AI Engineering
AI Engineering
Build AI into your business with our fractional engineers
Build AI into your business with our fractional engineers
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.
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.
250+ companies scale with Halcrow’s fractional teams
Clutch.co
4.8 Stars
Clutch.co
4.8 Stars
Clutch.co
4.8 Stars
Artificial Intelligence people to partner with your team
Master everyday English basics.
Artificial Intelligence people to partner with your team
Master everyday English basics.
Artificial Intelligence people to partner with your team
Master everyday English basics.
Essentials
Learn Like a Pro
Learn Like a Pro
[object Object] lessons
undefined lessons
A1 – A2
undefined lessons
2 Weeks
Essentials
Learn Like a Pro
Learn Like a Pro
[object Object] lessons
undefined lessons
A1 – A2
undefined lessons
2 Weeks
Essentials
Learn Like a Pro
Learn Like a Pro
[object Object] lessons
undefined lessons
A1 – A2
undefined lessons
2 Weeks
What we deliver
Sharp models, clean pipelines, and AI that earns its place inside your business.
Use case scoring and systems mapping
Use case scoring and systems mapping
Use case scoring and systems mapping
Feature engineering from live business data
Feature engineering from live business data
Feature engineering from live business data
Custom model deployment and tuning
Custom model deployment and tuning
Custom model deployment and tuning
LLM setup with retrieval and role controls
LLM setup with retrieval and role controls
LLM setup with retrieval and role controls
Feedback, monitoring, and result explainability
Feedback, monitoring, and result explainability
Feedback, monitoring, and result explainability
Frontend or workflow integration
Frontend or workflow integration
Frontend or workflow integration
Our AI Engineering Team
Whether you need a fractional AI lead or a full team of specialists, we embed intelligence into your workflows.
AI Engineers
Data Analysts
Data Scientists
AI Engineers
The machine learning expert, building intelligent systems that empower businesses with data-driven automation and insights.
$
Enquire
Day rate ex. GST
What they do
Development of intelligent systems using machine learning
Enhancement of business processes through data-driven automation
Delivery of actionable insights for strategic decision-making
How they help
Empower businesses with enhanced automation and efficiency
Provide deep insights to drive competitive advantage
Support innovative solutions to complex business challenges
AI Engineers
Data Analysts
Data Scientists
AI Engineers
The machine learning expert, building intelligent systems that empower businesses with data-driven automation and insights.
$
Enquire
Day rate ex. GST
What they do
Development of intelligent systems using machine learning
Enhancement of business processes through data-driven automation
Delivery of actionable insights for strategic decision-making
How they help
Empower businesses with enhanced automation and efficiency
Provide deep insights to drive competitive advantage
Support innovative solutions to complex business challenges
AI Engineers
Data Analysts
Data Scientists
AI Engineers
The machine learning expert, building intelligent systems that empower businesses with data-driven automation and insights.
$
Enquire
Day rate ex. GST
What they do
Development of intelligent systems using machine learning
Enhancement of business processes through data-driven automation
Delivery of actionable insights for strategic decision-making
How they help
Empower businesses with enhanced automation and efficiency
Provide deep insights to drive competitive advantage
Support innovative solutions to complex business challenges
We’ve got the credentials—and
the experience to prove it
Strategy’s only as good as your sources. We build ours on platforms used by top performers.
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.
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.
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.
We’ve got the credentials—and
the experience to prove it
Strategy’s only as good as your sources. We build ours on platforms used by top performers.
Azure Partner
We implement Azure-hosted models, vector databases, and LLMs with integrated access control.
Databricks Partner
We deploy models and manage ML workflows in Databricks for teams scaling beyond notebooks.
Snowflake Partner
We orchestrate LLM-ready data pipelines and embedding stores directly within Snowflake.
Customers love Halcrow
Over one million engineering hours delivered to Australia's entrepreneurs and intrapreneurs
Over one million engineering hours delivered to Australia's entrepreneurs and intrapreneurs
Over one million engineering hours delivered to Australia's entrepreneurs and intrapreneurs
Our people
Fractional for you and all-in for us
Our people
Fractional for you and all-in for us
Our people
Fractional for you and all-in for us
Our Roadmap
How we work
We start with your systems, not a prompt
We start with your systems, not a prompt
We start with your systems, not a prompt
We ship working endpoints, not notebooks
We ship working endpoints, not notebooks
We ship working endpoints, not notebooks
We build for visibility
We build for visibility
We build for visibility
We keep the ownership with you
We keep the ownership with you
We keep the ownership with you
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.
Curious about how we approach AI? Ask us anything.
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 capabilities
Why Halcrow
Why Halcrow
Building systems that learn and earn their place.
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
Become unrestrained
1
No skill gaps
Get senior specialists and every capability under one roof.
Senior specialists who deliver first-time-right outcomes 9 tech capabilities for end-to-end delivery Ready to embed in days, not weeks
2
No waiting or hiring
3
No bloated headcount
Become unrestrained
1
No skill gaps
Get senior specialists and every capability under one roof.
Senior specialists who deliver first-time-right outcomes 9 tech capabilities for end-to-end delivery Ready to embed in days, not weeks
2
No waiting or hiring
3
No bloated headcount
Become unrestrained
1
No skill gaps
Get senior specialists and every capability under one roof.
Senior specialists who deliver first-time-right outcomes 9 tech capabilities for end-to-end delivery Ready to embed in days, not weeks
2
No waiting or hiring
3
No bloated headcount
Frequently asked questions
Do I need to have an existing AI team to work with Halcrow?
Do I need to have an existing AI team to work with Halcrow?
Do I need to have an existing AI team to work with Halcrow?
How quickly can I test an AI use case?
How quickly can I test an AI use case?
How quickly can I test an AI use case?
Can Halcrow integrate AI into my existing systems?
Can Halcrow integrate AI into my existing systems?
Can Halcrow integrate AI into my existing systems?
What if I’m unsure where AI could create value?
What if I’m unsure where AI could create value?
What if I’m unsure where AI could create value?
How do you ensure AI projects don’t become sunk costs?
How do you ensure AI projects don’t become sunk costs?
How do you ensure AI projects don’t become sunk costs?
What makes Halcrow’s AI approach unique?
What makes Halcrow’s AI approach unique?
What makes Halcrow’s AI approach unique?
Form your team
Let’s clean up, level up, or launch what’s next—together.
1
Align on your objectives
2
We'll form your team
3
Start
Looking forward to meeting you!
Best regards,
Sam Halcrow
“Halcrow is everything we want in a partner. They understand our needs, work as if they own the product, and come up with innovative solutions quickly.”
Malaz Majanni, CEO OnePath
The next era of tech work is fluid: fractional talent and blended capabilities that scale up or down as business needs change.
Form your team
Let’s clean up, level up, or launch what’s next—together.
1
Align on your objectives
2
We'll form your team
3
Start
Looking forward to meeting you!
Best regards,
Sam Halcrow
“Halcrow is everything we want in a partner. They understand our needs, work as if they own the product, and come up with innovative solutions quickly.”
Malaz Majanni, CEO OnePath
The next era of tech work is fluid: fractional talent and blended capabilities that scale up or down as business needs change.
Form your team
Let’s clean up, level up, or launch what’s next—together.
1
Align on your objectives
2
We'll form your team
3
Start
Looking forward to meeting you!
Best regards,
Sam Halcrow
“Halcrow is everything we want in a partner. They understand our needs, work as if they own the product, and come up with innovative solutions quickly.”
Malaz Majanni, CEO OnePath
The next era of tech work is fluid: fractional talent and blended capabilities that scale up or down as business needs change.