AI systems that run your operation every day.
From problem definition to a system in production. Designed, built and operated by the person you talk to.
End-to-end development · Security-focused · Scalable architecture
Plus DuaScroll, a consumer iOS app we built and run, live on the App Store with an automated content engine.
You have paid for AI that never left the demo.
Most businesses don't need 'AI ideas'. They need AI that ships, scales, and delivers outcomes.
What we do instead
We bridge the gap between abstract research and concrete business value, ensuring what is built actually solves the problem.
The Firswood approach
We build AI like infrastructure, not like a side project. No fluff. No buzzwords. Just systems that work.
Problem definition
Understanding the core operational bottleneck before writing code.
System architecture
Designing robust, scalable data pipelines and model interactions.
Production deploy
Shipping live systems that integrate into existing workflows.
Iteration
Ongoing optimisation based on real-world usage and feedback.
Five things we ship to production.
Autonomous AI Agents
Multi-agent systems that plan, delegate, verify, and refine outputs across research, analysis, proposal generation, and internal assistants.
RAG & Enterprise Search
Secure, source-grounded chat over your documents, databases, and APIs with semantic search, traceability, and natural-language querying.
Conversational AI
Production chatbots that connect to live systems, fetch real data, and act across web, Slack, Telegram, or internal tools.
Real-Time Dashboards & Reporting
Natural-language access to metrics, AI-generated reports, and live integrations with agent delegation.
Full-Stack AI Product Development
End-to-end builds: backend AI services, secure APIs, cloud deploys, and mobile/web apps from MVP to production.
Delivery snapshots
Real systems, shipped to production. Here's what we actually built and the outcomes they delivered.
ClonePop
A live e-commerce business run end to end by AI agents: sourcing, advertising and sales.
~700 real orders processed on a production agent stack
View case study
DuaScroll
A Qur'an and dua iOS app we built and run, with an automated content engine.
Live on the App Store with daily automated content and monetisation
View case study
One builder, start to finish.
Builder-led
You work directly with the person designing and building the system.
Commercially grounded
Every decision considers cost, scale, and return on value.
Production-first
We ship systems meant to be used daily, not showcased once.
Strategic partner mindset
We think like owners, not vendors. AI built with judgement.
Who this is for
If AI matters to your bottom line, we should talk.
- Founders building AI-first products
- Businesses ready to automate at scale
- Teams drowning in manual processes
- Organisations with unused valuable data
Three ways to work together.
Each engagement is tailored. No off-the-shelf packages.
Fixed-scope builds
Perfect for defined problems. We design, build, and deploy a specific system for a fixed price and timeline.
Build and run
We build the agents, host them on Firswood infrastructure, and operate them for you. Ongoing, not hand-over.
High-impact MVPs
Rapid builds for validation or fundraising. Get a functional core system to prove the value proposition.
Two ways to start: book a slot or drop a brief.
Pick what works for you. Book directly into the calendar for a quick intro, or send a short brief and we will come back with next steps.
Google Calendar
Free booking via your calendar.
Send a brief
Share context, we will reply fast.
Submit a brief
Let's build something that actually matters.
If you're serious about using AI as leverage rather than theatre, get in touch.