# HiddenLayer AI visibility in LLM Security & AI Guardrails

Canonical: https://devtune.ai/verticals/llm-security-guardrails/hiddenlayer

[Website](https://hiddenlayer.com/)

Latest AI responses: 2026-11-14
[Tracked on paid plans](https://devtune.ai/pricing): Google AI Mode, Microsoft Bing Copilot Search, Claude with web search, Grok Search
Prompts: 25
Runs: 3


## Platforms

- google-ai
- perplexity
- chatgpt-search

Rank: 1
Joint rank: true
Total brands: 7
Measured responses: 75
Presence percent: 6.666666666666667
Share of voice percent: 17.857142857142858
Average position: 6.8
Docs presence percent: 0
Blog presence percent: 0
Brand mention percent: 14.666666666666666


## Profile

Overview: HiddenLayer is an Austin, Texas-based AI security company founded in 2022 by Chris Sestito, Tanner Burns and Jim Ballard, who previously worked together at Cylance. Its AISec Platform protects agentic, generative and predictive AI systems across their lifecycle. The platform has four modules: AI Discovery, AI Supply Chain Security (model scanning), AI Attack Simulation (automated red teaming) and AI Runtime Security. It is aimed at security, AI and governance teams in regulated and AI-forward enterprises, and at government customers. HiddenLayer says it is deployed in the US defense and intelligence communities. The company has raised about $156M in total, including a $100M Series B led by Delta-v Capital in September 2026. It is sold directly and through the AWS, Azure and Google Cloud marketplaces. Pricing is enterprise and quote-based.
Product summary: The HiddenLayer AI Security Platform is a modular enterprise platform for securing AI models, applications and agents. AI Discovery builds a living inventory of AI assets and shadow AI. AI Supply Chain Security scans models for malware, CVEs, backdoors and integrity issues, and produces an AIBOM. AI Attack Simulation runs continuous automated red teaming. AI Runtime Security is a runtime guardrail layer that detects, blocks or redacts prompt injection, data leakage, unsafe agent actions and model theft. It can be deployed as SaaS, on-premise or hybrid.


### Key capabilities

- AI Discovery: automated inventory of models, agents and shadow AI across cloud, repos and pipelines
- AI Supply Chain Security: model scanning for malware, vulnerabilities, backdoors and integrity issues
- Model genealogy and AI Bill of Materials (AIBOM)
- AI Attack Simulation: automated red teaming for prompt injection, jailbreaks, data extraction and agent misuse
- AI Runtime Security: detects and blocks prompt injection, data leakage, model theft and unsafe tool use
- Agentic threat detection, with Agent Harness Security for AI coding agents
- Compliance mapping to NIST, OWASP and MITRE ATLAS
- Non-invasive, agentless design that does not need access to raw data or model weights



### Target users

- CISOs and security teams
- AI/ML engineering and data science teams
- AI governance and compliance teams
- Government, defense and intelligence organizations
- Enterprises in financial services, insurance and technology



### Key use cases

- Discovering shadow AI and inventorying AI assets
- Scanning third-party and open-source models before deployment
- Continuous red teaming of GenAI and agentic applications
- Runtime protection against prompt injection and sensitive data exposure
- Securing AI coding agents and autonomous agent workflows
- AI governance, compliance and audit readiness
- Protecting AI deployments on AWS, Azure and Databricks

