CISO Tribune

Vendor comparison · 2 companies

Alice vs Levo.ai

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. Levo.ai sells a security platform for APIs and AI assets, covering discovery, visibility and protection for API driven systems. CISO Tribune files both under AI model and agent security. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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  • Alice
  • Levo.ai
Alice vs Levo.ai: Products, Customers and Funding Compared
AliceAlice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails.alice.ioLevo.aiLevo.ai sells a security platform for APIs and AI assets, covering discovery, visibility and protection for API driven systems.levo.ai
What it sells
  • WonderSuite[1][2][4][5]WonderSuite is the AI security platform for teams launching customer-facing AI in regulated industries.
  • WonderBuild[1][6][9]WonderBuild red teams customer-facing AI apps, agents, and agentic workflows before launch.
  • WonderFence[1][3][4][6][7][8][9]WonderFence sits between external-facing AI and users, intercepting harmful, non-compliant, and off-policy responses before they land.
  • WonderCheck[1][4][7][9]WonderCheck's ongoing automated red-teaming detects drift, regression, and emerging risks.
  • Rabbit Hole[1][6][10][11]Rabbit Hole is an adversarial network of in-house researchers and data.
  • ActiveFence[3][8]Alice's ActiveFence is a UGC trust and safety layer that detects, prevents, and responds to online harm.
  • AI Firewall[4][6]A security and compliance layer for in-house AI applications.
  • Runtime AI Visibility[7]A kernel level, eBPF powered view of the AI control plane.
  • MCP Discovery[4][8]Discovers MCP servers across laptops, prototypes, production environments and third-party services.
  • API Inventory[4][8]Surfaces how each API behaves, where it exists and what it exposes.
Categories
Headquarters
New York, USA[1]San Francisco, United States
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesNot stated on its pages
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pagesNot stated on its pages
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: listed, seen November 10, 2026[14]
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries. The pages describe WonderSuite giving security, product, and compliance teams red teaming and real-time guardrails. Foundation model labs, global enterprises and platforms deploying AI are the customers Alice names. Alice describes its ActiveFence layer as serving social platforms and marketplaces with UGC trust and safety. ActiveFence's deep web investigations serve enterprises and governments tracing malicious operations.Its named customers span North America and India and include large enterprises, fintechs and institutions. For fintech teams, Levo.ai describes security for AI systems used in fraud detection, onboarding, underwriting and payments. Levo.ai says it supports companies at all stages and offers cloud-native, hybrid and air-gapped deployment models.
Last verified
October 29, 2026November 9, 2026

Where they overlap

  • Alice and Levo.ai are both filed under AI model and agent security.

Where they differ, field by field

  • Alice's primary category is AI model and agent security; Levo.ai's is API security.
  • Alice is also filed under AI firewalls and guardrails.
  • Alice lists WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Levo.ai lists AI Firewall, Runtime AI Visibility, MCP Discovery and API Inventory.
  • Alice is headquartered in New York, USA. Levo.ai is headquartered in San Francisco, United States.

What it sells: Alice

What WonderSuite does[1][2][4][5]
WonderSuite tests security and safety posture before launch, protects the AI experience in production, and catches what changes over time. WonderSuite covers pre-launch red teaming, real-time guardrails, and continuous post-launch testing in a single platform. WonderSuite provides end-to-end security coverage for agentic systems, from adversarial testing before deployment to real-time behavioral guardrails in production.
What WonderBuild does[1][6][9]
WonderBuild identifies gaps between policies and the system prompt, across text, multimodal, and agentic systems. WonderBuild gives CISO, legal, and compliance teams test documentation with findings mapped to regulatory requirements. WonderBuild red-teaming findings integrate into WonderFence.
What WonderFence does[1][3][4][6][7][8][9]
WonderFence reviews every prompt coming in and every response going out, and blocks harmful inputs before they hit the LLM. WonderFence trains a dedicated detector for each policy using real-world adversarial data, deployed at sub-100ms latency. WonderFence maps guardrails to EU AI Act, ISO 42001, NIST, MITRE ATLAS, and OWASP.
What WonderCheck does[1][4][7][9]
WonderCheck integrates directly into CI/CD pipelines for on-demand, scheduled, and ongoing testing. WonderCheck ranks issues by severity and pairs each one with clear remediation guidance. WonderCheck findings flow directly into WonderFence guardrails, or back into WonderBuild for deeper refinement.
What Rabbit Hole does[1][6][10][11]
Rabbit Hole collects real attacks and uses them to secure AI. Alice's solutions are powered by Rabbit Hole, an adversarial threat intelligence engine built on billions of real-world data samples.
What ActiveFence does[3][8]
ActiveFence live feeds surface harmful content, viral narratives, and coordinated manipulation in real time, across languages and regions. ActiveFence conducts deep web investigations to expose networks, specific threat actors, and emerging tactics. ActiveFence's SaaS tools are built for content moderation.

