CISO Tribune

Vendor comparison · 2 companies

Alice vs Neo

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. Neo sells security for AI and agentic software across every endpoint, SaaS app, and cloud service. 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
  • Neo
Alice vs Neo: Products, Customers and Funding Compared
AliceAlice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails.alice.ioNeoNeo sells security for AI and agentic software across every endpoint, SaaS app, and cloud service.neo.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.
  • Neo Node[3][5][6]Enforces policy on the laptop, on macOS, Windows, and Linux. Decides each agent action with allow, ask, or block.
  • Neo Console[6]Starts from a customer's organization and its teams, taken from the identity provider.
  • Neoverse[1][3][5][6]The intelligence layer for AI apps and tools.
Categories
Headquarters
New York, USA[1]Not stated on its pages
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held[3]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • July 20, 2026Neo emerged from stealth with $100 million in funding from Andreessen Horowitz, Bessemer Venture Partners, Craft Ventures and Merlin Ventures.[7]
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.From its own pages, the company sells mainly to organisations that need to know which AI agents run on their fleet and what each one can reach. Neo describes examples from a healthcare SaaS company and a fintech. Neo Node deploys through an MDM that the customer already runs. Neo Console takes the organization and its teams from the customer's identity provider. Neo enforces policy on laptops running macOS, Windows, and Linux, and extends the same policy to SaaS apps and cloud deployments.
Last verified
October 29, 2026November 9, 2026

Where they overlap

  • AI model and agent security is the primary category of both Alice and Neo.

Where they differ, field by field

  • Alice is also filed under AI firewalls and guardrails. Neo is also filed under Workforce AI usage security, AI governance and Software supply chain security.
  • Alice lists WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Neo lists Neo Node, Neo Console and Neoverse.
  • Alice is headquartered in New York, USA.
  • Neo is privately held.

How they differ

CISO Tribune files both Alice and Neo under AI model and agent security as their primary category. Alice sells WonderSuite, a platform covering pre-launch red teaming, real-time guardrails, and continuous post-launch testing for customer-facing AI in regulated industries. Neo sells Neo Node, which enforces policy on the laptop on macOS, Windows, and Linux and decides each agent action with allow, ask, or block. CISO Tribune also files Neo under Workforce AI usage security, AI governance, and Software supply chain security.

The offerings overlap around AI agents but start from different places. Alice's WonderBuild red teams customer-facing AI apps and agents before launch, and WonderFence sits between external-facing AI and users to intercept harmful responses. Neo's Neoverse checks every extension, package, skill, and MCP server before it runs, and Neo Console starts from a customer's organization and its teams, taken from the identity provider. Alice also sells ActiveFence, a UGC trust and safety layer, and ActiveFence Ltd does business as Alice.

Alice is headquartered in New York, USA, and names foundation model labs, global enterprises and platforms deploying AI as its customers. Neo is privately held, and on July 20, 2026 it emerged from stealth with $100 million in funding from Andreessen Horowitz, Bessemer Venture Partners, Craft Ventures and Merlin Ventures. Neo describes examples from a healthcare SaaS company and a fintech. Alice and AI21 post-trained NVIDIA's open Nemotron 3.5 Super to resist indirect prompt injection.

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: Neo

What Neo Node does[3][5][6]
Neo Node deploys through the MDM a customer already runs, with no kernel module and no reboot. Neo Node reads the whole session rather than only the command. Inside Claude Code, Neo Node reads the model, MCP servers, skills and plugins that Claude Code loads.
What Neoverse does[1][3][5][6]
Neoverse checks every extension, package, skill, and MCP server before it runs. Neoverse rates an unsigned server loaded by an agent as Unsafe on first sight.

Questions about Alice and Neo

What do Alice and Neo sell?
Alice sells WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Neo sells Neo Node, Neo Console and Neoverse.
Are Alice and Neo in the same category?
Yes. AI model and agent security is the primary category of both on CISO Tribune.
Where are Alice and Neo headquartered?
Alice is headquartered in New York, USA.
Who owns Alice and Neo?
Neo is privately held.
Who are Alice and Neo sold to?
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries. From its own pages, the company sells mainly to organisations that need to know which AI agents run on their fleet and what each one can reach.
What have Alice and Neo announced recently?
July 20, 2026: Neo emerged from stealth with $100 million in funding from Andreessen Horowitz, Bessemer Venture Partners, Craft Ventures and Merlin Ventures.

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

Neo full record

  1. [1]Neo launches with 100m to secure ai software across the enterpriseGlobeNewswire · globenewswire.com · published July 20, 2026 · Tier A
  2. [2]neo.aiNeo · neo.ai · undated page, accessed November 9, 2026 · Tier A
  3. [3]Neo | Secure AI. From Endpoint to EverywhereNeo · undated page, accessed November 11, 2026 · Tier A
  4. [4]Platform | NeoNeo · undated page, accessed November 11, 2026 · Tier A
  5. [5]Why Neo | AI Control Starts at the EndpointNeo · undated page, accessed November 11, 2026 · Tier A
  6. [6]How It Works | NeoNeo · undated page, accessed November 11, 2026 · Tier A
  7. [7]Neo Launches With $100M for AI Software SecurityNeo · published July 20, 2026 · Tier A

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