The Research Says This Footer Should Cost Us Trust. We Use It Anyway. — Altvina Altvina Insights

Published July 9, 2026 · Altvina Insights · 5 min read

The Research Says This Footer Should Cost Us Trust. We Use It Anyway.

Every article we publish discloses its AI assistance. This is the full ledger behind that choice.

At the bottom of this article sits a two-sentence footer: "This article was drafted with AI assistance and reviewed by Altvina's founders. We stand behind every word."

Every article we publish carries a disclosure like it. The exact wording has shifted as we refine it, and our short social posts do not each carry one. What holds is the substance: AI helped, a founder read it, and we stand behind it.

The research on sentences like that is not encouraging.

In 2025, the journal Organizational Behavior and Human Decision Processes published a set of thirteen experiments under the title "The Transparency Dilemma: How AI Disclosure Erodes Trust." The finding was consistent across all thirteen: people who disclose that they used AI are trusted less than people who say nothing. The penalty showed up across settings, from job applications to investment advice to routine workplace writing, and it held whether the disclosure was voluntary or required.

Audience research points the same way. Trusting News, working with researchers at the University of Minnesota and ten newsrooms, found that 94 percent of news consumers want to be told when AI was used in a story, and that 42 percent say a disclosure makes them less likely to trust it.

Put those together and the picture is plain. People want the sentence, and many trust you less for saying it. By the published evidence, our footer is a bad trade. We read the research and kept the footer anyway, and I want to lay out the whole ledger of why.

Why we pay it

The short version: we would rather be trusted accurately than trusted more.

Our position does not move with the news cycle: be transparent about the strengths of AI and about its weaknesses, in the same breath. A disclosure we would quietly drop the moment it cost us something would be theater, not transparency. The cost has now been measured and published, and the footer stays. We will not claim the trade is free, because the evidence says it is not. We accepted a documented cost, and the rest of this essay is what we got for it.

What the assistance actually covers

In our shop, AI may assist with research, draft creation, data analysis, process automation, administrative work, and information synthesis. That is the working list, and it is real work. "Drafted with AI assistance" means what it says.

Humans remain responsible for strategic business decisions, final recommendations, critical judgment calls, client guidance, ethical considerations, relationship management, and accountability. That list does not move, whatever the tools learn to do next.

The principle underneath both lists is simple to state. We do not believe AI should operate without meaningful human review when outcomes materially affect people, organizations, or livelihoods. So we keep a human in the loop for important decisions and high-impact deliverables. The footer's second clause, "reviewed by Altvina's founders," is that principle printed where you can check it.

The failures behind the rule

The rule did not come from a whitepaper. We have personally experienced AI failures.

We have had AI systems fabricate information. We have had them make incorrect assumptions and produce inaccurate outputs. We have had experimentation and implementation cause unintended consequences. I am keeping these at the category level deliberately, because that is where the lesson lives: left unchecked, mistakes like these can create reputational, legal, operational, or financial risk. Every one of them reinforced the same conclusion. Human oversight remains essential. Each published piece gets a founder's read because we have seen what drafts can contain when nobody looks.

The environmental column

An honest ledger includes the column that is not about us. The energy appetite of AI-scale data centers deserves scrutiny, and we will not wave it away. The International Energy Agency estimates that data centers consumed about 415 terawatt hours of electricity in 2024, roughly 1.5 percent of the global total, and projects that figure roughly doubling to around 945 terawatt hours by 2030. Those numbers sit on our ledger too, on the cost side, where they belong.

We are skeptical that political systems alone will resolve this, and waiting for them is no strategy at all. Businesses that use the technology owe the question serious attention now. Counting the column honestly is the start of that, and it is part of why the rest of this ledger exists.

What it bought us

Here is the part that is easiest to get wrong, so I will say it plainly. Altvina is two people. AI is part of how two people could start this firm at all, and part of how we grow faster than two people otherwise could. I mean that matter-of-factly. The popular version of this story has AI turning a tiny team into an army. Ours runs the other way: AI is a reason two people can stay exactly two people and still show up every week with finished work.

And where it points: we are working toward a firm that can hopefully become an active employer in our locales. The word hopefully is doing real work in that sentence. It has not happened yet. It is the direction we are building in, and we will state it as fact on the day it becomes one.

Your turn at the ledger

On Monday we published the decisions a small firm actually has to make about AI, as a list you can put on a meeting agenda. This essay is our worked answer to two of them: what the tools may touch, and whether to tell people. Here is the blank version, for your own firm.

AI may assist with:

  • ________
  • ________
  • ________

Humans stay responsible for:

  • ________
  • ________
  • ________

We do not let it near:

  • ________

And if you decide to disclose, the footer language is yours to take or adapt:

"This document was drafted with AI assistance and reviewed by [name or role]. We stand behind every word."

Take the trade-off with it. The research above says a sentence like this may cost you something with some readers. We pay it for a public standard we now have to keep meeting, and for readers who know exactly what they are holding. You may weigh it differently. The weighing, with your own firm's nouns in it, is the whole job.

Continue the series

This is part 4 of a 5-part series on Both Columns, Honestly. The full arc:

Content and Accuracy Disclaimer

This article was drafted with AI assistance and reviewed by the Altvina team. We rigorously fact-check all content to ensure reliability.

Should you notice any inaccuracies or outdated information, please contact us so we can correct it. Your feedback helps us maintain high standards of accuracy and transparency.