What it sells: Levo.ai

What AI Firewall does[4][6]
Levo gives visibility into AI transactions across prompts, agents, tool calls, API calls and downstream actions. Levo applies AI-aware data protection inline to prevent sensitive data from being exposed through prompts or responses. Levo enforces boundaries on what agents can do, which tools they can call and what parameters they can pass, inline and in real time.
What Runtime AI Visibility does[7]
Runtime AI Visibility covers agents, MCP servers, LLMs and AI applications. Levo auto discovers external and internal LLMs, agents, MCP servers, AI apps, gateways, embeddings and vector stores. Levo maps who authorized an action versus who executed it and surfaces token scopes and auth states.
What MCP Discovery does[4][8]
Levo continuously discovers MCP servers and integrates with MDM and endpoint agents to build an inventory that includes location, owner and context. Each server is enriched with ownership, environment context and usage signals, then assigned a risk score. MCP Discovery deploys via existing MDM and endpoint agents, requiring no proxies or rewrites.
What API Inventory does[4][8]
Levo's API Inventory surfaces how each API behaves, where it exists and what it exposes. Levo autonomously inventories internal, partner, third-party, shadow and zombie API endpoints. Levo maps how sensitive data flows through the APIs it discovers.

Questions about Alice and Levo.ai

What do Alice and Levo.ai sell?
Alice sells WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Levo.ai sells AI Firewall, Runtime AI Visibility, MCP Discovery and API Inventory.
Are Alice and Levo.ai in the same category?
They share AI model and agent security. Alice's primary category is AI model and agent security and Levo.ai's is API security.
Where are Alice and Levo.ai headquartered?
Alice is headquartered in New York, USA. Levo.ai is headquartered in San Francisco, United States.
Who are Alice and Levo.ai sold to?
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries. Its named customers span North America and India and include large enterprises, fintechs and institutions.

About Alice

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. ActiveFence Ltd does business as Alice. WonderSuite is the AI security platform for teams launching customer-facing AI in regulated industries. WonderSuite tests security and safety posture before launch, protects the AI experience in production, and catches what changes over time. WonderSuite combines automated adversarial testing with expert-led red teaming and real-time protection. WonderSuite covers pre-launch red teaming, real-time guardrails, and continuous post-launch testing in a single platform. In WonderSuite, automated red teaming assesses how an agent behaves before any guardrails are deployed. WonderSuite aligns every test, guardrail, and finding to customer policies and to compliance frameworks, including OWASP, NIST, MITRE ATLAS, and the EU AI Act.[2][3][4][5]

WonderBuild red teams customer-facing AI apps, agents, and agentic workflows before launch. WonderBuild runs thousands of adversarial tests based on custom policies that surface prompt injections, jailbreaks, data leakage risks, and compliance and regulatory gaps. WonderBuild uses adversarial data from Rabbit Hole to expose the path attackers take. WonderBuild identifies gaps between policies and the system prompt, across text, multimodal, and agentic systems. WonderBuild gives CISO, legal, and compliance teams test documentation with findings mapped to regulatory requirements. WonderBuild red-teaming findings integrate into WonderFence.[6]

WonderFence sits between external-facing AI and users, intercepting harmful, non-compliant, and off-policy responses before they land. WonderFence deploys runtime guardrails tuned to the customer's application and policies, intercepting harmful, non-compliant, or off-brand responses. WonderFence reviews every prompt coming in and every response going out, blocks harmful inputs before they hit the LLM, and blocks harmful outputs in real time before they impact users. WonderFence trains a dedicated detector for each policy using real-world adversarial data, deployed at sub-100ms latency. WonderFence watches every message in both directions, 24/7, blocking, masking, or alerting in real time, with activity tracked in a dashboard. WonderFence maps guardrails to the regulatory frameworks that legal and compliance teams care about: EU AI Act, ISO 42001, NIST, MITRE ATLAS, and OWASP. WonderFence is now a Databricks Unity AI Gateway External Policy that can be attached once in Unity Catalog to screen every governed model call, with no SDK and no code changes.[3][4][7][8]

WonderCheck runs continuous automated red teaming in production. WonderCheck's ongoing automated red-teaming detects drift, regression, and emerging risks. WonderCheck watches for drift, surfacing behavioral changes before they become incidents. WonderCheck integrates directly into CI/CD pipelines for on-demand, scheduled, and ongoing testing. WonderCheck ranks issues by severity and pairs each one with clear remediation guidance. WonderCheck findings flow directly into WonderFence guardrails, or back into WonderBuild for deeper refinement.[4][7][9]

Rabbit Hole is an adversarial network of in-house researchers and data that connects online attacks with the real world. Rabbit Hole collects real attacks and uses them to secure AI. Alice's solutions are powered by Rabbit Hole, an adversarial threat intelligence engine built on billions of real-world data samples collected across nearly a decade. Alice produces safety, security, multimodal, agentic, and skills-based datasets for model, application, and agent training. Alice combines expert-led and automated red-teaming to stress-test models across text, image, audio, and video under real adversarial conditions. Alice's evaluation and benchmark datasets are based on Alice's harms taxonomy or customized to customer policies. Alice provides AIGC and harmful content learning sets purpose-built for guardrail and content classifier creation. Alice provides simulated, high-fidelity environments and scenarios for training and testing AI agents and agentic models. Alice and AI21 post-trained NVIDIA's open Nemotron 3.5 Super to resist indirect prompt injection. Alice and Inflection AI are releasing a multi-turn red-teaming dataset covering risks such as emotional dependency and misplaced belief.[8][10][11][12]

