CISO Tribune

Vendor comparison · 2 companies

Alice vs Credo AI

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. Credo AI sells a platform that helps enterprises discover their AI, enforce policy and manage AI risk across every agent, application, model and AI vendor. 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
  • Credo AI
Alice vs Credo AI: Products, Customers and Funding Compared
AliceAlice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails.alice.ioCredo AICredo AI sells a platform that helps enterprises discover their AI, enforce policy and manage AI risk across every agent, application, model and AI vendor.credo.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 Governance Platform[1][4][12]Helps enterprises discover their AI, enforce policy and manage AI risk across agents, applications, models and AI vendors.
  • AI Registry[4][11][13][14]A centralized source of truth for tracking AI and ML products across the enterprise.
  • Policy Packs[1][4][8][15]Standardize governance requirements for AI with pre-built packs for regulations and standards.
  • Model Trust Scores[16]A framework that helps enterprises assess which foundation models meet their requirements.
Categories
Headquarters
New York, USA[1]San Francisco, United States[3]
Founded
Not stated on its pages2020[2]
Ownership and funding
Not stated on its pagesPrivately held[4][7]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • April 28, 2026Credo AI announced that it has joined a partner program.[6]
  • February 20, 2026G42 and Credo AI announced a memorandum of understanding to advance Responsible AI across the Global South.[5]
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: listed, seen November 10, 2026[14]
  • G2: listed, seen November 4, 2026[7]
  • 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, Credo AI sells mainly to enterprises deploying agents, models and applications that need to govern them. Credo AI offers procurement teams a standardized way to collect and evaluate AI risk-specific evidence from AI vendors. A customer example on its pages is a provider of higher education enrollment solutions.
Last verified
October 29, 2026September 27, 2026

Where they overlap

  • Alice and Credo 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; Credo AI's is AI governance.
  • Alice is also filed under AI firewalls and guardrails.
  • Alice lists WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Credo AI lists AI Governance Platform, AI Registry, Policy Packs and Model Trust Scores.
  • Alice is headquartered in New York, USA. Credo AI is headquartered in San Francisco, United States.
  • Credo AI was founded in 2020.
  • Credo AI is privately held.

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: Credo AI

What AI Registry does[4][11][13][14]
AI Registry provides a centralized source of truth for tracking AI/ML products in development or uses across the enterprise. AI Registry can be used to map all Gen AI projects and track ownership. Credo AI's platform automatically evaluates metadata about use cases to identify and suggest potential risks and business impacts.
What Policy Packs does[1][4][8][15]
Credo AI's Policy Packs standardize governance requirements for AI. Pre-built policy packs cover EU AI Act, NIST AI RMF, ISO 42001 and SOC 2, with automated governance workflows and audit-ready evidence. Customers can apply Credo AI Policy Packs to vendor solutions to set specific requirements.
What Model Trust Scores does[16]
Credo AI developed Model Trust Scores to address the challenge of AI model selection. Model Trust Scores help enterprises establish which foundation models meet their non-negotiable requirements, such as security and infrastructure compatibility, and contextualize complex evaluations into use-case specific insights.

Questions about Alice and Credo AI

What do Alice and Credo AI sell?
Alice sells WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Credo AI sells AI Governance Platform, AI Registry, Policy Packs and Model Trust Scores.
Are Alice and Credo AI in the same category?
They share AI model and agent security. Alice's primary category is AI model and agent security and Credo AI's is AI governance.
Where are Alice and Credo AI headquartered?
Alice is headquartered in New York, USA. Credo AI is headquartered in San Francisco, United States.
When were Alice and Credo AI founded?
Credo AI was founded in 2020.
Who owns Alice and Credo AI?
Credo AI is privately held.
Who are Alice and Credo AI sold to?
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries. From its own pages, Credo AI sells mainly to enterprises deploying agents, models and applications that need to govern them.
What have Alice and Credo AI announced recently?
April 28, 2026: Credo AI announced that it has joined a partner program.

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

Credo AI full record

  1. [1]Credo AI - The Trusted Leader in AI GovernanceCredo AI · undated page, accessed September 27, 2026 · Tier A
  2. [2]Credo ai closes 12 8 million series a funding round led by sands capital 301548311Credo AI via PR Newswire · prnewswire.com · published May 17, 2022 · Tier A
  3. [3]Credo artificial intelligence governanceAxios · axios.com · published October 19, 2021 · Tier B
  4. [4]Credo AI - The Leader in Responsible AI - ProductCredo AI · undated page, accessed October 24, 2026 · Tier A
  5. [5]G42 Joins Forces with Credo AI To Advance Responsible AI Adoption Across Global SouthBusiness Wire · published February 20, 2026 · Tier A
  6. [6]Credo AI Advances AI Governance in Healthcare Through Coalition for Health AI (CHAI) PartnershipBusiness Wire · published April 28, 2026 · Tier A
  7. [7]Credo AI Reviews 2026: Details, Pricing, & Features - G2G2 · undated page, accessed October 24, 2026 · Tier C
  8. [8]Credo AI - Vendor ComplianceCredo AI · undated page, accessed November 4, 2026 · Tier A
  9. [9]AI Governance Insights Hub | Credo AICredo AI · undated page, accessed November 4, 2026 · Tier A
  10. [10]Credo AI - Create Artifacts for AuditCredo AI · undated page, accessed November 4, 2026 · Tier A
  11. [11]Customers - The Leaders of AI Governance | Credo AICredo AI · undated page, accessed November 4, 2026 · Tier A
  12. [12]Credo AI - Regulations and StandardsCredo AI · undated page, accessed November 4, 2026 · Tier A
  13. [13]Credo AI - AI AdoptionCredo AI · undated page, accessed November 4, 2026 · Tier A
  14. [14]Credo AI - Gen AICredo AI · undated page, accessed November 4, 2026 · Tier A
  15. [15]Credo AI - Risk ManagementCredo AI · undated page, accessed November 4, 2026 · Tier A
  16. [16]Model Trust Scores: Evaluating AI Models with Credo AICredo AI · undated page, accessed November 4, 2026 · Tier A

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