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AI's unequal financial advice
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Plus: Amazon's final $25 billion bond sale.
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Wednesday, July 8, 2026
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Your race could determine the financial advice an AI chatbot gives you
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Generative AI chatbots give inconsistent financial advice,
and some vary their recommendations by the race or gender of the person writing the prompt, according to researchers from the University of Georgia and the University of Rome Tor Vergata.
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The researchers tested seven AI platforms, including ChatGPT, Claude, and Gemini, on three financial scenarios, and the models produced emergency savings recommendations between $19,500 and $37,500. Portfolio allocation advice also varied in the share of stocks, cash, and alternative assets suggested.
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Some
platforms gave identical advice regardless of a household's race or gender. DeepSeek didn't. It recommended more stocks, cash, and alternative assets for white households than for Black equivalents. Then it reversed course on bonds, giving Black households a 75% allocation compared with 30% for white families.
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The authors noted that GenAI tools don't truly reason about the questions they answer, and that small changes in phrasing can shift results. That unpredictability comes without fiduciary duty, leaving users no
legal guarantee the advice serves their interests. "GenAI-driven responses may sound confident," the authors said, "but can still be incomplete, misleading, or incorrect."
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All the time. Chatbots are research assistants
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No. AI is too error-prone to give actionable advice
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<!--<![endif]-->
<!--[if mso]><a
href="https://www.ne16.com/t/10957140/222404108/10122372/1/1009235/?abb9e380=NGYzZmQyODYtMmZhOS00YzdjLWFkYzktMzQyOGNhZmI3ZDBl&f5d63f87=REIlMjAwNy0wOA&x=08701a57" target="_blank" style="-webkit-border-radius: 6px; -moz-border-radius: 6px; border-radius: 6px; color: #FFFFFF; text-decoration: none; font-family: Arial; font-size: 16px; border: none; display: block; ">No. AI is too error-prone to give actionable
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Here's what you need to know
</span>
</h1>
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<strong style="color: var(--blue-cta-default)">
<a data-linktext="Iran strikes tankers and threatens the Hormuz ceasefire." data-linktype="Normal" style="color:#105C8E" target="_blank">
Iran strikes tankers and threatens the Hormuz ceasefire.
</a>
</strong>
The Revolutionary Guard reportedly damaged a Qatari LNG carrier and a Saudi oil ship as they left the strait. The attacks came less
than three weeks after the ceasefire took hold. Tanker operators were already reluctant to resume normal transit.
</div>
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<a aria-label="Bloomberg /
Getty Images" style="color:#105C8E" target="_blank" title="Bloomberg / Getty Images">
<img alt="Bloomberg / Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FGettyImages-2270257429.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3ODM1MDU1NDQuNzk0Njc3M30:1whPGS:3as_ZwCVzpPavDNzB9AH1hp_v6LWjv8ajIq9wHwc7SU" style="width:200px;max-height:338px;vertical-align:middle;border:0" width="200"/>
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<strong style="color: var(--blue-cta-default)">
<a data-linktext="SpaceX's two
IPO banks can't agree on what the stock is worth." data-linktype="Normal" style="color:#105C8E" target="_blank">
SpaceX's two IPO banks can't agree on what the stock is worth.
</a>
</strong>
Goldman Sachs set a $205 price target against Morgan Stanley's call for $300, leaving the gap in implied value at more than $1 trillion. Most Wall Street analysts still rate the stock a buy, though Raymond James set the boldest call at $800.
</div>
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<a aria-label="David Paul Morris / Bloomberg via Getty Images" style="color:#105C8E" target="_blank" title="David Paul Morris / Bloomberg via Getty Images">
<img alt="David Paul Morris / Bloomberg via Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FGettyImages-2217856970.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3ODM1MDU1NDQuNzk0Nzk2Mn0:1whPGS:CFfT7fbEqXeA_CwnywOCbutfP2RPLPkZ2dMOp0gjFzM" style="width:200px;max-height:338px;vertical-align:middle;border:0" width="200"/>
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<div>
<strong style="color:
var(--blue-cta-default)">
<a data-linktext="Rivian's $1.5 billion share sale announcement sparks a selloff." data-linktype="Normal" style="color:#105C8E" target="_blank">
Rivian's $1.5 billion share sale announcement sparks a selloff.
</a>
</strong>
The automaker plans to sell 75 million shares at Monday's $20.14 close, with the estimated $1.51 billion
in proceeds going toward general corporate expenses. The stock rose 19% over the past week on strong delivery results.
