AustraliaInfrastructure-gradeMCP-native
Accepting new clients across Australia

Connect your existing systems to AI that actually works

HingeStone AI builds custom AI integrations for Australian businesses and government organisations. MCP servers, automated reporting, operational intelligence — connected to the systems you already use. No rip-and-replace. No slide decks. Production-grade automation that saves hours every week.

14+
Years · IT Infrastructure
Production
AI Systems · Live in market
Enterprise
Grade · Security standards
National
NSW · VIC · QLD · ACT
The Problem

Your organisation runs on data trapped in disconnected systems

Most organisations have years of valuable data locked inside ERPs, databases, spreadsheets, and legacy software that don't talk to each other. Staff spend hours manually pulling reports, cross-referencing systems, and compiling documents that could be generated automatically.

P1

Manual Reporting Burns Hours

Your team manually pulls data from multiple systems to create reports that should generate themselves. Board packs, ministerial briefs, compliance docs, KPI summaries — all assembled by hand, every time.

P2

Data Silos Block Insight

Critical intelligence is scattered across your ERP, CRM, spreadsheets, databases, and email. Getting a cross-system view requires someone who knows where everything lives and how to extract it.

P3

Generic AI Tools Don't Fit

Off-the-shelf AI products can't access your internal systems. ChatGPT doesn't know your inventory levels, your client history, your compliance deadlines, or your departmental data. You need AI connected to your data.

Services

AI automation built for how your organisation actually operates

Every engagement starts with understanding your systems and workflows, then building targeted integrations that deliver measurable value. No fluff. No proof-of-concept purgatory.

01 / AuditEntry Point

AI Discovery Audit

A structured assessment of your existing systems, data sources, and workflows. We identify the highest-impact automation opportunities and deliver a prioritised roadmap with estimated time savings and ROI.

Complete systems and data source inventoryRanked automation opportunities by impactClear build roadmap with timelines
02 / BuildCore Offering

MCP Server Development

Custom Model Context Protocol servers that connect AI assistants directly to your systems — databases, ERPs, CRMs, file storage, and operational tools. Query your entire data estate using natural language.

Natural-language access to your dataSecure, role-based access controlsWorks with Claude, ChatGPT, and other AI assistants
03 / PipelinesAutomation

Automated Reporting & Intelligence

AI-powered reporting pipelines that automatically generate board reports, ministerial briefs, compliance documentation, operational summaries, and client deliverables from your existing data sources.

Automated board packs and executive summariesMinisterial briefs and departmental reportingClient deliverables for consulting firms
04 / Public SectorISM Aligned

Government AI Integration

Secure AI integration for government departments and agencies. Connect AI to existing ICT systems for operational intelligence, automated reporting, and data-driven decision support — built to meet government security and procurement standards.

ISM and Essential Eight alignedData sovereignty and on-premise optionsAudit logging and compliance controls
05 / RetainerOngoing

Ongoing AI Retainer

Monthly retainer for continued development of AI integrations, system maintenance, new automation builds, and strategic advisory on emerging AI capabilities relevant to your organisation.

Defined monthly deliverables and scopePriority support and maintenanceEvolving automation as your needs grow
06 / LegacySpecialist

Legacy System Modernisation

AI-assisted reverse engineering and modernisation of mainframe, COBOL, AS/400, RPG, FoxPro, and other end-of-life systems. We use AI-powered code analysis to map undocumented business logic, then build modern replacements or integration layers — even when the people who built the original system are no longer available.

AI-powered reverse engineering of undocumented codeIncremental modernisation or full migrationZero business logic lost in translation
How It Works

From first conversation to production automation

A straightforward process designed to deliver working systems quickly without scope creep or open-ended consulting engagements.

01

Discovery Call

A focused conversation about your organisation, systems, and pain points. We identify quick wins and high-impact opportunities. No obligation, no hard sell.

02

Paid Audit & Roadmap

A structured assessment of your tech stack, data sources, and workflows. Delivered as a prioritised roadmap showing exactly what to automate, in what order, with expected outcomes.

