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Library AI Avoidance Workshops Are a Warning for Fintech

By Brandon Henderson·July 25, 2026·5 min read
Library AI Avoidance Workshops Are a Warning for Fintech
Image: TechCrunch | Source

Library AI Avoidance Workshops Are a Warning for Fintech

Public libraries across the United States are running out of seats. Not for coding bootcamps or resume workshops. For classes teaching people how to avoid AI entirely. According to the American Library Association, demand for digital literacy programs focused on opting out of AI tools jumped 340% in the first half of 2026. That number should shake every fintech founder who assumes AI adoption is a one-way street.

What Is Actually Happening

The workshops started small. A librarian in Portland offered a Saturday session on disabling AI features in Google and Microsoft products. It filled up in four hours. Word spread fast. Libraries in at least 30 states now report running similar programs, with wait lists stretching weeks out.

The people showing up are not Luddites. According to Pew Research Center, 61% of Americans now say they distrust AI systems to handle their personal financial data, up from 47% in 2024. These are working adults, small business owners, and retirees who tried AI tools and decided the trade-off is not worth it. The American Library Association notes that programs around data privacy and AI opt-out have become one of the fastest-growing program categories in 2026, outpacing even job training workshops in several metro areas.

Big Tech made a bet that convenience would beat skepticism every time. That bet is losing.

The Fintech Angle Everyone Is Missing

Here is my contrarian read: this is not a backlash story. This is a market signal.

Fintech built the last decade on frictionless AI. Automated underwriting. AI-powered budgeting apps. Robo-advisors. Instant credit decisions. The whole pitch was “let AI handle it so you do not have to think.” It worked, for a while.

But trust is the product in financial services. Not speed. Not convenience. Trust. And right now, trust in AI is eroding faster than fintech companies want to admit.

According to Edelman’s 2026 Trust Barometer, trust in AI-powered financial services dropped 14 points in 12 months among adults aged 35 to 60. That is the age group with the most assets and the most financial decisions to make. That is the money demographic filling these library seats.

I have watched this pattern before. When the 2008 financial crisis hit, people did not stop using banks. They started demanding transparency from banks. The institutions that survived and grew were the ones that simplified their products and let customers see exactly what was happening with their money.

The same shift is coming for AI in fintech. The products that survive will be the ones that put the human back in control. Not because AI is bad but because the customer says so. And the customer is always right when the customer has the money.

For small business owners managing company finances, this shift matters today. Tools like Wallester, which let you issue and control business expense cards with clear spending rules, are picking up ground because operators want to see exactly where every dollar goes without handing that decision to an algorithm.

What This Means for You

If you run a business, here is what I would do right now.

First, audit every AI tool in your financial workflow. Not to remove them but to ask: does this tool give me control, or does it make decisions for me? There is a difference. An AI that flags unusual spending is a tool. An AI that automatically moves your money based on patterns it learned is a liability you may not fully understand.

Second, watch your employees. The people showing up at these library workshops are also on your payroll. If they distrust AI in their personal lives, they distrust the AI tools you are rolling out at work. Ignoring that skepticism will cost you in morale and adoption rates, two things that directly affect your bottom line.

Third, do not let your back-office processes become a black box. If you use AI-assisted payroll software, make sure someone on your team understands what it is doing and why. Services like Gusto are built so payroll stays transparent and auditable, which matters more now that regulators and employees are asking harder questions about how AI handles compensation decisions.

The businesses that win in this environment are not the ones using the most AI. They are the ones using AI where it is invisible and trusted, and putting a human face on the decisions that matter. Stop treating AI adoption as a goal in itself. Treat customer trust as the goal.

The Bottom Line

Libraries filling up with people learning to avoid AI is not a nostalgia trip. It is a market telling you something loud. When 61% of Americans distrust AI with their financial data and library wait lists are growing, the next smart fintech move is not more automation. It is more trust. Build that first or someone else will take your customers while you are busy optimizing your AI stack.

Frequently Asked Questions

Why are librarians hosting AI avoidance workshops?

Public libraries are responding to real community demand. Many adults feel overwhelmed by AI tools embedded in everyday software and want practical help opting out or limiting their exposure. Libraries see this as a natural extension of digital literacy education, which has always been part of their mission.

Is avoiding AI a smart financial move in 2026?

It depends on the tool. Avoiding AI in areas where you cannot audit decisions, like automated credit scoring or black-box investment advice, is a reasonable protective move. Avoiding AI entirely in your business will likely put you at a competitive disadvantage over time.

How does AI distrust affect fintech companies?

Fintech companies built on AI-first models face a real trust gap with a growing segment of customers who prefer transparency and control. According to Edelman’s 2026 Trust Barometer, trust in AI-powered financial services dropped 14 points in one year among the highest-asset demographics. That is not a trend fintech can afford to ignore.

What do AI avoidance workshops actually teach people?

Most workshops focus on disabling AI features in mainstream software, using privacy-focused alternatives, and understanding what data AI tools collect and store. They are less about rejecting technology entirely and more about informed consent over your own data.

Is the AI avoidance trend going to keep growing?

All current indicators say yes. According to Pew Research Center, distrust in AI handling personal financial data has grown 14 percentage points in two years. Until AI companies earn back that trust through real transparency, expect more packed library workshops and a growing market for human-first fintech products.

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