and nurturing for SMEs and real estate agents.

  The Problem It Solves:
  Small businesses in SADC often lose revenue because they rely on missed calls or manual WhatsApp replies. Real estate agents especially struggle to manage inquiries across fragmented channels.

  Proof of Demand:
  Platforms like Africa’s Talking show strong adoption of lead-gen bots. Global comparables in emerging markets show 30% increases in conversion rates for SMEs using AI assistants.

  How AI Specifically Solves It:
  NLP chatbots capture leads 24/7 via WhatsApp and web, asking qualifying questions and scoring leads based on intent and budget.

  Target Customer / Buyer:
  Real estate agencies, travel agencies, and professional services in Zambia and South Africa.

  Revenue Model:
  Tiered SaaS subscription based on lead volume ($50 - $500/month).

  Competitive Landscape in SADC:
  Few vertical-specific lead bots exist; most are generic template-based systems without SADC CRM integration.


product_key: agri_wise
price_range: $1000 - $3000
updated_at: 2026-03-30 03:54:52
description:
  AgriWise: AI-powered advisory, market information, and reporting for smallholder farmers.

  The Problem It Solves:
  Smallholder farmers lack access to timely agronomic advice and input price transparency. Only ~10% have smartphones, making web-only tools inaccessible.

  Proof of Demand:
  DigiFarm (East Africa) scaled to millions of farmers using SMS/WhatsApp advisory. Success shows farmers will pay small transactional fees for better yields.

  How AI Specifically Solves It:
  Conversational agents provide crop advice and pest diagnosis via WhatsApp/SMS. Recommendation engines suggest optimal planting times based on local weather APIs.

  Target Customer / Buyer:
  Agribusinesses, input suppliers, and farming cooperatives.

  Revenue Model:
  Platform licensing to cooperatives + per-active-user charges.

  Competitive Landscape in SADC:
  Traditional extension services are overstretched; AgriWise provides 24/7 scalable digital extension.


product_key: biz_desk
price_range: $500 - $1500
updated_at: 2026-03-30 03:54:52
description:
  BizDesk AI: SME Operational Copilot for bookkeeping, HR drafting, and automated invoicing via WhatsApp.

  The Problem:
  SME owners are overwhelmed by HR paperwork and bookkeeping, leading to compliance penalties and credit rejection.

  How AI Solves It:
  LLM-based assistant generates contracts and invoices on the fly and classifies expenses from mobile money receipts.

  Revenue Model:
  Low-cost monthly subscription or white-label for accounting firms.


product_key: edu_path
price_range: $1000 - $3500
updated_at: 2026-03-30 03:54:52
description:
  EduPath: AI-guided course selection and admissions assistant for SADC students.

  The Problem It Solves:
  Students lack career counselors and clear info on program requirements across institutions, leading to high drop-out rates and misaligned degrees.

  Proof of Demand:
  AI university counseling in India scales to millions. Institutional willingness to pay is high for better student retention and conversion.

  How AI Specifically Solves It:
  Recommendation engine suggest programs based on grades and budget. NLP guidance via WhatsApp/Web handles institutional FAQs.

  Target Customer / Buyer:
  Private universities, TVET colleges, and training institutes.

  Revenue Model:
  Per-seat licensing for admissions officers + per-submitted-application fee.

  Competitive Landscape in SADC:
  Institutions use basic web forms; EduPath provides an AI-native conversational guide.


product_key: admit_flow
price_range: $1200 - $4500
updated_at: 2026-03-30 03:54:52
description:
  AdmitFlow: AI document automation for end-to-end institutional admissions workflows.

  The Problem It Solves:
  Institutional admissions are plagued by manual data entry from paper forms and physical transcript verification, causing 90-day delays.

  Proof of Demand:
  Global enterprise admissions systems show 50% efficiency gains. Institutions in South Africa are actively seeking OCR automation for document validation.

  How AI Specifically Solves It:
  Cloud OCR (Textract/Google Vision) extracts data from certificates and IDs. Document classification checks for completeness automatically.

