We audit your operations, rank the highest-ROI opportunities, and build the systems that run them. Then we train your staff to own it.
If your team is spending more time on process than on the work that actually grows the business, or your AI investment is stalling at the adoption stage, this is for you.
If this is you: You have proven the business model. Now the growth is jammed behind admin your best people should not be doing. Systems take the repetitive load and hand the hours back to the client work, the deals, and the relationships that compound.
If this is you: Your workflows are sound but the execution is manual. Reconciliation, routing, follow-ups, reporting. All of it could run itself, with your people approving the judgement calls instead of doing the data entry.
If this is you: The AI investment is made. The capability is not. Your teams need structured enablement applied to their real processes. Not another licence. Not another vendor demo.
It comes down to how much you want to own: the fix and the keys, the whole operation with you supervising, or your own people trained to build it themselves.
We walk your operation function by function to find where time and money leak, and where you are safe or exposed on AI. You get a ranked report of your highest-return opportunities, free and with no obligation. Take it and run it yourself, or have us build it.
You have already named the problem. The Forge is where we build the system that ends it: custom software, automations, migrations, integrations, AI where it earns its place and plain engineering where it does not. A senior engineer scopes the hard part and builds it into the tools you already run, your team is trained to operate it, and the code lands in your repo with no subscription to us. One Perth practice came to us for an integration their vendor said was impossible. We shipped it, handed them the code, and that build is now the operating system the firm runs on.
Merlin answers our own front door. Narawe reads a firm's entire paper history. Otsukare runs a marketplace in two languages at once. We publish how each one is built, because the same discipline goes into every client system.
Purpose-built voice agents for intake, sales and client interviews, deployed on the fly.
The details you would book an interview to collect, gathered in a conversation, by an agent variant we can stand up on the fly.
July 2026 · 4 min read
Years of scanned paper become searchable text and client portfolios that write themselves.
A firm's documents become searchable and summarised automatically, and one firm's data cannot reach another's even if the application code has a bug.
July 2026 · 3 min read
A Japanese client and an English-speaking freelancer each read the same job, message and review natively.
Language stops being the barrier: both sides work natively, down to translated voice messages with their own synthesised audio.
July 2026 · 3 min read
How we run engagements. What you can expect. What we will not do.
Fixed scope, fixed quote. You know the number before we start.
Role-specific training ships with every build. Adoption is engineered in, not added later.
Source, docs, and access transfer on completion. No lock-in, no licence to keep paying.
Your data stays in your region and jurisdiction. Residency is settled up-front, not after.
Every run and every dollar, logged and visible. Fewer steps, lower cost.
Send your brief. Fixed pricing and a delivery plan by the next business day.
Those are the commitments. The process below is the order they happen in.
Five phases from first call to a system running in production. No twelve-week discovery marathons. No vague deliverables. Each phase ends with something you can hold: a roadmap, a quote, a working build, a trained team, a measured result.
Map the work your organisation is actually performing. The repetition, the bottlenecks, the handoffs. We rank the highest-return opportunities and hand you a roadmap before anything gets built.
Turn the roadmap into an engagement plan: the solution architecture, the build order, and the outcome each piece will be measured against. The phase closes with a fixed-scope quote.
Engineer, integrate, and test inside your environment. Weekly demonstrations replace six-week silences. Stakeholders are engaged throughout.
Train the people who will operate, extend, and improve the system. Role-specific sessions, documentation, and applied practice. Delivered before cutover, not after.
The structured 90-day optimisation window. We watch the system run, trim the steps that waste time and money, and expand what is working, so the outcome compounds instead of decaying after handover.
Didn’t find yours? Send it through and we’ll answer by the next business day.
Both. We deliver executive briefings, workforce fluency programmes, and champion development engagements for organisations that need their teams AI-ready without a system build attached. Our most successful clients combine the two. A system without adoption is an expensive data point, and training without application remains theoretical. The combined engagement is where measurable organisational capability emerges.
Every programme is structured around measurable adoption outcomes. Tool utilisation rates, role-specific productivity benchmarks, and qualitative capability assessments captured at cohort commencement and at programme close. A post-programme report quantifies progression against baseline, with a 90-day follow-up measuring retention and sustained application.
Single-system builds deliver in 2 to 3 weeks. Multi-system engagements run 6 to 8 weeks end-to-end, inclusive of the training cohort. Enterprise work is scoped against your governance process. Most delivery pods produce their first production workflow within 30 days, with training programmes running in parallel.
Yes. Every system is delivered with full source, documentation, and access hand-off. If you ever want to take the work in-house or to another vendor, nothing stops you. That is deliberate.
Locally, by default. We architect toward data residency in your region wherever the stack allows, flag any exceptions up-front, and treat privacy and AI compliance as architecture decisions, not paperwork after the fact. For enterprise clients we can deploy into your own cloud tenant.
Often, no, and we tell you when an agent is the wrong answer. A deterministic system is cheaper to run, easier to audit, and behaves the same way every time. So we build the predictable machinery first and put agents only on the judgement calls that machinery cannot make, with your people approving the ones that matter. You get lower running costs, output you can trust, and control you keep.
No. Models are already smart enough for most operational work, and have been for a while. What separates a production system from a demo is everything around the model: the context it is fed, the guardrails it runs inside, and the instrumentation that shows you what it did. A well-engineered system on today’s models beats a thin wrapper on next year’s, and when a stronger model lands we swap it in and your system gets faster or cheaper.
Hourly pricing punishes efficiency. We quote against a defined scope and outcomes, so you know the number before we start and we stay motivated to ship fast. Most projects are quoted within 48 hours of a discovery call.
That is the most common starting point. The Discovery session is designed for exactly this. We audit your workflows, map the repetition, and send back a prioritised list of automations ranked by ROI.
The short answer: anything with an API or webhook. The longer answer includes Xero, MYOB, HubSpot, Salesforce, Pipedrive, Zendesk, Intercom, Gmail, Outlook, Slack, Teams, Monday, ClickUp, Airtable, Notion, and most Australian telco and calendaring stacks.
Three things. First, we specialise. AI systems and enablement is the entire practice, not a service line appended to a web agency. Second, every engagement pairs a built system with the training required to operate it, because adoption is where most AI programmes fail. Third, we measure. Every deployment ships instrumented, with an impact and adoption dashboard, which is unusual in this category and tends to shift the conversation at the next board meeting.
Every engagement includes a post-launch support window. Beyond that we offer optional managed care. Monthly optimisation, performance tuning, and stack expansion on a light, month-to-month basis.
Tell Merlin what's slowing you down. We map your workflows, find the highest-return opportunities, and send a scope-based proposal within 48 hours.