03

Build & Deploy

Production-grade integrations built to your roadmap. MCP servers, reporting pipelines, automation workflows — deployed in your environment with documentation and team onboarding.

04

Maintain & Expand

Optional ongoing retainer for continued development, maintenance, and new builds as your needs evolve. Clear monthly scope, transparent pricing.

Sectors & Use Cases

Real problems AI integration solves today

We work across industries and government — wherever existing systems and data are underutilised.

Government & Public Sector

Operational Intelligence for Government Departments

Government departments running legacy ICT systems with decades of data across siloed platforms. MCP servers connect AI directly to departmental databases, document management systems, and operational tools — enabling natural-language queries for ministerial briefs, compliance checks, and cross-agency data analysis without system replacement.

Outcome: Instant cross-system insights for policy, compliance, and operational decision-making
Government & Public Sector

Automated Ministerial Briefs & Departmental Reporting

Government staff spending days compiling briefing documents from multiple data sources. AI pipelines pull data from departmental systems, apply standard templates and formatting, generate draft briefs with analysis, and deliver them ready for senior review — on schedule or on demand.

Outcome: Briefing preparation reduced from days to minutes, freeing staff for policy work
Manufacturing & Production

Operational Intelligence from Legacy Systems

A manufacturing business running legacy ERP software with decades of production data locked in SQL databases and proprietary formats. An MCP server connects AI directly to production, inventory, and quality data — enabling natural-language queries across systems that previously required specialist knowledge.

Outcome: Instant cross-system insights that previously took hours of manual data pulls
Professional Services

Automated Consulting Report Generation

A consulting firm spending 6–8 hours per client compiling data into formatted reports. An AI pipeline pulls data from multiple sources, applies the firm's report templates and branding, generates draft analysis, and delivers polished documents ready for partner review.

Outcome: Report generation reduced from hours to minutes, freeing consultants for advisory work
Registered Clubs & Associations

Governance and Compliance Automation

A registered club managing compliance obligations across multiple regulatory frameworks — liquor, gaming, WHS, corporate governance. AI monitors deadlines, generates compliance documentation, assembles board packs, and provides natural-language access to governance history and policy libraries.

Outcome: Compliance gaps identified proactively, board preparation time cut dramatically
Any Organisation

Natural-Language Data Access for Executives

Executives and directors who need answers from their data but don't have technical skills to write queries or navigate complex reporting tools. MCP servers let them ask questions in plain English and get accurate, sourced answers drawn directly from live systems.

Outcome: Executive-level intelligence without technical intermediaries
Legacy Modernisation

Mainframe & Legacy System Modernisation

An organisation running mission-critical systems on mainframes, AS/400, COBOL, or other legacy platforms where the original engineers have retired or passed away. Nobody fully understands the system, and everyone is afraid to touch it. AI-powered code analysis reverse engineers the business logic, maps data flows and dependencies, and builds modern equivalents — either as integration layers on top of the existing system or full migrations to modern platforms. No more being held hostage by systems nobody understands.

Outcome: Legacy systems documented, modernised, and maintainable — without losing critical business logic
About

A team of engineers who ship production systems

HingeStone AI is an Australian AI automation consultancy founded by infrastructure engineers with over 14 years of experience managing production environments in large-scale automated manufacturing facilities. This isn't a consultancy that sells strategy decks. We build and deploy production-grade systems.

Our founding team brings hands-on experience managing IT infrastructure for facilities running high-speed production lines, brewery and distillery operations, and enterprise systems spanning ERP, SCADA, and operational technology — exporting to 70+ countries. We understand what production means, what uptime means, and what it takes to integrate AI into environments where things can't break.

Beyond infrastructure, our team has built and shipped multiple production AI applications — from AI-powered detection systems to SaaS governance platforms to enterprise intelligence tools. We work across the full stack: Python, TypeScript, Swift, Next.js, React, PostgreSQL, Supabase, Cloudflare Workers, Claude API, and custom MCP server architectures.