  Target Customer / Buyer:
  Universities, private schools, and government examination councils.

  Revenue Model:
  SaaS platform priced per application processed ($2 - $10/app).

  Competitive Landscape in SADC:
  Advanced AI document automation is rare in the region; most institutions still use manual verification.


product_key: credit_guide
price_range: $1500 - $5000
updated_at: 2026-03-30 03:54:52
description:
  CreditGuide: AI-assisted pre-scoring and credit-readiness coaching for micro-businesses.

  The Problem It Solves:
  Lenders struggle to assess risk for MSMEs who lack formal credit history or collateral, leading to high default risks and low loan volumes.

  Proof of Demand:
  Kifiya (Ethiopia) facilitated $150M in digital credit using AI scoring. Banks in SADC are looking for alternative data risk tools.

  How AI Specifically Solves It:
  ML models analyze mobile money transaction patterns to produce risk scores. Chatbots help MSMEs understand and improve their creditworthiness.

  Target Customer / Buyer:
  Microfinance institutions (MFIs), SACCOs, and digital lenders.

  Revenue Model:
  Charge per risk score generated or per active SME profile.

  Competitive Landscape in SADC:
  Proprietary models exist within banks, but neutral pre-scoring assistants are a major gap.


product_key: health_line
price_range: $800 - $2500
updated_at: 2026-03-30 03:54:52
description:
  HealthLine: Multilingual AI health triage and information assistant for clinics.

  The Problem It Solves:
  SADC faces severe doctor-to-patient ratios and long queues. Patients often delay care due to language barriers or lack of basic info.

  Proof of Demand:
  WHO's COVID WhatsApp bot reached 10M+ users. AI triage tools demonstrate 90% accuracy in clinical environments.

  How AI Specifically Solves It:
  Conversational agents collect symptoms and map to disease graphs for next-step advice. Multilingual LLMs support local languages (Nyanja, Shona).

  Target Customer / Buyer:
  Private clinic networks, health insurers, and employer wellness programs.

  Revenue Model:
  Per-facility monthly SaaS license ($100 - $1000/month).

  Competitive Landscape in SADC:
  A few disease-specific bots exist, but comprehensive triage assistants are nascent.


product_key: web_prime
price_range: $400 - $2000
updated_at: 2026-03-30 03:54:52
description:
  WebPrime: Modern Website & E-commerce Development built for high-growth African businesses.

  The Problem:
  Legacy sites are non-responsive and lack integration with local mobile money (EcoCash, M-Pesa, Paystack).

  How AI Solves It:
  AI-optimized conversion UIs with integrated payment gateways and automatic order management systems.

  Revenue Model:
  Setup fees plus monthly maintenance and hosting.


product_key: work_bridge
price_range: $1000 - $3000
updated_at: 2026-03-30 03:54:52
description:
  WorkBridge: AI-powered student internship and entry-level job matching.

  The Problem It Solves:
  Universities struggle to place graduates due to weak links with employers. SMEs lack the time to sift through hundreds of non-vetted student CVs.

  Proof of Demand:
  Curated internship platforms in Kenya show high employer willingness to pay for vetted matches. Universities are incentivized by employability metrics.

  How AI Specifically Solves It:
  NLP models parse student CVs and skills to match with job descriptions. Recommendation algorithms rank the best fit for each role.

  Target Customer / Buyer:
  University career offices and large sector associations (e.g., Banking associations).

  Revenue Model:
  Annual SaaS license for institutions + optional success fee from employers.

  Competitive Landscape in SADC:
  Generic job boards (LinkedIn) exist, but lack structured institutional integration.


product_key: civic_assist
price_range: $1200 - $4000
updated_at: 2026-03-30 03:54:52
description:
  CivicAssist: AI assistant for navigating government services, grant eligibility, and documentation checklists.

  The Problem:
  Citizens miss out on grants and IDs due to complex, fragmented eligibility info. Overloaded front desks in home affairs offices.

