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Field Notes, sourced research

Most AI advice is vibes, this is the data

Short, fully sourced research briefs on the AI questions Australian businesses actually face. Every important number is traced to its source, its status is clear, and the practical implication is written plainly.

No vendor spin, no recycled statistics, just research you can check.

The library

Five more published briefs

Research you can inspect before you trust it

Each brief shows its subject, review date, source count and primary finding before you open it.

Cyber security7 minute read, reviewed August 2026

AI cyber attacks in Australia: the 2026 data

Attackers still want passwords and valuable data. AI helps them find weak points, write malware and move through a compromised system faster.

Primary finding92%

of small businesses hold sensitive data

Primary sources ASD, auDA, QBE, Anthropic, Google, Microsoft

Read the brief
Security6 minute read, reviewed August 2026

Vibe coded app security data for 2026

Veracode found models introduced a known flaw in 45% of tested generation tasks. Its July 2026 report shows security still trails function.

Primary finding45%

of tested generation tasks introduced a known flaw

Primary sources Veracode, GitGuardian, Snyk, Stanford, OWASP

Read the brief
AI governance6 minute read, reviewed June 2026

AI Governance in Australia: the 2026 data

The privacy and AI rules now landing in Australia, what they mean for businesses that handle customer data, and the numbers behind the new regime.

Primary finding532

breaches notified to the OAIC in H1 2025

Primary sources OAIC, Privacy Act reform, DTA, WA PRIS

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Shadow AI6 minute read, reviewed June 2026

Shadow AI in Australian Workplaces: the 2026 data

Most staff already use AI at work, often on personal accounts with company data, and most employers cannot see it. The scale, inputs and cost of shadow AI.

Primary finding78%

of AI users bring their own tools to work

Primary sources Microsoft, Cyberhaven, IBM, Jobs and Skills Australia, Josys

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AI strategy6 minute read, reviewed July 2026

Why Most Business AI Returns Nothing

Companies are spending billions on AI and getting almost nothing back. The research on why, how staff really use it, and what the few winners do differently.

Primary finding95%

of AI pilots show no measurable return

Primary sources MIT NANDA, Harvard Business Review, Stanford, BetterUp, Microsoft

Read the brief

On the desk

Next questions under review

AI automation ROI for Australian SMBs

Researching

The AI fraud bill for Australian business

Sourcing

When AI screens your job applicants

Queued

Want a brief on your sector? Suggest a topic. We research the questions clients ask first, then publish the useful evidence for everyone.

The standard

Research written to be used, not admired

The design stays quiet enough for the evidence to carry the argument.

Primary sources only

We quote the OAIC, Veracode, GitGuardian and peer grade research, never a recycled listicle of recycled listicles.

Cited line by line

Every figure links to its source and every brief carries a methodology note. Approximate numbers are marked as such.

Read for Australian SMBs

We use an Australian regulatory and operating lens, then turn the evidence into actions a smaller business can take.

The monthly brief

One useful question, fully sourced

We send about twelve emails a year. Each one gives you the evidence behind an AI decision your business is probably already making.

Act on the evidence

Reading the data is the first step. Making it useful is our work

We translate the research into a practical, proportionate plan for your systems, people and risk.
Perth based, available nationally, with senior delivery