Integrations ecosystem: HiddenLayer is sold through the AWS, Microsoft Azure and Google Cloud marketplaces. It supports AWS Bedrock and SageMaker models and agents, and Bedrock AgentCore agents built with the AWS Strands framework. It also supports Azure and Databricks environments. Third-party listings cite connectors for GitHub Actions, Splunk, Microsoft Sentinel, JFrog Artifactory, Databricks Unity Catalog, Hugging Face and AI gateways. Partners include Optiv, and it has had earlier partnerships with Intel and Databricks. Deployment options include SaaS, on-premise and hybrid.
Pricing summary: HiddenLayer does not publish a standard price list. Buyers are directed to request a demo or quote. The AWS Marketplace listing shows a single 12-month contract dimension for full platform access at $5,000,000, billed in 'Units', with private offers available. Third-party analysts describe this as a list-price placeholder or ceiling rather than a typical price. Actual pricing appears to depend on scope and deployment. No free tier was found.
Review summary: Public review evidence is limited. Gartner Peer Insights shows 4.3/5 from 10 ratings. Reviewers praise AI asset visibility, coverage across the AI lifecycle, fast initial deployment and understandable dashboards. They criticize the engineering effort needed for advanced setup and a noticeable learning curve.
Competitive positioning: HiddenLayer positions itself as a lifecycle AI security platform. Its four modules are AI Discovery, AI Supply Chain Security (model scanning), AI Attack Simulation (automated red teaming) and AI Runtime Security. Several competitors in this vertical focus mainly on runtime protection, guardrails or GenAI usage security. HiddenLayer's differentiators are model scanning and supply-chain coverage, an AI bill of materials, and a non-invasive approach that does not need access to raw data or model weights. Its listings on AWS, Azure and Google Cloud marketplaces and its work with US defense and intelligence customers support its enterprise and public-sector positioning. Third-party commentary notes that this breadth can mean more operational overhead than narrower runtime tools.
Limitations: Pricing is not transparent. Reviewers cite significant setup effort and a learning curve for advanced configuration. Third-party comparisons note more operational overhead than narrower GenAI runtime tools. Public review volume is low. The module names changed in late 2025 (Model Scanner, Automated Red Teaming and AIDR became AI Supply Chain Security, AI Attack Simulation and AI Runtime Security), which may cause confusion when comparing sources.


### Source urls

- https://hiddenlayer.com/
- https://www.hiddenlayer.com/platform
- https://www.hiddenlayer.com/news/hiddenlayer-100m-series-b-ai-security
- https://siliconangle.com/2026/09/02/hiddenlayer-raises-100m-and-huskeys-27m-for-ai-security/
- https://techcrunch.com/2023/09/19/hiddenlayer-raises-50m-for-its-ai-defending-cybersecurity-tools/
- https://techcrunch.com/2022/07/19/hiddenlayer-emerges-from-stealth-to-protect-ai-models-from-attacks/
- https://www.hiddenlayer.com/about-us
- https://www.hiddenlayer.com/insight/introducing-workflow-aligned-modules-in-the-hiddenlayer-ai-security-platform
- https://www.hiddenlayer.com/news/hiddenlayer-announces-aws-genai-integrations
- https://aws.amazon.com/marketplace/pp/prodview-2haypjrayfxgw
- https://www.gartner.com/reviews/product/hiddenlayer-1951131539
- https://www.rfp.wiki/it-security/application-security-testing/ai-application-security/hiddenlayer
- https://www.hiddenlayer.com/case-study/axari-ai-security-case-study
- https://www.hiddenlayer.com/case-study/netrise-ai-security-case-study
- https://finance.yahoo.com/technology/ai/articles/hiddenlayer-nabs-100m-enterprises-rush-150123159.html
- https://pitchbook.com/profiles/company/501766-93
- https://www.positioniseverything.net/tools/hiddenlayer-ai-guardrails/

Research approved: 2026-11-05T14:15:17.045+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Axari | Axari put HiddenLayer's AI Runtime Security into production to monitor its AI agent platform. It gained production visibility into prompt-injection attempts from customer-provided content and evidence to share in enterprise security reviews. | Not available |
| NetRise | NetRise used the HiddenLayer AI Security Platform to extend its software supply chain security practices to AI, covering discovery through runtime. It gained visibility across the AI lifecycle and folded AI security into its existing security operations. | Not available |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| Gartner Peer Insights | 4.3 | 5 | 10 | https://www.gartner.com/reviews/product/hiddenlayer-1951131539 |



### Review themes



#### Praised

- Broad AI asset discovery and visibility
- Coverage across supply chain, testing and runtime
- Fast initial deployment
- Understandable dashboards with actionable insights
- Non-invasive architecture that does not expose models or data
- Useful integration with existing security workflows



#### Criticized

- Setup demands significant effort for advanced configuration
- Noticeable learning curve
- Opaque enterprise pricing
- Low public review volume