  How AI Solves It:
  Retrieval-Augmented Generation (RAG) over official policy documents with multilingual support in native vernaculars.

  Revenue Model:
  Project implementation fees + annual support contracts for Municipalities/NGOs.


product_key: legal_scout
price_range: $1000 - $4000
updated_at: 2026-03-30 04:10:01
description:
  LegalScout: AI-powered client intake and automated legal document drafting.

  The Problem It Solves:
  High cost of legal consultations prevents most citizens from accessing justice. Lawyers spend 40% of their time on manual drafting of standard docs.

  Proof of Demand:
  Legal AI startups in USA and UK (e.g. Harvey) show massive lawyer productivity gains. SADC firms are seeking ways to automate standard contracts.

  How AI Specifically Solves It:
  NLP agents handle initial client intake and triage. LLMs generate first drafts of standard contracts, letters, and NDAs.

  Target Customer / Buyer:
  Law firms, legal aid NGOs, and corporate legal departments.

  Revenue Model:
  Per-lawyer monthly subscription or per-document generation fee.

  Competitive Landscape in SADC:
  Highly manual industry with low tech adoption; LegalScout is a first-mover in AI drafting.


product_key: prop_engage
price_range: $600 - $2500
updated_at: 2026-03-30 04:31:30
description:
  PropEngage AI: Omnichannel conversational agent for real estate lead qualification and automated viewing scheduling.

  The Problem:
  Agents waste 40% of their time answering repetitive listing questions. Delays in manual replies lead to 30% revenue loss in high-demand markets like Lusaka and Johannesburg.

  How AI Solves It:
  NLP agents qualify prospects by budget and location 24/7. Retrieval-Augmented Generation (RAG) serves live listings and books viewing slots via calendar integration.

  Revenue Model:
  Tiered SaaS ($100 - $1000/month) based on lead volume.


product_key: edu_match
price_range: $1000 - $4000
updated_at: 2026-03-30 04:31:30
description:
  EduMatch AI: Predictive advisory platform matching students to university programmes based on history and aptitude.

  The Problem:
  Low counsellor ratios (1:5000) lead to high tertiary dropouts. Rural students face severe informational asymmetry regarding tuition and requirements.

  How AI Solves It:
  Hybrid recommendation engine maps student grades against a regional curriculum database to generate a 'probability of admission' score.

  Revenue Model:
  B2B SaaS for institutions + Cost-Per-Lead (CPL) for pre-qualified enrolments.


product_key: skill_bridge
price_range: $1000 - $3500
updated_at: 2026-03-30 04:31:30
description:
  SkillBridge AI: Semantic matching platform connecting graduates with internships based on deep skill-mapping.

  The Problem:
  catastrophic youth unemployment combined with a corporate 'skills gap.' Traditional job boards fail to capture latent potential in academic projects.

  How AI Solves It:
  Vector embeddings calculate semantic similarity between student portfolios and corporate job descriptions, moving beyond keyword matching.

  Revenue Model:
  Employer SaaS for talent pool access + placement success fees.


product_key: docu_admit
price_range: $1500 - $5000
updated_at: 2026-03-30 04:31:30
description:
  DocuAdmit AI: Document processing engine for automated extraction and verification of admissions data.

  The Problem:
  Crippling administrative backlogs during intake. Manual review of transcripts results in 90-day processing delays.

  How AI Solves It:
  Deep-learning OCR and computer vision extract Subject/Grade data from low-quality photos of transcripts and IDs with 99%+ accuracy.

  Revenue Model:
  Usage-based micro-transactions billed per document processed ($2 - $10/app).


product_key: pacra_assist
price_range: $50 - $200
updated_at: 2026-03-30 04:31:30
description:
  PACRA-Assist AI: WhatsApp-native assistant for business registration and annual compliance filings in Zambia.

  The Problem:
  Estimated 2.7M unregistered Zambian businesses. Imminent threat of deregistration for 300k firms failing to file annual returns.

  How AI Solves It:
  Virtual legal clerk conducting interactive interviews to populate complex PACRA forms automatically via API integration.

