How It Works

Aiceberg provides enterprise-grade AI security with real-time, automated validation of all AI application traffic — speech, text, or source code.

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Aiceberg allows you to unlock the potential of AI—without any of the risks.

Safety

Guardrails ensure only use case relevant AI interactions are permitted. Prevent unsanctioned, unsuitable, or illegal content. Ensure privacy and automatically redact personal or sensitive information.

AIceberg graphicAIceberg graphic

Security

Ensure your security posture is always up to date for the latest attack vectors. AIceberg can detect common AI cybersecurity attack vectors like prompt injection and jailbreaking or perform sophisticated security analysis for agentic workflows.

AIceberg graphicAIceberg graphic
AIceberg graphicAIceberg graphic

Compliance

Get the highest degree of compliance, transparency, and auditability. Our explainable, non-generative AI models provide maximum accuracy and are auditable beginning to end so there’s no guessing.

Observability

Enterprise observability across all AI interactions. Understand what are common prompts, objectives, and intentions to constantly improve your user’s experience and gain valuable business intelligence from communication mining of prompt/response pairings.

AIceberg graphicAIceberg graphic

Real-Time Risk Monitoring

Aiceberg takes a layered approach to safety, security, and compliance through observed AI. Acquire more context about user intent, identify appropriate information to service requests, control content shared with both users and AI, monitor instructions for malicious intent that could compromise your reputation or expose liability, and ensure alignment between models’ intended purpose and user intent.

Risk Signals Library

Robust and growing library of AI threat detection tools to help you power safe, secure, and compliant use of generative models across your enterprise.

PII

Discerning special entities such as social security numbers, date of birth, addresses, emails, etc.

Utility
Safety
Compliance

PHI

Discerning special entities such as medical history, treatment information, insurance details, etc.

Utility
Safety
Compliance

PCI

Discerning special entities such as credit card numbers, exp date, CVV

Utility
Safety
Compliance

Secrets

Passwords, API Keys, crypto keys, etc.

Utility
Safety
Compliance

Toxicity

Identifying and mitigating harmful or inappropriate language

Utility
Safety
Compliance
Security

Illegality

Preventing content that may violate laws

Utility
Safety
Security
Compliance

Blocklists

Restrict specific words, phrases, or topics from being processed or generated by the AI

Utility
Safety
Compliance
Security

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Safety
Observe
Security

Relevance

Ensures the content generated is pertinent to the context of the interaction

Utility
Safety
Observe
Security

Intent

Understanding and aligning with the user's purpose

Utility
Safety
Observe
Security

Code Present

Manages the presence of code in communications

Utility
Safety
Compliance
Security

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Compliance
Security

Input Manipulation

Tactics like prompt injection, instruction override, or direct command injection are identified and neutralized

Utility
Safety
Compliance

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data

Utility
Safety
Compliance

Goal Alignment

Ensures AI’s actions remain aligned with intended objectives and user directives.

Utility
Safety
Compliance

Code Vulnerability

Syntactic instructions and semantic based attacks such as prompt injection, jailbreaking, prompt leaking or role impersonation

Utility
Security
Compliance

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Safety
Observe
Security

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Safety
Observe
Security

Data Loss Protect

We analyze the content against the defined data loss ground truth and alert or enforce policy

Utility
Compliance
Security

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Safety
Observe
Security

Secrets

Passwords, API Keys, crypto keys, etc.

Utility
Safety
Compliance

PII

Discerning special entities such as social security numbers, date of birth, addresses, emails, etc.

Utility
Safety
Compliance

PHI

Discerning special entities such as medical history, treatment information, insurance details, etc.

