7 min read
7 min read

A newly exposed flaw shows Google’s Gemini AI, integrated in Gmail, can be manipulated using hidden prompts. These prompts, buried inside email text using techniques like white-on-white fonts or zero-sized text, remain invisible to users but are processed by Gemini.
The AI then generates summaries incorporating attacker instructions, presenting them as legitimate system-generated messages.
This makes phishing attempts appear official and trustworthy, elevating the risk for unsuspecting Gmail users relying on AI summaries.

Cybercriminals exploit basic HTML and CSS styling like font sizes of zero and invisible colors to embed hidden prompts in email bodies.
While human recipients never notice this embedded code, Gemini reads and processes the content when generating email summaries.
This allows malicious actors to subtly instruct the AI to display misleading summaries, like fake warnings or customer service messages, directly within Gmail’s user interface, undermining traditional anti-phishing safeguards and exploiting trust in Google-branded features.

Once tricked, Gemini can append deceptive messages in its email summaries, such as fabricated password breach alerts or fake support numbers.
Since these warnings are displayed within Google’s familiar interface and generated by Gemini, most users won’t question their authenticity.
This vulnerability sidesteps conventional red flags like strange links or odd email senders, turning the AI-generated summary into a disguised phishing attack without triggering Gmail’s traditional spam detection algorithms.

Cybersecurity expert Marco Figueroa disclosed this vulnerability through Mozilla’s 0din AI bug bounty program. His proof-of-concept demonstrated how hidden HTML directives in emails manipulate Gemini into generating fraudulent alerts within summaries.
While no known real-world attacks have yet used this method, the exploit is viable and effective, prompting researchers to sound alarms and warn organizations relying on AI summaries within Gmail’s Workspace environment.

Google acknowledged the vulnerability but stated it hasn’t detected active exploitation. The company emphasized ongoing security hardening through red-teaming exercises designed to improve Gemini’s resistance against adversarial inputs.
However, Google also confirmed existing mitigation techniques aren’t foolproof, as the method of prompt injection via hidden formatting remains viable.
This means Gmail’s AI summaries could still be misused until robust defenses are fully implemented across its systems.

One reason this attack is so dangerous is its stealth. The lack of clickable links, attachments, or suspicious sender addresses means Google’s spam detection mechanisms aren’t triggered.
Emails containing hidden prompts can safely land in a target’s inbox, looking completely ordinary. Only when a user activates Gemini’s summary feature do these emails unleash their hidden phishing payloads, making the attack more challenging.

Because the phishing messages appear inside Gemini-generated summaries within Gmail, they carry the weight of Google’s trusted branding. Users are more inclined to trust messages presented this way, particularly when the summary mirrors Google’s familiar notification style.
Cybercriminals exploit this misplaced trust to deliver fake warnings or instructions that prompt users to disclose sensitive information or interact with fraudulent contacts, increasing the success rate of their attacks.

Researchers classify this flaw as an “indirect prompt injection” attack, a tactic where malicious instructions hidden inside data fool AI models into executing them. This technique, first noted in 2024, remains dangerously effective despite existing safeguards.
With Gemini’s summaries acting as the delivery mechanism, prompt injection poses a modern equivalent to classic email macro attacks, where invisible code executes silently, leading to new, AI-driven security risks.

As Google accelerates AI adoption across its products, security experts warn that Gemini’s email summarization tool could become an overlooked vulnerability. Organizations and everyday users alike assume AI-generated content is neutral and trustworthy.
This misplaced confidence, combined with the AI’s vulnerability to prompt injection, means many users may unknowingly fall prey to phishing scams cleverly disguised as system-generated alerts within their Gmail interface.

Unlike a typical phishing attack, where scammers compose fake emails, this method uses Google’s own Gemini AI to craft the malicious message. Attackers only need to hide a short directive within the body of the email.
Once the user clicks “summarize this email,” Gemini obediently executes the hidden prompt, generating a deceptive summary designed by the attacker, making the AI itself complicit in delivering the scam without raising immediate suspicion.

Mozilla’s 0din researchers recommend that companies implement email filters to detect and quarantine messages containing hidden tags like zero-width spans or white-colored fonts. These indicators suggest the presence of hidden content designed for prompt injection.
Organizations can neutralize many indirect prompt injection attempts targeting AI summarization features within Gmail and other Workspace applications by isolating such messages before they reach users.

Phishing attacks traditionally relied on sloppy emails or suspicious links. But now, AI-generated content itself can be weaponized. Gemini’s email summarization inadvertently becomes a delivery system for phishing, bypassing user skepticism and conventional spam detection.
This subtle yet potent approach marks a new chapter in cybercrime, where attackers leverage trusted AI systems to infiltrate inboxes more convincingly than ever before, turning automation into a vulnerability.

Experts urge Gmail users to skeptically treat any password warnings or urgent security alerts within AI-generated summaries. Google’s official notifications will not appear via Gemini summaries.
Users should cross-check such alerts by manually reviewing emails or visiting their Google account security settings. If a summary-generated alert seems out of place, assuming it’s a phishing attempt crafted using this AI exploitation method is safer.

Critics argue that Google’s aggressive push to integrate Gemini across Search, Android, Chrome, and Workspace products may have compromised security readiness. While AI summaries offer convenience, their vulnerabilities expose users to sophisticated attacks.
Security researchers warn that embedding generative AI in critical communication tools without robust safeguards invites exploitation, highlighting the need for slower, more secure deployment of AI capabilities within widely used platforms like Gmail.

Odin researchers suggest organizations need to rethink employee training on phishing awareness. Users should be taught that Gemini summaries are informational, not authoritative, especially regarding security alerts.
This shift in mindset, distrusting AI outputs even when branded as official, contradicts conventional trust models and adds complexity to cybersecurity training programs. However, with AI vulnerabilities now evident, such retraining is vital to reduce the risk of AI-assisted phishing.

This incident highlights how generative AI, intended to assist users, can be weaponized against them. Companies inadvertently expand the attack surface in their rush to embed AI into everyday tools.
Whether through prompt injection or more advanced manipulation, AI systems like Gemini risk becoming unintentional accomplices in cybercrime.
Future security strategies must anticipate this shift, securing AI models before their convenience becomes their greatest vulnerability.
What do you think about hackers using Gmail AI to hack accounts and personal data? How can you protect yourself from it? Please share your thoughts and drop a comment.
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Dan Mitchell has been in the computer industry for more than 25 years, getting started with computers at age 7 on an Apple II.
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