What we automate
We build systems that integrate with the operational reality of Australian businesses in this sector. Common workflows we automate end to end:
- Fee proposals built from scope, stage and comparable past projects
- Drawing register maintenance and issue tracking across revisions
- RFI ingestion, classification and drafted response from the design record
- Specification drafting and clause checking against the current standards
- Resource and utilisation forecasting across live and pipeline projects
- Project profitability tracking by stage against the fee proposal
- Consultant coordination and information request chasing
The realities we build around
Fees are fixed and scope is not, so the profitability of a job is decided by how well scope creep is noticed and raised, usually too late.
The design record is drawings, models, specifications and email, and the answer to most questions is spread across all four.
Registration and professional obligations mean a person is personally accountable for what goes out, so nothing can be generated and issued unattended.
Utilisation is the whole business model, and it is usually known accurately only after the month it mattered.
Why work with us
Design practice work built around how Australian architecture and engineering firms actually run: fixed fees, moving scope, a design record spread across four formats, and a registered professional accountable for every issue. We work on the preparation and the tracking, not the design judgement.
Where most AI in this sector goes wrong
Most AI sold to design practices is either a rendering toy or a generic document assistant. Neither touches the thing that decides whether a project makes money. The fragmented patterns: "AI for drawings" that has no connection to the drawing register or the issue history; specification tools that draft clauses without checking them against the current standard or the project’s own basis of design; proposal assistants that do not know what comparable projects actually cost you to deliver; and utilisation dashboards that report last month rather than forecasting next. The value in a design practice is in noticing scope drift early enough to raise a variation, and almost nothing on the market does that.
Systems we integrate against
Design practice engagements integrate against whatever you run: your modelling and drawing toolchain, your markup and review tools, your common data environment, your civil design packages, and your practice management system for time and fees. We do not publish a supported-vendor list: line of business applications, online software, on premise or in the cloud, current or long abandoned by its vendor. If it holds the data, we integrate with it, and if it is not named here that is not a limitation. Most AU practices run one modelling toolchain, one practice management system, and a project record that lives partly in email. Integration is the value: connecting the design record to the commercial record is where the profitability problem actually gets solved.
If your stack isn’t listed above, reach out anyway. The systems vary by industry but the integration patterns don’t. We can usually work with whatever you’re running. Tell us your stack.
Regulatory and compliance landscape
Architecture and engineering in Australia operate under state architect registration boards and, in Queensland, the Registered Professional Engineer regime, with the NSW Design and Building Practitioners Act imposing declaration obligations on regulated designs. Work is governed by the National Construction Code and the referenced Australian Standards, which change, and using a superseded clause is a real liability. Professional indemnity cover carries conditions on how work is produced and checked. Privacy obligations apply to project and client data. We design workflows so the standard actually referenced is recorded, and so the registered professional’s check is a step the system cannot bypass.
Operational outcomes we move
Defensible outcomes on design practice engagements: fee proposals produced in hours rather than days and priced against what comparable projects really cost; scope drift surfaced while a variation is still arguable; RFI turnaround compressed through structured retrieval over the design record; specification drafting time reduced with clause currency checked rather than assumed; and utilisation and project profitability visible weekly instead of at month end.
Common deployment patterns
Common deployment patterns for AU practices: a proposal agent grounded in your own delivered-cost history by stage; an RFI agent that drafts a response from the drawings, the specification and the prior correspondence, with sources attached; a specification assistant that checks every referenced clause against the current standard; a drawing register that maintains itself from the common data environment; and a resourcing view that forecasts utilisation across live and pipeline work.
Related Bedstone services
Practices typically pair this with our CAD and model work, AI accounts for fee invoicing and disbursement recovery, and our construction work where you carry through to delivery. Or look at Bedstone OS for one workspace across models, specifications, correspondence and the practice system.
How we engage
Five-step delivery, scoped to fit. Audit, scope sprint, proof of concept, verification, rollout. Wrapped as a fixed-scope sprint, monthly retainer, fractional engagement, or one-off audit. See services for the full process and commercial structures.
Common questions
Does it design anything?
No, and we would not sell that. It works on the preparation and tracking around the design: proposals, registers, RFI responses, specification checking, resourcing and profitability. The design judgement, and the registered professional’s accountability for it, stays exactly where it is.
Can you work with our model data?
Yes. We have worked with the industry-standard model formats for quantity support, clash and submittal linking, and register automation. Model parsing is part of the standard toolkit rather than a research project, whatever your practice runs.
How does it help with fixed-fee projects going over?
By comparing what is actually being done against the scope the fee was set on, and flagging the drift while a variation is still defensible. Most fixed-fee losses are visible weeks before anyone raises them.
Across Australia
We work with operators in this sector across the country. See city-specific context: AI agency Australia, Brisbane, Sydney, Melbourne, Perth.