Utility
Safety
Compliance

PCI

Discerning special entities such as credit card numbers, exp date, CVV

Utility
Safety
Compliance

Blocklists

Restrict specific words, phrases, or topics from being processed or generated by the AI

Utility
Safety
Compliance
Security

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Safety
Security
Observe

Relevance

Ensures the content generated is pertinent to the context of the interaction

Utility
Safety
Observe
Security

Intent

Understanding and aligning with the user's purpose

Utility
Safety
Observe
Security

Toxicity

Identifying and mitigating harmful or inappropriate language

Utility
Safety
Security
Compliance

Illegality

Preventing content that may violate laws

Utility
Safety
Security
Compliance

Code Present

Manages the presence of code in communications

Utility
Safety
Security
Security

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Compliance
Security

Input Manipulation

Tactics like prompt injection, instruction override, or direct command injection are identified and neutralized

Utility
Compliance
Security

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data

Utility
Compliance
Security

Goal Alignment

Prevents goal hijacking, ensuring that the AI's actions remain aligned with its intended purpose and user directives

Utility
Compliance
Security

Code Vulnerability

Syntactic instructions and semantic based attacks such as prompt injection, jailbreaking, prompt leaking or role impersonation

Utility
Compliance
Security

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Safety
Observe
Security

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Safety
Observe
Security

Data Loss Protect

We analyze the content against the defined data loss ground truth and alert or enforce policy

Utility
Safety
Compliance

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Safety
Observe
Security

Intent

Understanding and aligning with the user's purpose

Utility
Security
Safety
Observe

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Safety
Observe
Security

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Safety
Observe
Security

Sentiment

Gauges the emotional tone of generated content

Utility
Security
Observe

Entity

Identifies the subject matter of prompts to contextualize interactions

Utility
Security
Observe

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Safety
Security
Observe

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Safety
Observe
Security

Illegality

Preventing content that may violate laws

Utility
Safety
Security
Compliance

Blocklists

Restrict specific words, phrases, or topics from being processed or generated by the AI

Utility
Safety
Compliance
Security

PII

Discerning special entities such as social security numbers, date of birth, addresses, emails, etc.

Utility
Safety
Compliance

PHI

Discerning special entities such as medical history, treatment information, insurance details, etc.

Utility
Safety
Compliance

PCI

Discerning special entities such as credit card numbers, exp date, CVV

Utility
Safety
Compliance

Secrets

Passwords, API Keys, crypto keys, etc.

Utility
Safety
Compliance

Toxicity

Identifying and mitigating harmful or inappropriate language

Utility
Safety
Compliance
Security

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Safety
Observe
Security

Intent

Understanding and aligning with the user's purpose

Utility
Safety
Observe
Security

Code Present

Manages the presence of code in communications

Utility
Safety
Security
Compliance

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Security
Compliance

Input Manipulation

Tactics like prompt injection, instruction override, or direct command injection are identified and neutralized

Utility
Compliance
Security

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data

Utility
Compliance
Security

Goal Alignment

Prevents goal hijacking, ensuring that the AI's actions remain aligned with its intended purpose and user directives

Utility
Compliance
Security

Code Vulnerability

Syntactic instructions and semantic based attacks such as prompt injection, jailbreaking, prompt leaking or role impersonation

Utility
Compliance
Security

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Safety
Observe
Security

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Observe
Safety
Security

Data Loss Protect

We analyze the content against the defined data loss ground truth and alert or enforce policy

Utility
Compliance
Security

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Observe
Safety
Security

Context Relevance

Ensures the content generated is pertinent to the context of the interaction.

Utility
Safety
Security
Observe

High-Level Objective

Clarifies the overarching goals the AI should achieve in each interaction.

Utility
Security

Intent

Understanding and aligning with the user's purpose.

Utility
Security
Safety
Observe

Toxicity

Flags and mitigates harmful, inappropriate, or offensive content.

Utility
Safety
Security
Compliance

Illegality

Prevents content that may violate laws.

Utility
Safety
Compliance
Security

Blocklists

Restricts AI responses involving predefined banned words, phrases, or topics.

Utility
Safety
Security
Compliance

Code Present

Controls when executable code is present and ensures it is only provided when explicitly requested.

