Alice

Name: Alice
Brand: Alice
Rating: 4.9 (16 reviews)

Alice is an enterprise platform for AI trust, safety, and security that provides pre-launch adversarial testing, runtime guardrails, and ongoing production evaluation for generative AI and agentic systems.

Est 2018|Valuation $800M|Raised $123.4M|30 Ref Customers

LinkedIn 36K|Website|FTEs 441|HQ Tel Aviv, Israel

01Competitive Landscape

| Aspect | Alice (WonderSuite) | Palo Alto Networks Prisma AIRS | Lakera Guard | |--------|----------------------|-------------------------------|-------------| | Starting Price | Not publicly listed (demo/sales-led) | Published consumption constructs and pay-as-you-go elements are available for some managed offerings; enterprise pricing is typically quote-based | Community tier available with limited monthly usage; Pro/Enterprise tiers are quote-only | | Primary use case | Enterprises requiring lifecycle AI security: pre-launch testing, runtime guardrails, and ongoing evaluation under a policy/audit framework | Security organizations standardized on the Palo Alto ecosystem seeking AI runtime security integrated with network/cloud controls | Teams focused on runtime LLM threat detection (prompt injection/jailbreak/PII/toxicity) with developer-focused entry points | | Key Strength | Unified lifecycle suite (pre-launch, runtime, production evaluation) and an adversarial intelligence dataset described by the vendor | Platform consolidation with published consumption constructs for some managed offerings; fits buyers already using Palo Alto products | Developer-friendly entry and focused specialization in prompt injection/jailbreak protection | | Key Weakness | Pricing opacity; limited independent validation of scale claims; configuration and onboarding effort cited in reviews | Complexity and enterprise procurement; broader community feedback about pricing/renewals in adjacent products | Narrower governance posture compared to enterprise suites; may not meet large-scale governance needs | - Narrative competitive analysis - Alice vs Prisma AIRS (Palo Alto Networks) - Prisma AIRS provides published metering constructs for managed offerings that can assist with FinOps modeling, although enterprise contracts remain complex. - Alice is presented by the vendor as a unified lifecycle solution with pre-launch red teaming, runtime guardrails, and ongoing red-teaming under a policy framework, and the vendor emphasizes an adversarial-intelligence dataset. - For large enterprises, purchasing decisions may be driven by whether AI security is procured as a standalone governance layer or as an extension of an existing security vendor estate. - Alice vs Lakera - Lakera’s community tier is suitable for experimentation and developer-led pilots. - Alice is oriented toward enterprise governance, auditability, and cross-team workflows, and may require more structured rollout and operational ownership. - Alice vs Protect AI / Robust Intelligence (Cisco) - Protect AI is positioned as an end-to-end AI/ML security platform available via some cloud marketplaces; public marketplace listings may not provide transparent price detail. - Robust Intelligence emphasizes continuous validation and an AI firewall approach; packaging and roadmaps may evolve following acquisition activity, and public pricing is generally sales-led. - Market share and adoption trends - Independent market sizing and share estimates were not available in the retrieved sources. Customer review volume on major review platforms is small, limiting inference.

01Competitive Landscape

Aspect	Alice (WonderSuite)	Palo Alto Networks Prisma AIRS	Lakera Guard
Starting Price	Not publicly listed (demo/sales-led)	Published consumption constructs and pay-as-you-go elements are available for some managed offerings; enterprise pricing is typically quote-based	Community tier available with limited monthly usage; Pro/Enterprise tiers are quote-only
Primary use case	Enterprises requiring lifecycle AI security: pre-launch testing, runtime guardrails, and ongoing evaluation under a policy/audit framework	Security organizations standardized on the Palo Alto ecosystem seeking AI runtime security integrated with network/cloud controls	Teams focused on runtime LLM threat detection (prompt injection/jailbreak/PII/toxicity) with developer-focused entry points
Key Strength	Unified lifecycle suite (pre-launch, runtime, production evaluation) and an adversarial intelligence dataset described by the vendor	Platform consolidation with published consumption constructs for some managed offerings; fits buyers already using Palo Alto products	Developer-friendly entry and focused specialization in prompt injection/jailbreak protection
Key Weakness	Pricing opacity; limited independent validation of scale claims; configuration and onboarding effort cited in reviews	Complexity and enterprise procurement; broader community feedback about pricing/renewals in adjacent products	Narrower governance posture compared to enterprise suites; may not meet large-scale governance needs

Narrative competitive analysis
- Alice vs Prisma AIRS (Palo Alto Networks)
  - Prisma AIRS provides published metering constructs for managed offerings that can assist with FinOps modeling, although enterprise contracts remain complex.
  - Alice is presented by the vendor as a unified lifecycle solution with pre-launch red teaming, runtime guardrails, and ongoing red-teaming under a policy framework, and the vendor emphasizes an adversarial-intelligence dataset.
  - For large enterprises, purchasing decisions may be driven by whether AI security is procured as a standalone governance layer or as an extension of an existing security vendor estate.
- Alice vs Lakera
  - Lakera’s community tier is suitable for experimentation and developer-led pilots.
  - Alice is oriented toward enterprise governance, auditability, and cross-team workflows, and may require more structured rollout and operational ownership.
- Alice vs Protect AI / Robust Intelligence (Cisco)
  - Protect AI is positioned as an end-to-end AI/ML security platform available via some cloud marketplaces; public marketplace listings may not provide transparent price detail.
  - Robust Intelligence emphasizes continuous validation and an AI firewall approach; packaging and roadmaps may evolve following acquisition activity, and public pricing is generally sales-led.
Market share and adoption trends
- Independent market sizing and share estimates were not available in the retrieved sources. Customer review volume on major review platforms is small, limiting inference.

Aspect

Alice (WonderSuite)

Palo Alto Networks Prisma AIRS

Lakera Guard

Starting Price

Not publicly listed (demo/sales-led)

Published consumption constructs and pay-as-you-go elements are available for some managed offerings; enterprise pricing is typically quote-based

Community tier available with limited monthly usage; Pro/Enterprise tiers are quote-only

Primary use case

Enterprises requiring lifecycle AI security: pre-launch testing, runtime guardrails, and ongoing evaluation under a policy/audit framework

Security organizations standardized on the Palo Alto ecosystem seeking AI runtime security integrated with network/cloud controls

Teams focused on runtime LLM threat detection (prompt injection/jailbreak/PII/toxicity) with developer-focused entry points

Key Strength

Unified lifecycle suite (pre-launch, runtime, production evaluation) and an adversarial intelligence dataset described by the vendor

Platform consolidation with published consumption constructs for some managed offerings; fits buyers already using Palo Alto products

Developer-friendly entry and focused specialization in prompt injection/jailbreak protection

Key Weakness

Pricing opacity; limited independent validation of scale claims; configuration and onboarding effort cited in reviews

Complexity and enterprise procurement; broader community feedback about pricing/renewals in adjacent products

Narrower governance posture compared to enterprise suites; may not meet large-scale governance needs

Alice

01Competitive Landscape

02Market Map

01Competitive Landscape

02Market Map