We serve clients across New South Wales, Victoria, Queensland, and the Australian Capital Territory — including government departments and agencies with complex legacy ICT environments. We specialise in the systems everyone else is afraid to touch: mainframes, AS/400, COBOL, FoxPro, and other legacy platforms where the original builders have moved on. Using AI-powered code analysis, we reverse engineer undocumented systems and build modern replacements without losing critical business logic.

MCP ServersClaude APIPostgreSQLSQL ServerSupabaseCloudflare WorkersNext.jsReactSwift / iOSTypeScriptPythonNode.jsCOBOLAS/400FoxProMainframe

Why HingeStone AI

Production, Not PrototypesEvery deliverable is production-grade code deployed in your environment — not a demo that dies on the vine.
Infrastructure-Grade SecurityBuilt by engineers who manage enterprise networks and production systems daily. ISM and Essential Eight aligned for government clients.
Government-ReadyExperience with government procurement, security frameworks, data sovereignty requirements, and legacy ICT integration. On-premise deployment options available.
Scope Control by DesignEvery engagement has a clearly defined scope of work. Additional requests are handled transparently through change orders — no surprise invoices.
National CoverageServing clients across NSW, Victoria, Queensland, and the ACT. Remote and on-site engagement models available.
Service Areas

AI consulting across Australia's eastern seaboard

HingeStone AI serves businesses and government organisations across four states and territories, with remote and on-site engagement options.

New South Wales

Sydney, regional NSW, and surrounding areas

Australian Capital Territory

Canberra — federal and ACT government, agencies, and businesses

Victoria

Melbourne and regional Victoria

Queensland

Brisbane, Gold Coast, and regional Queensland

Frequently Asked Questions

Common questions about AI integration consulting

An MCP (Model Context Protocol) server acts as a bridge between AI assistants like Claude and your existing business systems. It allows AI to securely read and interact with your databases, ERP systems, CRM, file storage, and operational tools using natural language. Instead of manually pulling reports or cross-referencing spreadsheets, you can ask questions like "What were our top 10 products by margin last quarter?" and get instant answers drawn directly from your live data. HingeStone AI builds custom MCP servers tailored to your specific technology stack and business requirements.

Absolutely. The entire philosophy at HingeStone AI is to work with what you already have. We build integration layers — MCP servers, APIs, and data pipelines — that sit on top of your existing software. Whether you're running legacy ERP systems, SQL databases, cloud platforms, or a combination of everything, AI can be connected as an intelligence layer without disrupting your current operations or requiring expensive system replacements.

Yes. HingeStone AI works with Australian government organisations at all levels — federal, state, and local. Our team has deep experience in enterprise IT infrastructure and understands the security, compliance, and procurement requirements that government clients operate under. We build AI integrations that connect to existing government ICT systems for operational intelligence, automated reporting, ministerial briefs, and data-driven decision support. All solutions are designed with government-grade security controls, data sovereignty, and audit requirements as standard.

HingeStone AI offers a paid Discovery Audit as an entry point, followed by project-based builds or ongoing monthly retainers depending on scope. Retainers for ongoing AI integration development, maintenance, and advisory typically start from a few thousand dollars per month. Every engagement begins with a clear scope of work so you know exactly what you're paying for. There are no hidden fees, and out-of-scope requests are handled transparently through change orders.

AI can automate virtually any report that currently requires someone to pull data from multiple sources and compile it manually. Common examples include board reports and executive summaries, ministerial briefs and departmental updates, compliance and regulatory documentation, operational KPI dashboards, client deliverables and consulting reports, financial summaries, inventory and supply chain reports, and WHS compliance documentation. The AI pulls data directly from your systems, structures it according to your templates, and can deliver finished documents on a schedule or on demand.

Data security is foundational to every integration HingeStone AI builds. MCP servers run within your own infrastructure or trusted cloud environments — your data is not uploaded to third-party training datasets. We implement role-based access controls, encrypted connections, and audit logging as standard practice. For government clients, all solutions are designed to meet relevant security frameworks including the Australian Government Information Security Manual (ISM) and Essential Eight. Our team includes infrastructure engineers with extensive experience managing enterprise networks and production security.

