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The magic behind AI tax research
Elfworks Perspectives | Insights on how Elfworks delivers professional grade research. Your expertise applied where it matters most.
Mar 42 min read


Is the answer in the head of someone you work with?
When I was a tax grad, our firm ran a quarterly cross‑practice “Tax Ideas” session. It started with energy: a rotating roster of partners and managers from different business lines would present their latest insights from private group and corporate tax work. By quarter three, the wheels got wobbly. Preparation time became an issue, diaries filled, and the rotation quietly stalled. Everyone retreated to their natural knowledge habitat: the partner’s brain and the direct repor
Feb 182 min read


Your Industry Body asks you “Are you using AI?”. Your response…
The intersection of artificial intelligence and professional standards isn't just coming – it's here, and it's complex. If you haven't been asked about your AI usage yet by your industry body, you will be soon. The accounting profession is grappling with how to harness AI's transformative potential while maintaining the ethical standards and compliance obligations that define our profession. Over the past couple of years, our three major accounting bodies – CA ANZ, CPA Austra
Feb 114 min read


A New Year: The Evolution of Elfworks Advice for 2026
Welcome back! I hope you had the chance to re-charge over the summer break for the challenges and opportunities 2026 is sure to bring. Over the summer break, we didn’t just hang up our hats. We've been busy refining our Advice feature to further enhance accuracy and to make the review of output easier. While the core the process Elfworks remains the same we’ve introduced a number of key refinements outlined below. Refining the Advice Input Increased Analytical Depth: Elfwor
Feb 32 min read


Harnessing AI in the Australian Accounting Sector: Overcoming Bias for Better Client Advice
The Role of AI in Modern Accounting The rapid ascent of Artificial Intelligence (AI) is transforming industries globally, and the Australian accounting sector is no exception. From automating routine tasks to aiding complex financial analysis, AI promises to be an indispensable tool for practitioners advising their clients. However, to truly harness its power effectively and ethically, we must first confront a fundamental challenge: bias in AI models. Understanding Bias in AI
Nov 27, 20253 min read


Nov 12, 20250 min read


AI model bias – The danger and the treatment.
“Human beings are poor examiners, subject to superstition, bias, prejudice, and a profound tendency to see that they want to see rather than what is really there.” - M. Scott Peck The quote above applies equally to Ai models as it does to their human creators. Knowledge of human bias (and human error) is so well ingrained that our professional disciplines have inbuilt checks and balances against bias and error; think the peer review scientific process and the multi-tier revie
Oct 30, 20253 min read


AI Adoption – Working with a lying sycophant
It sounds harsh but bear with me. A person who fabricates information to please might be called a “sycophant” or a “yes man”. A person who makes things up is typically known as a “liar” or “fantasist”. Every major AI model on the market exhibits the traits of a lying sycophant. That’s the bad news. The good news is they have tremendous potential, they are open to feedback and, when instructed well, can deliver great outcomes. If you are a leader in an Australian Accounting fi
Oct 14, 20253 min read
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