AI
Your data's smarter twin
We help you scope, validate, and embed AI models that automate your workflows, accelerate analysis, and power new product capabilities—all using real-world data.
This isn’t just your business.
It’s your legacy.
What we deliver
Sharp models, clean pipelines, and AI that earns its place inside your business.
Use case scoring and systems mapping
We assess where AI can give you speed, pattern recognition, or control—and where it shouldn’t be used.
Use case scoring and systems mapping
We assess where AI can give you speed, pattern recognition, or control—and where it shouldn’t be used.
Use case scoring and systems mapping
We assess where AI can give you speed, pattern recognition, or control—and where it shouldn’t be used.
Feature engineering from live business data
We clean, structure, and transform usage logs, transactions, events, or content into features ready for training.
Feature engineering from live business data
We clean, structure, and transform usage logs, transactions, events, or content into features ready for training.
Feature engineering from live business data
We clean, structure, and transform usage logs, transactions, events, or content into features ready for training.
Custom model deployment and tuning
Classification, prediction, clustering or embeddings—built in Python, containerised, and integrated through real interfaces.
Custom model deployment and tuning
Classification, prediction, clustering or embeddings—built in Python, containerised, and integrated through real interfaces.
Custom model deployment and tuning
Classification, prediction, clustering or embeddings—built in Python, containerised, and integrated through real interfaces.
LLM setup with retrieval and role controls
Use GPT-style models in ways that are scoped, monitored, and relevant to your data and domain.
LLM setup with retrieval and role controls
Use GPT-style models in ways that are scoped, monitored, and relevant to your data and domain.
LLM setup with retrieval and role controls
Use GPT-style models in ways that are scoped, monitored, and relevant to your data and domain.
Feedback, monitoring, and result explainability
We don’t disappear after deployment—we give you logs, labels, and clarity around what the model’s doing.
Feedback, monitoring, and result explainability
We don’t disappear after deployment—we give you logs, labels, and clarity around what the model’s doing.
Feedback, monitoring, and result explainability
We don’t disappear after deployment—we give you logs, labels, and clarity around what the model’s doing.
Frontend or workflow integration
The model doesn’t just “exist”—we embed it inside your product, platform, or tool where work actually happens.
Frontend or workflow integration
The model doesn’t just “exist”—we embed it inside your product, platform, or tool where work actually happens.
Frontend or workflow integration
The model doesn’t just “exist”—we embed it inside your product, platform, or tool where work actually happens.
We’ve got the credentials—and
the experience to prove it
We build AI on infrastructure trusted by fast-moving companies and critical systems.
Azure Partner
We implement Azure-hosted models, vector databases, and LLMs with integrated access control.
Azure Partner
We implement Azure-hosted models, vector databases, and LLMs with integrated access control.
Azure Partner
We implement Azure-hosted models, vector databases, and LLMs with integrated access control.
Snowflake Partner
We orchestrate LLM-ready data pipelines and embedding stores directly within Snowflake.
Snowflake Partner
We orchestrate LLM-ready data pipelines and embedding stores directly within Snowflake.
Snowflake Partner
We orchestrate LLM-ready data pipelines and embedding stores directly within Snowflake.
Databricks Partner
We deploy models and manage ML workflows in Databricks for teams scaling beyond notebooks.
Databricks Partner
We deploy models and manage ML workflows in Databricks for teams scaling beyond notebooks.
Databricks Partner
We deploy models and manage ML workflows in Databricks for teams scaling beyond notebooks.
Customers love Halcrow
Over one million engineering hours delivered to Australia's mid-market entrepreneurs and intrapreneurs
Over one million engineering hours delivered to Australia's mid-market entrepreneurs and intrapreneurs
Over one million engineering hours delivered to Australia's mid-market entrepreneurs and intrapreneurs
OUR CULTURE
OUR CULTURE
This is where good
work gets done
This is where good
work gets done
We only hire great minds who treat your ambition as their own—a culture that’s just been recognised with the Best Workplaces in Technology award.
We only hire great minds who treat your ambition as their own—a culture that’s just been recognised with the Best Workplaces in Technology award.
Our Roadmap
How we work
We start with your systems, not a prompt
We work backwards from your data, users, and workflows instead of a sandboxed demo.