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<div>
<strong style="color: var(--blue-cta-default)">
<a data-linktext="China considers
limiting foreign access to its top AI models." data-linktype="Normal" style="color:#105C8E" target="_blank">
China considers limiting foreign access to its top AI models.
</a>
</strong>
China's Ministry of Commerce met this month with Alibaba, ByteDance, and Z.ai to discuss making unauthorized AI disclosures a national security violation. New limits could raise prices abroad for Chinese models such as Alibaba's Qwen.
</div>
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<a aria-label="Jung Yeon-Je / Getty Images" style="color:#105C8E" target="_blank" title="Jung Yeon-Je / Getty Images">
<img alt="Jung Yeon-Je / Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FGettyImages-2269591900-1920x1290.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3ODM1MDU1NDQuNzk1MDMxOH0:1whPGS:VuQA7lM0kNFcZQsMCkl7h9WPWoY_uwJg1lkliK4j_EE" style="width:200px;max-height:338px;vertical-align:middle;border:0" width="200"/>
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<td class="editor-cell-text td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;line-height:1.4;vertical-align:top;mso-line-height-rule:exactly">
<div>
<strong style="color: var(--blue-cta-default)">
<a data-linktext="Samsung stock falls despite a record quarterly profit." data-linktype="Normal" style="color:#105C8E" target="_blank">
Samsung stock falls despite a record quarterly profit.
</a>
</strong>
Operating profit hit 89.4 trillion won, 19 times last year's total, while shares slid 6.9% in Seoul. Investors had already
priced in the earnings beat after a 150% rally this year. AI spending fears also weighed on the stock.
</div>
</td>
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<h1 style="mso-line-height-rule:exactly;Margin:0;font-family:Arial;font-size:24px;font-weight:bold">
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Entrepreneurial Inspiration and its free
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Stories, insights and what's working right now from Adam Wagner - an investor and advisor to Grüns, owner of Raindrop (the agency behind Dr. Squatch) and operator of
VitaWild.
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<div>
<strong style="color: var(--blue-cta-default)">
<a data-linktext="Subscribe To Adam Wagner's Newsletter" data-linktype="Normal" style="color:#105C8E" target="_blank">
Subscribe To Adam Wagner's Newsletter
</a>
</strong>
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<a aria-label="Linked image" style="color:#105C8E" target="_blank">
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<div>
<span style="color:#808080">
Matthias Balk / Picture
Alliance via Getty Images
</span>
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<h1 style="mso-line-height-rule:exactly;Margin:0;font-family:Arial;font-size:24px;font-weight:bold">
<span style="font-size:24px;font-family:Arial">
Amazon is raising another $25 billion in bonds. It promises that's it
<span class="ql-cursor">
</span>
</span>
</h1>
</td>
</tr>
<tr class="trpad10">
<td class="editor-cell-text td100" colspan="6" style="padding:10px;width:100%;font-family:Arial,Helvetica,sans-serif;font-size:15px;line-height:1.4;vertical-align:top;mso-line-height-rule:exactly">
<div>
Amazon has filed plans for an eight-part bond sale to raise at
least $25 billion for its AI infrastructure buildout. Bloomberg reported that investor demand could push the final total above that minimum.
</div>
<div>
<br/>
</div>
<div>
The company told underwriters it doesn't plan to raise additional debt this year. A spokesperson said the funds are earmarked for broad corporate needs, including new investments and debt repayment. Amazon's SEC filing shows underwriting duties are split among Barclays, Goldman Sachs, J.P. Morgan, and Morgan Stanley.
</div>
<div>
<br/>
</div>
<div>
Amazon has raised $54 billion in bonds
across the U.S. and Europe this year, plus $10 billion in Canada in June. An 11-part sale in March drew such demand that the offering grew to $37 billion. The company's 2026 capital expenditure budget is set at $200 billion, up from $131 billion in 2025. CEO Andy Jassy has defended the buildout to skeptical investors as a "once-in-a-lifetime opportunity."
</div>
<div>
<br/>
</div>
<div>
The bond sale reflects a broader shift by tech companies toward debt and equity markets to fund AI spending. Combined AI outlays from Amazon, Alphabet, Microsoft, and
Meta are on pace to top $700 billion this year, according to Reuters. Alphabet raised roughly $85 billion last month by expanding an equity offering.
</div>
</td>
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<td class="td100" colspan="6" style="width:100%;vertical-align:top;font-family:Arial,Helvetica,sans-serif;font-size:15px">
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