Applied High Performance Computing & Supercomputing
INTJ Billing applies high-performance-computing and supercomputing
engineering principles directly to large-scale Melbourne transport
intelligence — processing SCATS and TIRTL datasets through chunked,
restart-safe analytical pipelines to produce traffic, freight,
infrastructure and network intelligence at city scale.
LocalHPC-inspired analytics on locally controlled infrastructure
Applied HPC in production
HPC methods powering Melbourne SCATS and TIRTL intelligence
High performance computing is not simply part of INTJ Billing's
historical technical background. HPC-inspired engineering is actively
used in the company's current transport-intelligence work to make very
large datasets computationally manageable, repeatable and publishable.
SCATS — 539+ billion movements
The Melbourne SCATS platform processes a cleaned long-duration archive
covering 2014–2026 and more than 539 billion cleaned vehicle movements.
Month-by-month chunking, staged DuckDB databases, recovery workflows
and deterministic aggregation make full-network analysis practical.
TIRTL adds more than 3.13 billion classified vehicle-movement records,
including more than 159.6 million classified truck movements. This
supports computational analysis of vehicle class, truck share,
direction, speed, freight corridors and heavy-vehicle exposure.
The two systems are combined analytically: SCATS provides the
long-term signalised-intersection and general traffic-pressure layer,
while TIRTL provides corridor, speed, classification and freight
intelligence. Together they support Melbourne-wide traffic and
freight-pressure analysis.
Applied HPC workflow
From public data to commercial intelligence
This diagram shows the practical computing pipeline behind the SCATS and
TIRTL intelligence work. Large public transport datasets are collected,
cleaned and validated, divided into manageable computational chunks,
processed through resumable workflows, aggregated in DuckDB and converted
into reproducible public and commercial intelligence.
The applied computing workflow used to transform large SCATS and TIRTL
datasets into traffic, freight, mapping, reporting and decision-ready
intelligence. Click the diagram to open the full-size version.
Why this demonstrates applied HPC:
the analytical work is structured around workload decomposition,
restart-safe processing, controlled resource use, large database
aggregation and reproducible computational outputs. The public webpage
is the final presentation layer; the substantive work occurs in the
underlying data-engineering and computation pipeline.
Australian digital infrastructure assets
Australian Supercomputing & HPC Domain Assets
INTJ Billing Pty Ltd owns and operates
supercomputing.com.au and
highperformancecomputing.com.au.
The domains are maintained as long-term Australian technology
assets connected directly with INTJ Billing's work in applied
high-performance computing, large-scale data processing,
computational engineering and transport intelligence.
Their current use is grounded in real computational workloads:
large SCATS and TIRTL datasets, workload decomposition,
restart-safe processing, database aggregation and reproducible
analytical pipelines. Their future relevance may extend into
the increasingly convergent fields of artificial intelligence,
GPU computing, data-centre infrastructure, scientific computing,
sovereign compute and large-scale data analytics.
A concise Australian identity for supercomputing and
computational technology. Today it provides a descriptive
entry point to INTJ Billing's applied HPC work. Over time it
may support a broader Australian supercomputing, AI-compute
or computational-infrastructure presence.
Potential applications
Australian supercomputing information and analysis
The full industry term for high-performance computing in an
Australian commercial domain. It complements
supercomputing.com.au while providing an exact descriptive
identity for HPC engineering, infrastructure, software,
analytics and associated services.
Potential applications
High-performance-computing engineering services
Performance analysis and benchmarking
Parallel and distributed computing
Large-scale data engineering
GPU and accelerator workloads
HPC software and workflow engineering
Research and industry collaboration
Why the category matters
Australia's expanding AI and compute infrastructure opportunity
The relationship between high-performance computing,
artificial intelligence and data-centre infrastructure is
becoming increasingly important. Modern AI systems depend on
large amounts of compute, high-speed data movement, accelerated
processors, storage and infrastructure engineering — many of
the same disciplines that have long underpinned HPC.
A$10B
Australian data-centre investment attracted during 2024,
according to Australia's National AI Plan.
#2 globally
Australia ranked second after the United States as a
data-centre investment destination in 2024.
>A$100B
Announced Australian data-centre investment plans between
2023 and 2025 could scale beyond A$100 billion.
AI at scale
Australia's National AI Plan identifies high-quality
compute infrastructure and robust digital connectivity
as critical to supporting AI at scale.