Alice names foundation model labs, global enterprises and platforms deploying AI as its customers. WonderSuite provides end-to-end security coverage for agentic systems, from adversarial testing before deployment to real-time behavioral guardrails in production. WonderSuite covers prompt injection, unsafe tool calls, data leakage, and multi-step exploits across the entire agentic architecture. Alice connects directly through existing third-party Customer Experience (CX) agent extensions, so there is no need to swap vendors or rebuild integrations. Alice goes past literal translation to catch regional slang, dialect, euphemism, and coded phrasing. Alice watches every message in both directions, blocking, masking, or alerting in real time, at P99 under 120ms.[2][3][10][12]

Alice's ActiveFence is a UGC trust and safety layer that detects, prevents, and responds to online harm. ActiveFence live feeds surface harmful content, viral narratives, and coordinated manipulation in real time, across languages and regions. ActiveFence delivers datasets of adversarial indicators, domains, IPs, and hashes. ActiveFence uncovers vulnerabilities across code, systems, and infrastructure. ActiveFence conducts deep web investigations to expose networks, specific threat actors, and emerging tactics. ActiveFence's SaaS tools are built for content moderation. ActiveMind, powered by in-house large language models, helps moderation teams validate, flag, and respond to harmful content.[8][13]

Alice on the record

Sources

Alice full record

  1. [1]alice.ioAlice · alice.io · undated page, accessed October 29, 2026 · Tier A
  2. [2]GenAI Apps & Agents Security | WonderSuite by AliceAlice · undated page, accessed November 10, 2026 · Tier A
  3. [3]Alice for third-party CX agentsAlice · undated page, accessed November 10, 2026 · Tier A
  4. [4]AI Governance & Safety Platform for Enterprise | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  5. [5]AI Detection Response | Alice Red Teaming and GuardrailsAlice · undated page, accessed November 10, 2026 · Tier A
  6. [6]WonderBuild: Pre-Launch AI Red Teaming | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  7. [7]WonderFence: Real-Time AI Guardrails | Sub-150ms LatencyAlice · undated page, accessed November 10, 2026 · Tier A
  8. [8]ActiveFence UGC Protection | Alice Trust & Safety PlatformAlice · undated page, accessed November 10, 2026 · Tier A
  9. [9]WonderCheck | Ongoing AI Red Teaming for Production | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  10. [10]Alice | Secure, Safe, & Trustworthy AIAlice · undated page, accessed November 10, 2026 · Tier A
  11. [11]Foundation Models | AI Security, Safety & Trust Ecosystem | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  12. [12]Multilingual AI Guardrails, Every Language & Dialect | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  13. [13]Internal AgentsAlice · undated page, accessed November 10, 2026 · Tier A
  14. [14]Alice Reviews, Ratings & Features 2026Gartner Peer Insights · undated page, accessed November 10, 2026 · Tier C

Levo.ai full record

  1. [1]Levo.ai Launches Unified AI Security Platform to Secure AI from Shift Left to RuntimeLevo.ai via Business Wire · businesswire.com · published October 15, 2025 · Tier A
  2. [2]levo.aiLevo.ai · levo.ai · undated page, accessed September 27, 2026 · Tier A
  3. [3]Privacy policyLevo.ai · levo.ai · undated page, accessed September 27, 2026 · Tier A
  4. [4]Levo.ai | Trusted API Security & AI Security PlatformLevo.ai · undated page, accessed October 28, 2026 · Tier A
  5. [5]About Levo.ai | From Trusted API Security Leader to AI Security PioneerLevo.ai · undated page, accessed November 10, 2026 · Tier A
  6. [6]AI Firewall to secure custom AI end to end | LevoLevo.ai · undated page, accessed November 10, 2026 · Tier A
  7. [7]Runtime AI Visibility | Levo Security PlatformLevo.ai · undated page, accessed November 10, 2026 · Tier A
  8. [8]Automated MCP Discovery for MCP Security | LevoLevo.ai · undated page, accessed November 10, 2026 · Tier A
  9. [9]MCP Security Testing for Safe MCP Server Adoption | LevoLevo.ai · undated page, accessed November 10, 2026 · Tier A
  10. [10]Continuous API Compliance for GRC and Privacy Leaders: HIPAA, PCI, GDPR evidence automationLevo.ai · undated page, accessed November 10, 2026 · Tier A
  11. [11]Levo.ai Pricing | Flexible Plans for Trusted API Security and AI SecurityLevo.ai · undated page, accessed November 10, 2026 · Tier A
  12. [12]Runtime AI Security for Fintech | Levo.aiLevo.ai · undated page, accessed November 10, 2026 · Tier A

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