Utility
Safety
Compliance
Security

Input Manipulation

Neutralizes threats like prompt injection, instruction overrides, and direct command manipulation.

Utility
Safety
Compliance

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data.

Utility
Safety
Compliance

Text-to-SQL

Ensures accurate language-to-database query translation for structured data interactions.

Utility
Safety
Observe
Security

Instruct-to-Action

Aligns AI-generated actions with user instructions for accountability.

Utility
Safety
Observe
Security

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Safety
Observe
Security

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Safety
Observe
Security

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Safety
Security
Observe

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Security
Safety
Observe

Intent

Understanding and aligning with the user's purpose

Utility
Security
Safety
Observe

Sentiment

Gauges the emotional tone of generated content

Utility
Observe
Security

Entity

Identifies the subject matter of prompts to contextualize interactions

Utility
Observe
Security

Code Vulnerability

Syntactic instructions and semantic based attacks such as prompt injection, jailbreaking, prompt leaking or role impersonation

Utility
Safety
Compliance

Data Loss Protect

We analyze the content against the defined data loss ground truth and alert or enforce policy

Utility
Security
Compliance

Blocklists

Restrict specific words, phrases, or topics from being processed or generated by the AI

Utility
Safety
Compliance
Security

Code Present

Manages the presence of code in communications

Utility
Safety
Security
Compliance

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Security
Compliance

Input Manipulation

Tactics like prompt injection, instruction override, or direct command injection are identified and neutralized

Utility
Security
Compliance

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data

Utility
Compliance
Security

System Instruct Class

Ensures that the model's responses and actions are in direct correspondence with the instructions provided by users

Utility
Safety
Security
Observe

Relevance

Ensures the content generated is pertinent to the context of the interaction

Utility
Safety
Observe
Security

High-Level Objective

Clarifying the overarching goals the AI should achieve in each interaction

Utility
Security

Intent

Understanding and aligning with the user's purpose

Utility
Security
Safety
Compliance

Sentiment

Gauges the emotional tone of generated content

Utility
Observe
Security

Entity

Identifies the subject matter of prompts to contextualize interactions

Utility
Observe
Security

Toxicity

Identifying and mitigating harmful or inappropriate language

Utility
Security
Safety
Compliance

Intent-to-Instruct

Ensuring that AI correctly interprets and follows the intended instruction of a prompt while minimizing the risk of misalignment, harmful outputs, or unintended consequences

Utility
Security
Safety
Observe

Illegality

Preventing content that may violate laws

Utility
Security
Safety
Compliance

Goal Alignment

Prevents goal hijacking, ensuring that the AI's actions remain aligned with its intended purpose and user directives

Utility
Security
Compliance

Text-to-SQL

Ensures accuracy and relevance in tasks that require precise language-to-code translation

Utility
Security
Safety
Observe

Instruct-to-Action

Harmonizes the user's stated objectives and intents with the actual actions performed by the AI

Utility
Security
Safety
Observe

Code Present

Manages the presence of code in communications

Utility
Safety
Compliance
Security

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Compliance
Security

Relevance

Ensures the content generated is pertinent to the context of the interaction

Utility
Safety
Observe
Security

PII

Discerning special entities such as social security numbers, date of birth, addresses, emails, etc.

Utility
Safety
Compliance

PHI

Discerning special entities such as medical history, treatment information, insurance details, etc.

Utility
Safety
Compliance

PCI

Discerning special entities such as credit card numbers, exp date, CVV

Utility
Safety
Compliance

Secrets

Identifies and redacts sensitive system credentials such as API keys, passwords, and cryptographic keys.

Utility
Safety
Compliance

Toxicity

Flags and mitigates harmful, inappropriate, or offensive content.

Utility
Safety
Compliance
Security

Illegality

Prevents the generation or dissemination of content that could violate laws.

Utility
Safety
Security
Compliance

Blocklists

Restricts AI responses involving predefined banned words, phrases, or topics.