Long-term optionality
From transport computation to broader Australian compute
INTJ Billing's present application of HPC principles is
transport intelligence, but the underlying computational
disciplines are transferable. The domains create room for
future activity wherever large-scale computing, data and
infrastructure intersect.
AI & GPU compute
Australian data centres
Sovereign compute capability
Scientific computing
Computational engineering
Large-scale analytics
HPC infrastructure
Technical intelligence
As computation becomes increasingly important infrastructure,
descriptive Australian identities around supercomputing and
high-performance computing may become increasingly strategically
useful. INTJ Billing intends to retain, develop and apply these
domains in areas where large-scale computing can produce useful
real-world outcomes.
Strategic acquisition enquiries
Available to the right strategic buyer
INTJ Billing Pty Ltd welcomes serious approaches concerning
supercomputing.com.au and
highperformancecomputing.com.au from established
organisations operating in high-performance computing, artificial
intelligence, GPU infrastructure, cloud computing, scientific
computing, Australian data centres and related digital infrastructure.
The domains are active technology assets associated with genuine
applied HPC work rather than passive parked names. INTJ Billing is
prepared to consider an acquisition, strategic partnership or other
substantial commercial proposal where the organisation, intended use
and value are a strong fit.
Serious proposals invited
INTJ Billing is the current registrant and operator of both
Australian domain names.
References to potential applications and strategic relevance are
forward-looking examples of possible uses and are not financial
valuations or representations of future domain-name value.
Computational engineering
Why this is genuinely an HPC-style workload
The challenge is not simply displaying charts. The computational problem
is transforming extremely large, imperfect transport archives into
cleaned, deduplicated, queryable and reproducible analytical datasets.
The processing architecture applies techniques associated with
high-performance and large-scale computing: workload partitioning,
controlled memory use, disk-backed analytical execution, resumable
processing, staged databases, long-running deterministic workflows,
performance measurement and automated generation of downstream outputs.
Rather than requiring every calculation to fit into memory at once,
workloads are divided into manageable units such as months, sites,
dates and analytical dimensions. Intermediate state is retained so
expensive workflows can resume rather than restart from the beginning.
This allows institutional-scale data-engineering ideas to be applied
efficiently using locally controlled computing infrastructure.
End-to-end architecture
From raw transport data to published intelligence
The SCATS and TIRTL platforms operate as staged computational pipelines
rather than simple dashboards.
1 · Ingest & stage
Raw SCATS archives and TIRTL corridor records are loaded into
structured analytical storage using automated Python and DuckDB
workflows.
2 · Recover & clean
Failed or incomplete source loads can be recovered separately.
Sentinel values, structural problems and data-quality issues are
identified before the analytical layer is created.
3 · Deduplicate & validate
A consistent cleaned analytical layer supports repeatable city-scale
querying rather than repeatedly interpreting raw source files.
Computational results are transformed into charts, rankings,
animations, interactive maps and geographically meaningful evidence.
6 · Publish
Validated outputs become public Melbourne transport-intelligence
resources suitable for research, planning, journalism, government,
industry and commercial analysis.
Technical foundation & experience
High-performance computing experience behind the current work
INTJ Billing's current computational work builds on experience
with high-performance computing, supercomputing, Linux compute
infrastructure, scientific and engineering computing, CFD and
large-scale data analysis.
The underlying engineering disciplines remain directly useful:
decomposing demanding workloads, processing large volumes of
information, managing compute and storage resources, automating
repeatable analysis and turning complex technical data into
reproducible outputs.
Those principles are now applied to Melbourne transport,
freight and infrastructure intelligence, where long-duration
datasets and city-scale analytical workloads require many of
the same approaches to scale, reliability and computational
efficiency.
INTJ Billing beyond HPC
Broader businesses and infrastructure activity
INTJ Billing now applies its technical capability to businesses and
information assets where computation, infrastructure and real-world
operations intersect.
Melbourne Transport Intelligence
Long-term traffic, freight and road-network datasets transformed
into practical public and commercial intelligence.
West Gate Bridge Live
Live infrastructure media providing a contemporary view of one of
Melbourne's most important transport corridors.
Commercial Operations
Technology-supported physical operations including Spotswood
Trailers and related commercial assets.
INTJ Billing Pty Ltd
Technology, transport intelligence and real-world operations from
Spotswood, Victoria.