  Revenue Model:
  B2C Transactional Fee (Convenience markup on statutory fees).


product_key: medi_connect
price_range: $800 - $3000
updated_at: 2026-03-30 04:31:30
description:
  MediConnect AI: Conversational triage and scheduling assistant for private clinic administration.

  The Problem:
  Systemic shortfall of 6M healthcare workers. Manual appointment scheduling leads to high no-show rates for chronic care (HIV/TB).

  How AI Solves It:
  Strictly constrained NLP triage based on medical decision trees. Automates multilingual reminder nudges for medication adherence.

  Revenue Model:
  B2B SaaS scaled on patient volume or number of medical practitioners.


product_key: agri_vision
price_range: $1500 - $6000
updated_at: 2026-03-30 04:31:30
description:
  AgriVision Bot: Computer vision tool for instant crop disease diagnosis via WhatsApp leaf photos.

  The Problem:
  Pests like Fall Armyworm devastate yields due to delayed diagnosis. Remote farm locations lack access to extension officers.

  How AI Solves It:
  Convolutional Neural Networks (CNN) trained on regional pathology datasets return localized treatment recommendations instantly.

  Revenue Model:
  Institutional licensing to NGOs/Government or input supplier sponsorship.


product_key: border_flow
price_range: $2000 - $8000
updated_at: 2026-03-30 04:31:30
description:
  BorderFlow AI: Platform for automated digitization and compliance checking of cross-border trade documentation.

  The Problem:
  Average clearance delays of 39-96 hours at SADC borders (Beitbridge/Chirundu) due to paper-based processes.

  How AI Solves It:
  Computer vision interprets bills of lading and commercial invoices, translating and checking them against SADC tariff codes in real-time.

  Revenue Model:
  B2B SaaS tiered by volume of freight documents or manifests processed.


product_key: credi_score
price_range: $2000 - $10000
updated_at: 2026-03-30 04:31:30
description:
  CrediScore Africa: AI credit risk assessment API for unbanked micro-enterprises and smallholder farmers.

  The Problem:
  70% of employment is informal. Lack of formal credit history forces MSMEs into predatory lending cycles.

  How AI Solves It:
  Analyzes alternative data (Mobile Money, behavioral USSD metadata, and satellite imagery) to predict default probabilities accurately.

  Revenue Model:
  Recurring per-API-call transaction fee for every credit score generated.


product_key: spaza_sync
price_range: $1500 - $5000
updated_at: 2026-03-30 04:31:30
description:
  SpazaSync AI: Predictive inventory management tool for informal township and market retailers.

  The Problem:
  Micro-merchants suffer from scarce capital locked in slow goods and frequent stockouts of daily necessities.

  How AI Solves It:
  ARIMA/Prophet time-series forecasting analyzes community events and payday cycles to predict optimal restocking dates via USSD.

  Revenue Model:
  Enterprise licensing to FMCG distributors seeking last-mile data visibility.


product_key: guest_flow
price_range: $700 - $2500
updated_at: 2026-03-30 04:31:30
description:
  GuestFlow AI: Conversational guest services bot for hotels and safari lodges to manage reservations and requests.

  The Problem:
  High labor cost for 24/7 front desk coverage. Missed opportunities for upselling spa, tours, and transfers during stay.

  How AI Solves It:
  WhatsApp-first agent handles check-in info, room service, and automated post-stay review collection.

  Revenue Model:
  Monthly SaaS per-property or per-room commission on upsells.


product_key: agri_connect
price_range: $1000 - $3500
updated_at: 2026-03-30 04:31:30
description:
  AgriConnect AI: Farmer reporting and communication system for cooperatives via SMS and USSD.

  The Problem:
  Disconnected farmer networks. No scalable way to send localized weather alerts or collect harvest estimates without smartphones.

  How AI Solves It:
  Automated USSD/SMS alert system and harvest reporting bot that planning logistics ahead of season.

  Revenue Model:
  Platform licensing to Agribusinesses and Cooperatives.