Yes — this is one of the highest-value applications we build. If you're a consultant spending hours compiling data into client reports, AI can dramatically reduce that burden. We build pipelines that pull data from your sources, apply your report templates and formatting standards, generate draft reports with analysis and recommendations, and deliver them ready for your review. This lets consultants focus on high-value advisory work rather than data wrangling and document formatting.

No. The whole point is that you interact with your systems using plain English. Once an MCP server or automation pipeline is built and deployed, you use it by asking questions or triggering workflows in natural language. There is no coding required on your end. HingeStone AI provides documentation and onboarding so your team is comfortable and productive from day one.

HingeStone AI works across industries and sectors, with particular depth in government, manufacturing, agriculture, beverage production, professional services, consulting firms, and registered clubs and associations. We serve clients across New South Wales, Victoria, Queensland, and the Australian Capital Territory. The common thread is organisations with existing operational systems and data that are underutilised — where connecting AI to what you already have unlocks significant value without requiring a technology overhaul.

Yes — legacy system integration is one of our core strengths. Many government departments run critical systems on older platforms — legacy databases, on-premise servers, proprietary software with limited APIs. HingeStone AI builds MCP servers and integration layers that connect AI to these systems without requiring migration or replacement. Our team has hands-on experience with legacy ERP systems, SQL Server environments dating back decades, and hybrid on-premise and cloud architectures. We bring AI to your existing systems rather than requiring you to bring your data to a new platform.

Yes — this is one of the most critical problems we solve. Many organisations are running mission-critical systems built on mainframes, AS/400, COBOL, RPG, or other legacy platforms where the original engineers have retired or are no longer available. The systems work, but nobody fully understands them, and everyone is afraid to touch them. HingeStone AI uses AI-powered code analysis to reverse engineer these systems — mapping business logic, data flows, and dependencies — then builds modern equivalents or integration layers on top. We can modernise incrementally by wrapping legacy systems in modern APIs, or execute full migrations to modern platforms, depending on your risk tolerance and timeline.

We work with virtually any legacy platform, including IBM mainframes, AS/400 and iSeries, COBOL and RPG codebases, FoxPro, dBASE, legacy SQL Server environments, proprietary ERP and industry-specific software, on-premise file servers and document management systems, and custom-built systems with no documentation. If your system is old, undocumented, and critical to your operations, that is exactly the kind of problem we specialise in.

A typical Discovery Audit takes one to two weeks. From there, an initial MCP server or automation build usually takes four to eight weeks depending on the complexity of your systems and the number of data sources involved. Simpler automations like report generation pipelines can often be delivered in two to four weeks. Every project receives a clear timeline during the scoping phase.

Most AI consulting firms sell strategy decks and proof-of-concept demos that never make it to production. HingeStone AI is a team of infrastructure engineers who build and ship production systems. The focus is on practical, working integrations that connect AI to your actual systems — not theoretical frameworks or chatbot wrappers. Every deliverable is production-grade, maintainable code that runs in your environment and solves a specific operational problem.

Get in Touch

Start with a conversation

Tell us about your organisation and what you're looking to automate. We'll respond within one business day to schedule a discovery call.

We read every enquiry personally and respond within one business day.

We respond within one business day · Evenings & weekends by arrangement

No obligation · No hard sell
A straightforward first conversation.

What happens next

After you submit your enquiry, our team reviews your details and responds within one business day to schedule a discovery call at a time that works for you. The initial call is focused and no-obligation — we'll discuss your current systems, identify quick wins, and determine whether there's a good fit.

Flexible Scheduling

We work with clients across time zones and schedules. Consultations are available evenings and weekends by arrangement, and our working model supports async communication — send requirements when it suits you, and deliverables arrive on schedule.

Clear Scope, No Surprises

Every engagement starts with a defined scope of work. You'll know exactly what you're getting, what it costs, and when it'll be delivered. Out-of-scope requests are handled through transparent change orders.

Typical response · within 24 hours