We start with your systems, not a prompt
We work backwards from your data, users, and workflows instead of a sandboxed demo.
We start with your systems, not a prompt
We work backwards from your data, users, and workflows instead of a sandboxed demo.
We ship working endpoints, not notebooks
Your model will live in a container, run through real APIs, and plug into your stack.
We ship working endpoints, not notebooks
Your model will live in a container, run through real APIs, and plug into your stack.
We ship working endpoints, not notebooks
Your model will live in a container, run through real APIs, and plug into your stack.
We build for visibility
You’ll know what the model is doing, what it’s learning from, and how to improve it over time.
We build for visibility
You’ll know what the model is doing, what it’s learning from, and how to improve it over time.
We build for visibility
You’ll know what the model is doing, what it’s learning from, and how to improve it over time.
We keep the ownership with you
Our work is open, documented, and built for handover—not a lock-in you’ll regret later.
We keep the ownership with you
Our work is open, documented, and built for handover—not a lock-in you’ll regret later.
We keep the ownership with you
Our work is open, documented, and built for handover—not a lock-in you’ll regret later.
Optional Add-Ons
Vector store setup
Add semantic search and content-aware querying to your product or platform.
Vector store setup
Add semantic search and content-aware querying to your product or platform.
Vector store setup
Add semantic search and content-aware querying to your product or platform.
Prompt and token performance audit
Make sure your LLM use isn’t leaking cost or outputting junk.
Prompt and token performance audit
Make sure your LLM use isn’t leaking cost or outputting junk.
Prompt and token performance audit
Make sure your LLM use isn’t leaking cost or outputting junk.
Internal copilots for specific teams
Scoped agents built on your internal knowledge base, with strict access controls and context windows.
Internal copilots for specific teams
Scoped agents built on your internal knowledge base, with strict access controls and context windows.
Internal copilots for specific teams
Scoped agents built on your internal knowledge base, with strict access controls and context windows.
Have questions about how our AI service works? Let’s talk it through.
TESTIMONIAL
TESTIMONIAL
TESTIMONIAL
“The team at Halcrow operates as a trusted partner at every stage of delivery. They’re pivotal in bringing engineering maturity to coordinate and execute large, complex projects.”
“The team at Halcrow operates as a trusted partner at every stage of delivery. They’re pivotal in bringing engineering maturity to coordinate and execute large, complex projects.”
“The team at Halcrow operates as a trusted partner at every stage of delivery. They’re pivotal in bringing engineering maturity to coordinate and execute large, complex projects.”
Arun Prasad
Founder, AIWhispr
Founder, AIWhispr
Founder, AIWhispr
Real outcomes from AI done properly
Our AI is live, integrated, and delivering results—not sitting in a repo.
Results
Automated 70% of support replies with embedded LLM logic and confidence-based approval flows
Results
Built lead scoring from product usage logs—lifted outbound conversion by 19% in under 6 weeks
Results
Replaced manual QA tagging with classification model, saving $180K/year in headcount cost
Tools and technologies we use
Data platforms for AI
Cloud AI and compute
AI-enabled platforms
Relevant frameworks and languages
Relevant frameworks and languages
Related services
Why Halcrow
Building systems that learn and earn their place.
01
We know where AI fits—and where it doesn’t
You won’t end up with a cool demo and no utility.
02
We plug into what you already have
03
We make performance visible and repeatable
04
We don’t hide behind IP walls or vague results
You own the logic, the infrastructure, and the outcome.
Let's find out if we're your unfair advantage
Let's find out if we're your unfair advantage
Let's find out if we're your unfair advantage
Frequently asked questions
What does Halcrow do?
What does Halcrow do?
What does Halcrow do?
How is Halcrow different from a software agency or consultancy?
How is Halcrow different from a software agency or consultancy?
How is Halcrow different from a software agency or consultancy?
Who does Halcrow work with?
Who does Halcrow work with?
Who does Halcrow work with?
Which industries does Halcrow support?
Which industries does Halcrow support?
Which industries does Halcrow support?
What is an embedded team model?
What is an embedded team model?
What is an embedded team model?
What if I don't know exactly what I need yet?
What if I don't know exactly what I need yet?
What if I don't know exactly what I need yet?