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Long-term maintenance

AI that works in the real world, not just the lab.

Helping African AI companies find viable monetization strategies, deploy models cost-effectively, and evaluate whether their AI products have real market applications.

Most AI companies in Uganda and East Africa are grant-funded, nonprofit, or buzzword-heavy without a clear path to revenue. They build impressive models and then wait for clients that never come. The technology is real — the business model is missing.

We work with AI companies on the questions that matter: How do you charge for this? What is the right API billing model? Should you self-host or use managed inference? Is there actually a market for this product? We bring both technical depth and business strategy to bear — and we will tell you when the answer is no.

Long-term maintenance

Engagement highlights

4 engagements in this area

Token-based API billing model design and monetization strategy

Confidential — NLP company

2025

Self-hosting strategy for a 7B parameter language model: on-demand GPU vs managed inference cost analysis

Confidential

2025

AI product-market fit evaluation for a Ugandan diagnostic imaging startup

Confidential

2024