All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
Aiceberg shows a wide gap between commercial polish and public proof. The seed-stage company published pricing tiers billed by annual token volume or per user, response-time targets, a documentation portal, and an AWS Marketplace listing for an AI firewall that screens prompts, responses, and agent actions for attacks and data leakage. It argued that detection should not rely on large language models and built its screening from smaller, explainable machine-learning classifiers. Yet no named customer appears in the public record. Cranium AI acquired the company in May 2026, saying every employee would transition and founder Alex Schlager would become chief technology officer. On the public evidence, what Cranium bought is technology and a team rather than a disclosed customer base.
| Description | AI firewall and gateway that monitors prompts, responses, and agent actions in real time, using purpose-built non-generative machine learning to detect attacks and redact sensitive data. Cranium AI acquired the company in May 2026. | [f1] |
|---|---|---|
| Acquisition | Cranium AI, announced 2026-05-21 | [f2] |
| Founded | 2022 | [f3] |
| HQ | New York, NY | [f1] |
| Funding | $10M total | [f1] |
| Latest funding | Seed, $10 million (March 2025) | [f4] |
| Product | What it does |
|---|---|
| Aiceberg Guardian | Guardrails that screen prompts, responses, and agent actions for safety and security risk signals, with shadow AI detection, sensitive-data redaction, and observability for LLM and agentic workflows. |
AI Defense Matrix
| Govern | Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|---|
| AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain. | ||||||
| AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices. | ||||||
| AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD. | ||||||
| AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes. | ||||||
| Training Data Datasets used for training, fine-tuning, and continued learning. | ||||||
| Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history. | ||||||
| AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools. |
Aiceberg Guardian screens prompts and responses for attacks such as prompt injection, redacts sensitive data, detects shadow AI usage, and observes agentic sessions for unsafe actions. These capabilities are mapped to the AI Defense Matrix. [f5]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score |
|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 3/5 |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs, demos, and third-party validation. | 3/5 |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 4/5 |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 3/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 3/5 |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 3/5 |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 3/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 |
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A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
pivot urgently
| Dimension | Score |
|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 2/3 |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 2/3 |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | SecurityWeek: AIceberg Gets $10 Million in Seed Funding for AI Security Platform | press | 2026-07-03 |
| f2 | ROI-NJ: Cranium AI acquires Aiceberg, creates robust security for AI ecosystems | press | 2026-07-03 |
| f3 | SEC EDGAR: AIceberg Inc. Form D, year of incorporation | regulatory | 2026-07-03 |
| f4 | SiliconANGLE: AIceberg introduces new AI trust platform with $10M in new funding | press | 2026-07-03 |
| f5 | Aiceberg homepage | official | 2026-07-03 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Aiceberg homepage (attestation probe 2026-07-03: badge grep of served HTML, trust./security. subdomains unresolvable, /trust and /security 404) “Patented explainable AI technology and transparency Patented. Proven. Enterprise-Ready.” | official | 2026-07-03 |
| s2 | Aiceberg company page: team and mission “Aiceberg’s approach is grounded in academic excellence. Through deep partnerships with leading universities and a dedicated AI research lab, we stay at the forefront of innovation.” | official | 2026-07-03 |
| s3 | Aiceberg Guardian product page “Self-learning, deterministic and explainable guardrails to safeguard and secure any AI interaction - from chatbots to complex agentic workflows.” | official | 2026-07-03 |
| s4 | Aiceberg pricing page: Discovery and Guardian tiers, published latency percentiles “Annual Platform Fee Usage Tiers Scale with your usage Annual Token Volume Priced by annual token consumption in Billion tokens (BT). Scale as your AI usage grows. OR Per User” | official | 2026-07-03 |
| s5 | Aiceberg deployment page: network, API, and agent-framework integration options “CrewAI, LlamaIndex, LangChain or Amazon Strands. Drop in our SDK and Aiceberg does the rest, full agentic session- and event observability, event validation against safety and security policies, automatically terminating unsafe or insecure agentic flows.” | official | 2026-07-03 |
| s6 | Aiceberg documentation portal “Welcome to Aiceberg” | official | 2026-07-03 |
| s7 | SecurityWeek: AIceberg Gets $10 Million in Seed Funding for AI Security Platform “It can detect common cyberattack vectors such as prompt injection, prompt leaking, and jailbreaking, and is capable of performing a security analysis of agentic workflows.” | press | 2026-07-03 |
| s8 | SiliconANGLE: AIceberg introduces new AI trust platform with $10M in new funding “working as an AI firewall and gateway that monitors user prompts and model/agent responses for risk signals and enforces security and organizational policies” | press | 2026-07-03 |
