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AGuyIKnow Sets Benchmark for Ethical and Transparent AI Use as Enterprise Expectations Rise

ByEthan Lin

Jan 29, 2026

As artificial intelligence becomes embedded in everyday business, the focus is shifting from what AI can do to how it is used, how openly it is disclosed, and whether organisations can trust the systems they deploy.

Technology consultancy AGuyIKnow has formally articulated its position on ethical and transparent AI use, reinforcing its commitment to human-led design, clear disclosure, and responsible deployment of generative AI across learning, content creation, and organisational change.

“AI capability is accelerating rapidly, but trust is catching up just as quickly,” said AGuyIKnow. “The difference between value and risk doesn’t lie in the technology itself, but in the intent, skill, and transparency of the people using it.”

AI was never humans or machines

AGuyIKnow is deliberately moving away from the common narrative that positions AI as a replacement for human capability. Instead, the organisation views AI as a powerful tool that delivers the best outcomes when used in skilled, governed hands.

“In skilled hands, AI amplifies expertise, sharpens thinking, and supports better decisions,” the company said. “Without proper governance, it can just as easily produce confident-sounding outputs without accountability.”

This philosophy underpins AGuyIKnow’s approach to AI adoption: human-led design supported by AI, not the other way around.

Transparency becomes a present-day expectation

Global expectations around AI disclosure and governance are tightening, with regulatory frameworks emerging across the European Union, China, India, and increasing signals in Australia. At the same time, enterprise clients are raising the bar, seeking greater explainability, provenance, and accountability from AI-enabled solutions.

“The era of ‘black box’ AI is closing,” AGuyIKnow said. “Organisations want to understand how outputs were created, where AI contributed, where human judgement led, and how responsibility is maintained.”

In response, AGuyIKnow made an early internal decision: if AI plays a meaningful role in creating something, it will be clearly labelled.

“This isn’t about compliance,” the company noted. “It’s about trust.”

Supporting clarity through shared language

One of the ongoing challenges in AI governance is that AI usage is rarely binary. Most modern content exists somewhere between fully human-created and fully AI-generated.

To address this, AGuyIKnow recognises the importance of the AI Usage Classification (AIUC) framework developed by AIUC Global, which provides clear, practical categories for describing how AI is used in content creation:

  • AI-Free
  • Human-Led
  • Co-Created
  • AI-Led
  • AI-Generated

“The strength of AIUC lies in its simplicity,” AGuyIKnow said. “It doesn’t judge how AI is used – it simply clarifies how it was used. That shared language enables more honest conversations, stronger governance, and greater trust.”

Putting principles into practice

AGuyIKnow recently released a GenAI Christmas video that combined human storytelling with AI-supported elements. Rather than glossing over the creation process, the organisation chose to be explicit about how AI was involved.

The content has since been officially classified as Human–AI Co-Created under the AIUC framework.

“This wasn’t a marketing exercise,” the company said. “It was a practical demonstration that transparency can work in real-world creative output without slowing innovation or diluting creativity.”

Setting the standard, not chasing it

While many organisations are racing to claim AI credentials, AGuyIKnow is taking a different approach: building credibility through clarity.

“Industry leadership in AI isn’t about using the biggest model or the most tools,” the company said. “It’s about being trusted to deploy AI safely, transparently, and effectively – particularly in environments where learning, change, and human behaviour matter.”

As AI adoption accelerates, AGuyIKnow expects ethical use and disclosure to become standard expectations rather than differentiators.

“We’re proud to help shape that future,” the company said, “not by waiting for rules to be imposed, but by modelling the standards we believe the industry needs.”

About AGuyIKnow

AGuyIKnow is a technology consultancy specialising in learning, change, and digital adoption. The company focuses on human-centred design, enterprise transformation, and the responsible use of emerging technologies to help organisations build capability that lasts.

AI Usage Classification:

This press release has been classified as Human Led by AIUC framework. This artefact was originally created by a person, with AI used only for minor edits such as spelling, grammar, tone fixes, or small adjustments that didn’t change the original intent.

For more information about AGuyIKnow, use the contact details below:

Ethan Lin

One of the founding members of DMR, Ethan, expertly juggles his dual roles as the chief editor and the tech guru. Since the inception of the site, he has been the driving force behind its technological advancement while ensuring editorial excellence. When he finally steps away from his trusty laptop, he spend his time on the badminton court polishing his not-so-impressive shuttlecock game.

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