Tools

AKWAABA is a systematic framework for deploying AI products in Ghana. It audits six adaptation dimensions — Ghanaian English ASR, Twi NLP, GhIPSS interoperability, DPC compliance, dumsor resilience, and chieftaincy social license — and produces evidence-grounded deployment briefs. Built for product teams entering the Anglophone West African market.

AZIZA is a systematic framework for deploying AI products in Benin. It audits six adaptation dimensions — Fon NLP, Vodoun social architecture, Dantokpa market design, MTN MoMo rails, APDP compliance, and naira/CFA border dynamics — and produces evidence-grounded deployment briefs. Built for product teams entering the Francophone transit economy.

DJOLIBA is a systematic framework for deploying AI products in Guinea. It audits six adaptation dimensions — Susu NLP gap, GNF currency instability, Orange Money integration, BCRG compliance, Poro/Sande forest governance, and mining enclave architecture — and produces evidence-grounded deployment briefs. Built for product teams navigating the most analytically underestimated market in Francophone West Africa.

GEBA is a systematic framework for deploying AI products in Guinea-Bissau. It covers the Portuguese Trap (Kriol is the real lingua franca; Portuguese NLP reaches the literate minority), the cashew harvest calendar as the primary deployment operating system (March–June harvest; November–May dry season), the Bijagós archipelago as a distinct product universe requiring boat-schedule sync and days-long offline tolerance, AML/CFT enhanced compliance from narco-state legacy, BCEAO PI-SPI frontier tier with 4 institutions, Fanado governance for Balanta communities, and aggregator-first design for the cashew belt.

KEKELI is a systematic framework for deploying AI products in Togo. It audits six adaptation dimensions — Ewe/Kabiyé NLP, the north-south linguistic divide, T-Money/Flooz/Wave rails, IPDCP compliance, Novissi government positioning, and 2G device architecture — and produces evidence-grounded deployment briefs. Built for product teams navigating West Africa

KUSHE is a systematic framework for deploying AI products in Sierra Leone. It covers the Krio English-adjacency NLP trap, Afrimoney and the Africell-dominant mobile money architecture, the 2022 Leone redenomination risk, Poro and Sande secret society social authority with no equivalent anywhere in the suite, post-Ebola and post-civil-war compound trust deficits, and rainy season as a hard deployment constraint. Built for product teams, NGO program directors, and investors entering the Sierra Leonean market.

LAFIYA is a systematic framework for deploying AI products in Niger. It covers USSD-first and IVR architecture for near-zero literacy users, Hausa and Zarma linguistic infrastructure, Orange Money USSD integration, ANPDP compliance under Loi 2017-28 in a post-coup context, ulama and chieftaincy social license, and community radio as a distribution channel. Built for product teams, NGO program directors, and investors entering the Nigerien market.

NAAM is a systematic framework for deploying AI products in Burkina Faso. It covers Mooré and Dioula NLP as build projects, USSD-first and offline-first infrastructure for 22% internet penetration, conflict and IDP product design for six affected regions, digital sovereignty compliance under a military government, Naam chieftaincy social license, and a mandatory Phase 0 security assessment before any deployment begins. Built for product teams, humanitarian organizations, and investors operating in the Sahel.

NAIJA is a systematic framework for deploying AI products in Nigeria. It covers linguistic architecture, mobile money integration, voice-first UX, NDPC compliance, cultural adaptation, and phased implementation across Nigeria

PALAVA is a systematic framework for deploying AI products in Liberia. It covers Kolokwa (Liberian Vernacular English) as the real lingua franca that standard NLP models systematically misread, the February 2026 LTA VAS restructuring that opened USSD access to fintechs for the first time, three active enforcement agencies (LTA, CBL, FIA) with no comprehensive data protection law, post-war and post-Ponzi institutional trust deficits, Poro and Sande society social license, the Monrovia concentration trap, and an acute data affordability crisis. Built for product teams, NGO program directors, and investors entering the Liberian market.

SODADE is a systematic framework for deploying AI products in Cape Verde. It audits six adaptation dimensions — the Kriolu Portuguese-adjacency trap, inter-island connectivity, diaspora remittance corridor design, Euro-pegged CVE rails, CNPD/GDPR compliance, and tourism overlay — and produces evidence-grounded deployment briefs. Built for teams who will mistake this market

TERANGA Mali is a systematic framework for deploying AI products in Mali. It audits six adaptation dimensions — Bambara NLP, feature-phone interface, USSD architecture, Orange Money rails, APDP regulation, and Mande cultural structures — and produces evidence-grounded deployment briefs. Built for product teams entering the Sahelian digital market.

TERANGA is a systematic framework for deploying AI products in Senegal. It audits six adaptation dimensions — language, interface, infrastructure, financial rails, regulation, and culture — and produces evidence-grounded deployment briefs. Built for product teams, founders, and investors entering Francophone West Africa.

ZOE is a systematic framework for deploying AI products in Liberia. It covers Liberian English as a creole that Standard American English NLP systematically misreads, USD/LRD dual currency as a mandatory architecture parameter unique in the framework family, Poro and Sande societies as the operating system of interior governance, post-conflict infrastructure as a present-tense product constraint, rubber smallholder design centered on economic autonomy, and the US diaspora corridor as a trust and distribution channel. Built for product teams, NGO program directors, and investors entering the Liberian market.