INNOVAREModule 11 · AI-Driven Innovation and Emerging Technologies

Case 5: Eight Technologies, Reality-Checked

The eight emerging technologies, sorted into real, frontier, and marketing — and why ‘AI as infrastructure’ is a frontier, not yet a foundation.

August 2026 · Case 5 of 6
As you read — hold this question

When a vendor says a technology is ‘the future’, how do you tell a genuine frontier from a slogan on something old?

3
already real — explainable AI, AI-augmented robotics, cognitive assistants
3
genuine frontier — AGI, neuromorphic chips, quantum AI / 6G
2
mostly marketing — ‘autonomous supply chain’, ‘predictive ethics’
The examinable core
The textbook version

Eight ‘future’ technologies, sorted honestly

Take the eight technologies everyone files under ‘the future’ and sort them into what is real, what is a genuine frontier, and what is mostly a slogan.

Real — here now
Explainable AI · AI-augmented robotics · cognitive AI assistants
Frontier — real but years off
Artificial general intelligence · neuromorphic (brain-inspired) chips · Quantum AI on 6G
Mostly marketing
The ‘autonomous supply chain’ · ‘predictive ethics’
Carry this

The sorting is the skill. Real: explainable AI, AI-augmented robotics, cognitive assistants. Frontier: AGI, neuromorphic chips, quantum AI/6G. Marketing: autonomous supply chain, predictive ethics.

Why the last two are slogans
The rest of the story

Naming the hype honestly

LabelWhat it really is
Autonomous supply chainA shiny name on optimisation we have done for years — operations research with a new coat of paint.
Predictive ethicsThe idea that software can pre-judge right from wrong before anything happens. It is not really a field at all.
Framework hole — the ‘infrastructure’ claim
There is a bold claim that AI is becoming infrastructure — the ground everything is built on. Hold it at arm’s length: these are early days, the models shift month to month, and building foundations on something this fluid is its own risk. Notice the example that genuinely dazzles — AlphaFold — was a small specialist model, not a giant chatbot. A frontier, not yet a foundation.
The lesson
The other side

What to trust today, what to watch

The sorting is not pedantry. It tells you where to spend attention and money now (the real three), where to keep half an eye (the frontier three), and where to discount the pitch (the two slogans).

The other side

‘It’s the future’ is not a category. Ask of any emerging tech: is it working today, a genuine frontier, or a label on something old?

Quick recall — without looking back

Test yourself on this case

Question 1 of 3

Sort the eight technologies into the three buckets.

Real: explainable AI, AI-augmented robotics, cognitive assistants. Frontier: AGI, neuromorphic chips, quantum AI/6G. Marketing: autonomous supply chain, predictive ethics.
Question 2 of 3

Why is ‘predictive ethics’ called a slogan?

Because pre-judging right from wrong before anything happens is not really a field; the ‘autonomous supply chain’ is likewise optimisation we have done for years, renamed.
Question 3 of 3

What is the honest response to ‘AI is infrastructure’?

Treat it as a frontier, not a foundation — the models shift monthly, and the example that dazzles (AlphaFold) was a small specialist model, not a giant chatbot.

Module 11 Video

Module 11 · AI-Driven Innovation & Emerging Technologies

Sources

Module content
BUSN9049 Module 11 — emerging AI technologies. Flinders University, 2026.
Frontier survey
OpenAI, DeepMind, NVIDIA, Microsoft (2024–25) — the AI-frontier framing.
Author classification
Author's real / frontier / marketing sorting of the eight emerging technologies.