AI systems,built to fit.
Custom agents, fine tuned models, and RAG pipelines for teams that have outgrown off the shelf tools. We build the system around the work, then maintain it as the work evolves.
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Systems in production
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Client owned code
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The problem
Most AI deployments fail because they were never built for the work. Generic chatbots, off the shelf automations, prompts duct taped to spreadsheets. We build systems that match how your team actually operates.
What we build
Four disciplines.
Every engagement draws on one or more of these. Most of the interesting work happens where they overlap.
AI Agents & MCP
Custom agents that read your inbox, query your databases, draft your documents, and act inside the tools you already use. Built on the Model Context Protocol, so they extend rather than replace your stack.
Fine Tuned Models
Off the shelf models are generalists. We adapt open and proprietary models to your domain, your voice, and your data, so the output sounds like your team wrote it.
RAG Pipelines
Retrieval augmented systems that ground model responses in your documents, your contracts, your institutional knowledge. Answers your team can verify, with sources attached.
Web & App Development
Full stack web platforms and mobile applications. From client facing marketing sites to internal tools and consumer apps, shipped end to end.
How we work
Ship in weeks, not quarters.
No discovery theatre, no six month roadmaps that expire before they land. Three phases, visible progress every week.
- 011 – 2 weeks
- 022 – 6 weeks
- 03Ongoing
Discover
A short paid discovery sprint. We map your workflows, identify the highest leverage problem, and produce a scope you can take to any builder.
Build
We ship working software in two to six week cycles, not multi quarter projects. You see progress weekly and own the code at every stage.
Deploy
Production hardening, monitoring, and handover. We stay on for maintenance retainers or hand the keys to your team. Your choice.
Selected work
Things that are running.
Ironhold
A discipline tracking system built for one purpose and nothing else. No feature creep toward journaling or mood logging. Shipped from concept through closed testing on the Play Store, with streak logic and low friction daily check ins.
Gmail MCP Server
Production OAuth 2.0 server with encrypted token storage, in daily use across client integrations.
AI Automation Audit Agent
A live agent that ingests company SOPs and surfaces the highest ROI automation opportunities.
TAN Property
Production hardened real estate marketing platform with full SEO and Search Console verification.
Video ads
AI video ads, scripted and shipped.
Short form video ads for social and digital, fifteen to thirty seconds, generated end to end. Scripting is included in every package, with revision rounds built in. No film crew, no agency retainer, no month long timeline.
From
KES 12,000
per spot
Single spots, campaign packs for a coordinated push, and brand bundles when you need volume. The more ads in a pack, the less you pay per ad.
Request the rate cardWho we are
Built by Mark Kamami.
Founder of BHR AI. Background in Diplomacy and International Relations from the University of Nairobi. Builds production systems for clients in East Africa and remote teams abroad. Writes code, ships products, and treats every client engagement as a long collaboration rather than a transaction.
- Based
- Nairobi, KE
- Works with
- EA + remote
- Founded
- 2025
- Discipline
- Build + maintain
Next step
Let’s talk.
If you have a problem worth solving, send a note. Discovery calls are free, and the first reply usually comes within a day.