### Company facts

Founded year: 2022
Hq: Austin, Texas, USA


#### Founders

- Chris Sestito
- Tanner Burns
- Jim Ballard

Employees range: 51-200
Total funding: ~$156M
Valuation: Not available
Arr: Tens of millions (company-reported; exac
Customer count: 50+ new platform customers in the past y
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Lakera | 14 | 75 | 18.666666666666668 | 4.7105263157894735 |
| HiddenLayer | 5 | 75 | 6.666666666666667 | 6.8 |
| Guardrails AI | 2 | 75 | 2.666666666666667 | 3.5 |
| Noma Security | 2 | 75 | 2.666666666666667 | 4.75 |
| Lasso Security | 1 | 75 | 1.3333333333333335 | 3.5 |
| Arthur Shield | 0 | 75 | 0 | Not available |
| Prompt Security | 0 | 75 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| google-ai | 1 | 4 |
| perplexity | 0 | 0 |
| chatgpt-search | 4 | 16 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Which platforms scan third-party and open-source models for backdoors or malicious code before we deploy them? | 2 | 1 |
| What AI guardrail platforms send alerts into our existing SIEM and security operations workflow? | 1 | 1 |
| Which AI security vendors keep detection up to date as new jailbreak techniques appear, and how do they prove it? | 1 | 5 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which LLM security tools work with any model provider and orchestration framework, so we can switch models without changing protection? | 2 |
| What LLM security platforms let non-ML security analysts tune policies and review blocked requests in a dashboard? | 1 |
| Which open-source guardrail frameworks give engineers full control over validation rules and are production-ready? | 1 |
| Which prompt injection protection tools can a small team put in front of a customer-facing chatbot this week without a long sales process? | 1 |
| Which AI security platforms are easiest to deploy as a drop-in layer without rewriting an existing LLM application? | 1 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 2 |
| Developer Experience | 5 | 0 |
| Integrations & Ecosystem | 5 | 1 |
| Performance & Reliability | 5 | 1 |
| Setup & First Run | 5 | 0 |



## Prompt results

- Prompt text: What are my options for LLM guardrails with a free tier so a startup can test jailbreak and data-leak screening before paying?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Guardrails AI | 6 |



##### Chatgpt-search




- Prompt text: What LLM security platforms let non-ML security analysts tune policies and review blocked requests in a dashboard?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 3 |


- Prompt text: Which LLM security tools avoid lock-in by supporting open policy formats and exporting detection logs?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: Which LLM security tools work with any model provider and orchestration framework, so we can switch models without changing protection?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Lakera | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |
| Lasso Security | 3 |


- Prompt text: Which open-source guardrail frameworks give engineers full control over validation rules and are production-ready?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Guardrails AI | 1 |



##### Chatgpt-search




- Prompt text: Which prompt injection protection tools can a small team put in front of a customer-facing chatbot this week without a long sales process?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Lakera | 1 |



##### Chatgpt-search




- Prompt text: Which AI security platforms are easiest to deploy as a drop-in layer without rewriting an existing LLM application?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |


- Prompt text: Which LLM security products offer a self-hosted or private deployment for a regulated company that can't send prompts to a third-party cloud?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |


- Prompt text: What are the best AI firewalls for enterprises that need to enforce policy inline across multiple model providers without becoming a bottleneck?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 7 |


- Prompt text: What are the best AI security platforms for a company already standardized on a large network security vendor's ecosystem?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: What AI security platforms have published benchmarks or independent testing for prompt injection detection accuracy?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: Which LLM security products detect and redact sensitive data such as PII and secrets in both prompts and model outputs?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Lakera | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 4 |


- Prompt text: Which AI security vendors keep detection up to date as new jailbreak techniques appear, and how do they prove it?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: 5



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| HiddenLayer | 5 |


- Prompt text: Which runtime AI protection tools scale to millions of requests per day and stay available if a screening call fails?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 2 |


- Prompt text: Which AI guardrail tools give application developers a simple API and clear verdicts, so they can act on a flagged prompt without guessing?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |


- Prompt text: Which AI security tools detect indirect prompt injection hidden in documents, web pages and emails that an AI agent reads?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: 2



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |
| HiddenLayer | 2 |


- Prompt text: Which platforms scan third-party and open-source models for backdoors or malicious code before we deploy them?


