Skip to main content
Live Webinar with SANS (June 25)— Agentic CTI Automation for Fun & ProfitRegister Free
Mallory
Back to intelligence
ai-platform-securitydata-exfiltration-methodprivacy-surveillance-policycloud-service-vulnerability

AI Chatbot Security Risks: Prompt Injection Data Exfiltration and Privacy Trade-offs in New Consumer Tiers

Updated 3mo agoFirst seen Jan 20, 20263 sources

Researchers disclosed an indirect prompt injection technique against Google Gemini that used a malicious Google Calendar invite to bypass guardrails and exfiltrate private meeting details. By embedding a hidden natural-language payload in an event description, an attacker could cause Gemini—when later asked an innocuous scheduling question—to summarize a user’s private meetings and write that summary into a newly created calendar event; in many enterprise configurations, that new event could be visible to the attacker, enabling data theft without additional user interaction. The issue was reported as remediated after responsible disclosure, underscoring how AI assistants integrated with enterprise SaaS can create new cross-application data-extraction paths.

Separately, OpenAI product rollouts raised enterprise data-handling concerns tied to consumer usage. ChatGPT Go (a low-cost tier) was described as introducing an ad-supported model that could increase exposure of conversation data and usage patterns to advertising ecosystems, amplifying “shadow AI” risk when employees use personal accounts for work. ChatGPT Health was positioned as a dedicated health experience with added protections (e.g., encryption/isolation and claims that user data is not used to train foundation models), but reporting highlighted unresolved questions around safety, privacy, and how sensitive health information is protected in practice—areas that may require additional governance and controls if employees adopt these tools outside approved enterprise channels.

Share:
AI Chatbot Security Risks: Prompt Injection Data Exfiltration and Privacy Trade-offs in New Consumer Tiers
Stay ahead

Get ahead of threats like this

Mallory correlates global threat intelligence with your attack surface — know if you’re exposed before adversaries strike.

EVENT TIMELINE

How this story unfolded

6 events from the most recent confirmed update back to the earliest known activity.

6 EVENTS
Jan 20, 20265mo ago

OpenAI rolls out $8/month ChatGPT Go globally

OpenAI launched the ChatGPT Go subscription globally at $8 per month. Reporting said the new tier would support ads, raising concerns about broader collection and use of conversation and usage data.

Jan 19, 20265mo ago

Researchers publicly disclose Gemini calendar exfiltration technique

Public reporting detailed how a hidden prompt in a Google Calendar invite could cause Gemini to summarize private meetings and write the data into a new calendar event visible to an attacker in some enterprise setups. The disclosure highlighted prompt injection as an AI-native attack path that can bypass authorization guardrails.

OpenAI says ChatGPT Health will not initially launch in EEA, Switzerland, or UK

OpenAI indicated that ChatGPT Health was not planned for initial launch in the EEA, Switzerland, or the UK. The limitation drew attention because those regions have stricter privacy regimes such as GDPR.

OpenAI announces ChatGPT Health consumer product

OpenAI announced ChatGPT Health, a consumer product designed to combine users' health information with ChatGPT while adding health-specific protections. OpenAI said health data shared with the product would not be used to train its foundation models.

Google addresses disclosed Gemini data-exfiltration issue

According to Miggo Security, Google addressed the Gemini prompt-injection and calendar-based data-exfiltration issue after responsible disclosure. The fix was in place by the time the research was publicly discussed.

Miggo Security reports Gemini calendar prompt-injection flaw to Google

Miggo Security identified an indirect prompt-injection technique in Google Gemini that used malicious Google Calendar invite descriptions to exfiltrate private meeting data. The issue was responsibly disclosed to Google before public reporting.

LINKED ENTITIES

Related entities

Vulnerabilities, threat actors, malware, products, organizations, and breaches Mallory has linked to this story.

23 LINKEDOpen in app
Affected products
2 linked
ChatgptChatgpt
Organizations
21 linked
OpenaiAnthropicAnysphereReplitElectronic Frontier FoundationTenzaiAccess NowDark ReadingVaronisAppleXM CyberMicrosoft CorporationPraetorianMiggo SecurityPillar SecuritySchwarz GroupGoogleb.wellCognition AIThelibrarianThe Hacker News
The operational view lives in Mallory

See the full picture, correlated to your attack surface.

This page covers what’s public. Mallory adds the parts that aren’t — which of your assets are affected, which threat actors are using it right now, which detections to deploy, and what to do next.
Exposure mapping

Map indicators from this story to your assets and identify affected systems in minutes.

Threat actor evidence

Every observed campaign, victim, and pivot linked to actors named in this story.

Associated malware

Malware, exploits, and IOCs connected to the activity described here.

Detection signatures

YARA, Sigma, and Snort rules deployed to your SIEM as soon as they’re published.

Scheduled alerts

Get matching new stories delivered to your team as they break — not the next morning.

AI threads

Ask questions about this story and take action on the answers.