Fine-tuned & on-device models
Custom language modelsModels fine-tuned on your domain and compressed to run on the hardware you have: a phone, a laptop or your own server. No per-query fees to a foreign API, and it keeps working offline.
HexAI designs, trains and ships AI for Gambian institutions and businesses: fine-tuned models, on-device inference, AI automation and custom machine learning, built in Banjul and running in production.
We don't wrap someone else's chatbot and call it a product. We start from the problem, pick the smallest model that solves it, and engineer it to run where your users are, including on budget phones with no signal.
Models fine-tuned on your domain and compressed to run on the hardware you have: a phone, a laptop or your own server. No per-query fees to a foreign API, and it keeps working offline.
Automating the repetitive work that eats staff time: reading receipts and documents with OCR, routing requests, drafting replies, and flagging the cases a person needs to see.
Machine learning models built on your own data for forecasting, classification and recommendations, with evaluation you can audit before anything goes live.
We fine-tuned a 0.6B-parameter model at the weight level to teach data science and machine learning the Socratic way: it guides with questions instead of handing over answers. It is quantised and compiled to run fully offline on budget Android phones, with automatic switching to an online mode when a connection is available.
Modes for kids, teens and exam-takers, with lessons and examples localised to five African countries and pace that adapts to each learner.
karang.hx-ai.org ↗20,000+ past questions that work offline, with Socratic AI explanations that show students how to solve a problem, not just the answer.
base10.gm ↗We define the problem, the users and what success looks like, and check whether AI is the right tool at all.
We gather, clean and structure the data the model needs, including digitising paper records where necessary.
We train or fine-tune, then test against agreed benchmarks before anything reaches a real user.
We deploy where your users are, monitor it in production and keep improving it after launch.
We build it ourselves. HexAI's engineering team is based in Banjul and has fine-tuned, deployed and maintains the AI products shown on this page.
Yes. Bantaba AI runs a fine-tuned model entirely on a budget Android phone, and Base10 works offline and syncs when students reconnect. We design for the connectivity your users actually have.
Not always. Many projects start from an existing open model fine-tuned on a modest amount of your data. During scoping we tell you honestly what data is needed and whether it is available.
It depends on scope, so we quote per project after a free 30-minute strategy call. We'll recommend the simplest approach that solves the problem, which is often cheaper than you expect.
Tell us about it. We'll tell you honestly whether AI is the right tool, and what it would take.