#### Brand position by platform

Google-ai: 1
Perplexity: Not available
Chatgpt-search: 1



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| HiddenLayer | 1 |



##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| HiddenLayer | 1 |


- Prompt text: What are the best AI security tools that produce actionable red-team reports a product team can fix, not just a list of failures?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: What should I look at when choosing a first AI security tool for a company just rolling out an internal AI assistant to employees?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: Which AI security platforms keep false positives low so legitimate user prompts aren't blocked and support tickets don't pile up?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search




- Prompt text: What are the best platforms for controlling AI agents' tool calls, including blocking risky actions when they connect to MCP servers?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Noma Security | 1 |



##### Perplexity





##### Chatgpt-search




- Prompt text: Which AI security products integrate with an existing LLM gateway or proxy to apply policies centrally?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Lakera | 1 |


- Prompt text: What AI guardrail platforms send alerts into our existing SIEM and security operations workflow?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: 1



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| HiddenLayer | 1 |
| Lakera | 2 |


- Prompt text: What are my options for tools that discover which AI apps, models and agents employees are using across the company, and enforce policies on them?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Noma Security | 5 |


- Prompt text: Which LLM guardrail services add the least latency to each request, so a real-time chat or voice experience isn't slowed?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Chatgpt-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity





##### Chatgpt-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.hiddenlayer.com/solutions/model-scanning | Model Scanning \| HiddenLayer | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | product_page | 4 | 4 |
| https://www.hiddenlayer.com/platform/ai-runtime-security | AI Runtime Security \| HiddenLayer | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | product_page | 3 | 3 |
| https://www.hiddenlayer.com/solutions/agentic-mcp-security | Agentic & MCP Security | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | product_page | 2 | 2 |
| https://www.hiddenlayer.com/case-study/netrise-ai-security-case-study | How NetRise Extended Software Supply Chain Security Principles into AI with HiddenLayer | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | article | 1 | 1 |
| https://www.hiddenlayer.com/news/hiddenlayer-unveils-new-agentic-runtime-security-capabilities-for-securing-autonomous-ai-execution | HiddenLayer Advances Security for Agentic AI Systems | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | article | 1 | 1 |
| https://www.hiddenlayer.com/contact-us | Contact Us | hiddenlayer.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/7ed65e31-d00d-4dc5-bcfe-7c98ffc88cc0/e1b3eb29d3cf65afcb27fc4df9d4c44ba6cecc39.tone-opaque.png | commercial | landing_page | 1 | 1 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which AI security vendors keep detection up to date as new jailbreak techniques appear, and how do they prove it? | google-ai | ...ted and commercialized jailbreak services—AI security vendors and specialized platforms (such as Check Point AI Security, HiddenLayer, and red-teaming ecosystems like Giskard and automated stress-testing frameworks) maintain detection coverage through a... |
| Which platforms scan third-party and open-source models for backdoors or malicious code before we deploy them? | google-ai | HiddenLayer (Model Scanning): One of the leading enterprise solutions for ML security. |
| Which prompt injection protection tools can a small team put in front of a customer-facing chatbot this week without a long sales process? | chatgpt-search | Enterprise AI security platforms: Prompt Security, HiddenLayer and similar offerings may be excellent, but a quote-based procurement process isn't ideal when the objective is to get protection running this week. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| perplexity | Lakera | Lakera Guard (now Check Point AI Guardrails) is the clearest match in the search results. |
| chatgpt-search | Lakera | ## Shortlist of LLM security tools These are the strongest candidates to evaluate: 1. Check Point AI Guardrails (Lakera) Strong model-agnostic option - Model-independent HTTP API. |
| chatgpt-search | Lasso Security | Sources: Introduction to AI Agent SecurityAPI Overview Documentation 2. Lasso Security Strong framework/gateway independence - Integrates with Kong, Envoy, TrueFoundry, Portkey and LiteLLM. |
| chatgpt-search | Lakera | The strongest initial candidates are Check Point Lakera, Netskope AI Guardrails, SentinelOne Prompt Security, and Radware LLM Firewall. |
| perplexity | Guardrails AI | The strongest matches are Guardrails AI and NVIDIA NeMo Guardrails. Both let engineers define custom checks and policies, but “production-ready” needs qualification: the open-source frameworks provide deployable components; production reliability... |
| perplexity | Lakera | \| Option \| Why it’s practical for a small team \| Caveat \| \|---\|---\|---\| \| Lakera Guard \| Self-serve Community access offers up to 10,000 requests/month. |
| chatgpt-search | Lakera | My shortlist would be: 1. Check Point AI Guardrails (formerly Lakera Guard) – strong enterprise runtime security with centralized enforcement. |



## Trend

Visibility delta: 0
Avg position delta: -0.4500000000000002
Citation count delta: 2