From problem to production, this is AI done right.
We design and build production-ready AI systems that automate operations, unlock insight, and create measurable commercial leverage.
The Problem
Most businesses don't need "AI ideas". They need AI that ships, scales, and delivers outcomes.
The Solution
We bridge the gap between abstract research and concrete business value, ensuring what is built actually solves the problem.
What they get instead
- Fragmented tools that don't talk to each other
- AI experiments that never reach production
- Consultants who advise, but don't build
- Systems that look clever but don't move the needle
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 optimization based on real-world usage and feedback.
What We Build
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.
Forecasting & Decision Intelligence
Sales, demand, and inventory forecasts with automated data prep, time-series models, and executive-ready insight dashboards.
Real-Time Dashboards & Reporting
Natural-language access to metrics, AI-generated reports, and live integrations (Stripe, Notion, Sheets, internal APIs) with agent delegation.
Computer Vision & On-Device AI
Privacy-aware, real-time vision and mobile edge models for posture, movement, and activity detection with low latency and offline capability.
Full-Stack AI Product Development
End-to-end builds: backend AI services, secure APIs, cloud deploys (AWS, Vercel), and mobile/web apps (Flutter, Firebase) from MVP to production.
Trusted by teams building the future
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Proof beats promises
Delivery snapshots
Real systems, shipped to production. Here's what we actually built and the outcomes they delivered.
Why Firswood Intelligence
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.
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Founders building AI-first products
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Businesses ready to automate at scale
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Teams drowning in manual processes
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Organisations with unused valuable data
Engagement Models
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.
Development Partnerships
Ongoing AI development. We act as your specialized engineering arm for continuous iteration.
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'll come back with next steps.
Free booking via your calendar.
Share context, we'll reply fast.
Option 1
Book a call
Pick a time that works for you.
Option 2
Submit a brief
We'll respond with the best next step.
Let's build something that
actually matters.
If you're serious about using AI as leverage — not theatre — get in touch.
Start a conversation