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 sixteen markets. The frameworks are here.
West Africa AI Adaptation Consulting — sixteen frameworks · sixteen markets
Sixteen frameworks — six dimensions each, 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
Use the framework →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
Use the framework →Mooré ASR 4.24% WER (best-in-class); 52.9% Mooré speakers; Sahel insecurity
Use the framework →WAEMU PI-SPI 6 institutions; cotton/transit trade economy; French-dominant urban
Use the framework →10.3% growth (hydrocarbons); Hausa dominant; Izala gatekeeper; lowest literacy tier
Use the framework →Bauxite economy; Pular/Mandingo primary languages; Mano River integration context
Use the framework →Hassaniya Arabic ASR 12% WER; Arabic-script primary; WAEMU-adjacent
Use the framework →Logistics hub; Ewe/Kabiyé NLP gap; Wave recently launched; WAEMU PI-SPI 6 institutions
Use the framework →Krio as urban lingua franca; Mano River stability context; post-conflict digital infrastructure
Use the framework →Liberian English distinct from training data; rubber/iron economy
Use the framework →Island archipelago infrastructure; Portuguese-Creole (Kriolu); tourism-services economy
Use the framework →Wave recently launched; Mandinka/Wolof primary; landlocked within Senegal
Use the framework →Portuguese official; Crioulo dominant; WAEMU PI-SPI frontier (4 institutions)
Use the framework →Every market audit covers the same six areas. Systematically. In sequence. Because skipping a dimension is how products fail.
"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.
Text-first or voice-first, and for which users. The literacy gap between Nigeria's highest and lowest states is 89 percentage points.
Offline-first design, device constraints, connectivity realities. 64% of West Africans live within mobile coverage but don't use mobile internet.
Which payment rail, in which market, with which compliance requirements. The WAEMU zone and Anglophone markets have entirely different architectures.
CDP, DPC, NDPC — prior notification vs. registration vs. enforcement. "We'll handle compliance later" costs more than the compliance did.
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.
Four ways to engage, depending on where you are.
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 →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 →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 →On-the-ground work in West Africa. User research with real target populations, permit navigation, regulatory meetings, and in-market product validation.
Moctar is in the region. He can put your product in front of real users, sit with a regulator, and walk a permit process through to completion.
Get in touch →You are a cattle herder in Labé prefecture, in the Fouta Djallon highlands of Guinea. You have a land dispute. Not a complicated dispute — a boundary question that your grandfather resolved through...
You are a construction laborer in Nouakchott’s Arafat district. You have worked for the same contractor for four years — concrete, painting, scaffolding, the kind of work that leaves marks on your...
You are a maize farmer in Walewale, North East Region, Ghana. You are the secretary of a twenty-three-member cooperative. You cannot read. You have a need — fertilizer subsidies, a letter to the...