Most AI products built for West Africa are built for a West Africa that doesn’t exist.
The right language isn’t there. The payment rail doesn’t reach where the users are. The data pipeline violates sovereignty law. I’ve mapped the conditions in all fifteen markets. The frameworks are here.
West Africa AI Adaptation Consulting — Senegal · Ghana · Nigeria · and twelve more markets
Fifteen Markets. One Methodology.
The TERANGA framework — six dimensions, applied systematically to every West African market.
89-pt state literacy gap; Yoruba tone ASR 78.8% WER; agent banking exclusivity Apr 2026
Use the framework →GhIPSS interoperability achieved; Twi dialect disambiguation; dumsor-resilient session design
Use the framework →WAEMU PI-SPI 15 institutions; N'Ko script in Manding north; Wave > Orange in Abidjan
Wolof NLP; Wave API idempotency; CDP Act 2008-12 prior notification
Use the framework →N'Ko script infrastructure; Bambara ASR 46.76% WER; Sufi/Izala gatekeeper divide
Mooré ASR 4.24% WER (best-in-class); 52.9% Mooré speakers; Sahel insecurity
WAEMU PI-SPI 6 institutions; cotton/transit trade economy; French-dominant urban
10.3% growth (hydrocarbons); Hausa dominant; Izala gatekeeper; lowest literacy tier
Bauxite economy; Pular/Mandingo primary languages; Mano River integration context
Hassaniya Arabic ASR 12% WER; Arabic-script primary; WAEMU-adjacent
Logistics hub; Ewe/Kabiyé NLP gap; Wave recently launched; WAEMU PI-SPI 6 institutions
Krio as urban lingua franca; Mano River stability context; post-conflict digital infrastructure
Liberian English distinct from training data; rubber/iron economy
Island archipelago infrastructure; Portuguese-Creole (Kriolu); tourism-services economy
Wave recently launched; Mandinka/Wolof primary; landlocked within Senegal
Portuguese official; Crioulo dominant; WAEMU PI-SPI frontier (4 institutions)
The Six Dimensions
Every market audit covers the same six areas. Systematically. In sequence. Because skipping a dimension is how products fail.
Linguistic Architecture
"English-first" is not a strategy in a region with 2,000 languages and a 78.8% ASR failure rate for Yoruba in global models. Which languages, which NLP tier, which datasets, which gaps.
Interface & Interaction Model
Text-first or voice-first, and for which users. The literacy gap between Nigeria's highest and lowest states is 89 percentage points.
Infrastructure & Technical Architecture
Offline-first design, device constraints, connectivity realities. 64% of West Africans live within mobile coverage but don't use mobile internet.
Financial Integration
Which payment rail, in which market, with which compliance requirements. The WAEMU zone and Anglophone markets have entirely different architectures.
Regulatory & Data Sovereignty
CDP, DPC, NDPC — prior notification vs. registration vs. enforcement. "We'll handle compliance later" costs more than the compliance did.
Cultural & Social Architecture
Who needs to say yes before a product can scale: Sufi brotherhood, Pentecostal network, emirate council, iyaloja network. Trust in West Africa does not route through institutions.
Work with Moctar
Three ways to engage, depending on where you are.
Adaptation Audit
Full six-dimension diagnostic against one market framework. Produces a findings matrix and a strategic deployment brief.
For AI companies evaluating whether their product can work in a specific market before they build anything.
Get in touch →Build Review
Technical review of an in-progress deployment against the relevant market framework. Identifies the gaps before they become production incidents.
The wrong payment rail, the missing NLP layer, the unregistered data pipeline, the interface that excludes 60% of the target region.
Get in touch →Advisory
Ongoing engagement for teams building in West Africa over a sustained period. Access to the frameworks as they develop, direct input on architecture decisions.
A standing relationship with someone who has mapped these markets systematically.
Get in touch →Recent Writing
Writing coming soon.