Utility
Safety
Compliance
Security

High-Level Objective

Manages the presence of code in communications

Utility
Security

Sentiment

Gauges the emotional tone of generated content

Utility
Observe
Security

Entity

Identifies the subject matter of prompts to contextualize interactions

Utility
Observe
Security

Goal Alignment

Prevents goal hijacking, ensuring that the AI's actions remain aligned with its intended purpose and user directives

Utility
Safety
Compliance

Toxicity

Flags and mitigates harmful, inappropriate, or offensive content.

Utility
Safety
Compliance
Security

Illegality

Prevents the generation or dissemination of content that could violate laws.

Utility
Safety
Security
Compliance

Blocklists

Restricts AI responses involving predefined banned words, phrases, or topics.

Utility
Safety
Compliance
Security

Code Present

Manages the presence of code in communications

Utility
Safety
Compliance
Security

Code Requested

Ensures that executable content is only included when explicitly requested by the user

Utility
Safety
Compliance
Security

Input Manipulation

Tactics like prompt injection, instruction override, or direct command injection are identified and neutralized

Utility
Compliance
Security

Output Manipulation

Stops the leaking of prompts that could reveal sensitive information or internal system data

Utility
Compliance
Security

Code Vulnerability

Syntactic instructions and semantic based attacks such as prompt injection, jailbreaking, prompt leaking or role impersonation

Utility
Compliance
Security

Data Loss Protect

We analyze the content against the defined data loss ground truth and alert or enforce policy

Utility
Compliance
Security

Why Choose Aiceberg?

Dedicated to empowering enterprises on their AI journey, from day zero to scale, unlocking transformative value at every stage.

Book My Demo
Hammer

Purpose-Built

Never use a black box to police a black box. AI needs a human-centric control plane that is transparent, explainable, and comprehensive. AIceberg orchestrates 20+ non-generative, specialized models for comprehensive safety, security, and compliance coverage.

Shield

Future-Proof

Aiceberg works independently of AI applications, using the content of input and output to detect and eliminate risks. Our AI-agnostic approach uniquely positions us to accompany you through rapid technology changes, during which our platform performs as a long-term anchor and ground truth.

Grounded in Research

Aiceberg invested early in academic partnerships and our research lab so that leading data science principles guided our product development. Aiceberg was purpose-built to support your enterprise with metrics and insights on your safe, secure, and compliant adoption of AI.

Use Cases

Observe all AI and agentic interactions for any use case to power AI threat detection for secure, safe, and compliant adoption.

Customer Service
Chatbots
Virtual assistants
Natural language SQL data retrieval
Content Management
Document summarization
Content generation
Knowledgebase management
Healthcare
Clinical documentation
Patient engagement
Research assistance
Human Resources
Resume screening
Employee engagement
Training & development
Content Management
Document summarization
Content generation
Knowledgebase management
Legal & Administrative
Legal research
Contract drafting
Process automation
Software Development & IT
Code assistance
IT support automation
DevOps documentation
Risk Management & Compliance
Fraud detection
Regulatory compliance
Contract analysis
Education & Training
E-learning
Content translation
Knowledge assessment
Sales & Marketing
Legal research
Contract drafting
Process automation

Let’s get started

Rapid, simple deployment

Login and connect your favorite LLM
Connect any model or framework with no-code API setup (no libraries or SDKs)
SaaS, hybrid, or Paas deployments
Flexibility to either listen or enforce
AIceberg graphic
AIceberg graphic
Listen
Use Aiceberg in listen mode to observe and learn from your AI usage. In this mode, Aiceberg will monitor your traffic and detect AI threats, but it will not block or intervene. Gain insights into how and why users adopt AI.
Enforce
Use Aiceberg to enforce your organizational and security policies. In Enforce mode, Aiceberg can take automated action to block, edit, alert, or trigger further action.

See Aiceberg In Action

Book My Demo

Todd Vollmer
Todd Vollmer
SVP, Worldwide Sales