| s9 | IT-Harvest vendor profile: Aiceberg, AI Firewall for Real-Time GenAI Security and Compliance “Aiceberg was founded in 2023 with a clear mission: enable enterprises and public sector organizations to deploy generative and agentic AI safely, transparently and compliantly. The company raised a $10 million seed round in March 2025 (led by SYN Ventures and Sprout & Oak)” | research | 2026-07-03 |
| s10 | Cranium AI press release: Cranium AI Acquires Aiceberg “Short Hills, NJ, May 21, 2026, Cranium AI, the leading end-to-end AI Security and Governance platform, today announced the acquisition of Aiceberg, an Agentic AI security and risk management company.” | official | 2026-07-03 |
| s11 | ROI-NJ: Cranium AI acquires Aiceberg, creates robust security for AI ecosystems “with the acquisition, Aiceberg CEO Alex Schlager will join Cranium AI as chief technology officer. In this role, he will oversee the technical roadmap and the seamless merging of the two technology stacks. All Aiceberg employees will transition to Cranium” | press | 2026-07-03 |
| s12 | Aiceberg blog: Why We Do Not Use LLMs in AI Threat Detection (October 9, 2025) “In other words, we should not use an unexplainable model to police and secure another unexplainable model.” | official | 2026-07-03 |
| s13 | Aiceberg blog: Cranium + Aiceberg (May 20, 2026) “Cranium ONE, our future platform, is the only platform that covers governance, compliance, safety, and security across the entire AI lifecycle.” | official | 2026-07-03 |
| s14 | AWS Marketplace listing: Aiceberg, Risk Management and Detection & Response for AI Enabled Apps (SaaS) “Observability Software as a Service (SaaS) Aiceberg - Risk Management and Detection & Response for AI Enabled Apps” | official | 2026-07-03 |
| s15 | SEC EDGAR: Form D filed by AIceberg Inc., New York NY, 2025-02-19 “AIceberg Inc.” | regulatory | 2026-07-03 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Aiceberg homepage (attestation probe 2026-07-03: badge grep of served HTML, trust./security. subdomains unresolvable, /trust and /security 404) “Patented explainable AI technology and transparency Patented. Proven. Enterprise-Ready.” | official | 2026-07-03 |
| s2 | Aiceberg company page: team and mission “Aiceberg’s approach is grounded in academic excellence. Through deep partnerships with leading universities and a dedicated AI research lab, we stay at the forefront of innovation.” | official | 2026-07-03 |
| s3 | Aiceberg Guardian product page “Self-learning, deterministic and explainable guardrails to safeguard and secure any AI interaction - from chatbots to complex agentic workflows.” | official | 2026-07-03 |
| s4 | Aiceberg pricing page: Discovery and Guardian tiers, published latency percentiles “Annual Platform Fee Usage Tiers Scale with your usage Annual Token Volume Priced by annual token consumption in Billion tokens (BT). Scale as your AI usage grows. OR Per User” | official | 2026-07-03 |
| s5 | Aiceberg deployment page: network, API, and agent-framework integration options “CrewAI, LlamaIndex, LangChain or Amazon Strands. Drop in our SDK and Aiceberg does the rest, full agentic session- and event observability, event validation against safety and security policies, automatically terminating unsafe or insecure agentic flows.” | official | 2026-07-03 |
| s6 | Aiceberg documentation portal “Welcome to Aiceberg” | official | 2026-07-03 |
| s7 | SecurityWeek: AIceberg Gets $10 Million in Seed Funding for AI Security Platform “It can detect common cyberattack vectors such as prompt injection, prompt leaking, and jailbreaking, and is capable of performing a security analysis of agentic workflows.” | press | 2026-07-03 |
| s8 | SiliconANGLE: AIceberg introduces new AI trust platform with $10M in new funding “working as an AI firewall and gateway that monitors user prompts and model/agent responses for risk signals and enforces security and organizational policies” | press | 2026-07-03 |
| s9 | IT-Harvest vendor profile: Aiceberg, AI Firewall for Real-Time GenAI Security and Compliance “Aiceberg was founded in 2023 with a clear mission: enable enterprises and public sector organizations to deploy generative and agentic AI safely, transparently and compliantly. The company raised a $10 million seed round in March 2025 (led by SYN Ventures and Sprout & Oak)” | research | 2026-07-03 |
| s10 | Cranium AI press release: Cranium AI Acquires Aiceberg “Short Hills, NJ, May 21, 2026, Cranium AI, the leading end-to-end AI Security and Governance platform, today announced the acquisition of Aiceberg, an Agentic AI security and risk management company.” | official | 2026-07-03 |
| s11 | ROI-NJ: Cranium AI acquires Aiceberg, creates robust security for AI ecosystems “with the acquisition, Aiceberg CEO Alex Schlager will join Cranium AI as chief technology officer. In this role, he will oversee the technical roadmap and the seamless merging of the two technology stacks. All Aiceberg employees will transition to Cranium” | press | 2026-07-03 |
| s12 | Aiceberg blog: Why We Do Not Use LLMs in AI Threat Detection (October 9, 2025) “In other words, we should not use an unexplainable model to police and secure another unexplainable model.” | official | 2026-07-03 |
| s13 | Aiceberg blog: Cranium + Aiceberg (May 20, 2026) “Cranium ONE, our future platform, is the only platform that covers governance, compliance, safety, and security across the entire AI lifecycle.” | official | 2026-07-03 |
| s14 | AWS Marketplace listing: Aiceberg, Risk Management and Detection & Response for AI Enabled Apps (SaaS) “Observability Software as a Service (SaaS) Aiceberg - Risk Management and Detection & Response for AI Enabled Apps” | official | 2026-07-03 |
| s15 | SEC EDGAR: Form D filed by AIceberg Inc., New York NY, 2025-02-19 “AIceberg Inc.” | regulatory | 2026-07-03 |
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