Comparison

Privian vs Kong AI Gateway

How Privian compares to Kong AI Gateway for privacy-first LLM routing, prompt-level data protection and sensitive-data masking.

Quick summary

At a glance

Kong AI Gateway

Choose Kong AI Gateway if you need enterprise API gateway governance, plugin extensibility and centralised policy across many services — extended to AI traffic.

Privian

Choose Privian if you want a privacy-first LLM gateway that masks supported personal and sensitive data before prompts reach the model.

Definitions

What each product is

Kong AI Gateway

Kong AI Gateway is an extension of Kong's enterprise API gateway, applying Kong's plugin model, policy enforcement and governance to LLM traffic. See konghq.com for the canonical description.

Privian

Privian is a privacy-first LLM gateway. One endpoint sits in front of providers like OpenAI, Anthropic and Google, and supported personal or sensitive entities are masked with deterministic placeholders before any provider call, then restored in the response. Raw prompts and responses are not persisted; provider credentials are stored BYOK and decrypted only in-process at request time.

Comparison

Side-by-side comparison

Grounded in publicly available product positioning. Where we are not confident, we say so.

CapabilityKong AI GatewayPrivian
Primary positioningEnterprise API gateway extended to LLM traffic with plugins and policyPrivacy-first LLM gateway with prompt-level data protection
Privacy-first routingNot a stated focusYes, core design goal
PII maskingNot a stated focusYes — supported personal/secret entities masked before provider call
Prompt-level data protectionNot a stated focusYes — deterministic placeholders, rehydrated in the response
BYOKSee vendor docsYes — provider keys stored AES-GCM, decrypted in-process
Gateway modelEnterprise API gateway with AI pluginsHosted gateway with a small JSON contract
Prompt injection protectionNot a stated focusNo claim
Tool / function callingSee vendor docsNot currently supported
Native streamingSee vendor docsNot currently supported (artificial chunking only)
Open sourceKong Gateway has OSS editions; AI features vary by editionClosed source (beta)
ObservabilitySee vendor docsStructural counters only; raw prompts never persisted
Pricing modelSee vendor pricingUsage-based plans, see /pricing
Enterprise orientationYes, enterprise-firstDesigned for privacy-sensitive teams; HIPAA/SOC 2/PCI not claimed
Best fitLarge teams already standardised on KongTeams that need supported PII masking and provider-agnostic BYOK routing

Architecture

Architecture differences

Kong AI Gateway

Kong's architecture is plugin-based and enterprise-API-gateway-first: a high-performance proxy with a large plugin ecosystem, extended with AI-specific capabilities for routing, auth and policy across providers.

Privian

Privian sits between your application and the model provider. Each request runs through detection → masking → BYOK provider call → rehydration in a single in-memory pass. The data plane is designed around minimising what reaches the provider rather than around routing breadth or orchestration.

Privacy & security

Privacy and security positioning

What Privian optimises for

  • Prompt-level data protection
  • Supported PII and sensitive-value masking
  • Privacy-first routing with BYOK
  • No raw-prompt persistence; structural observability only

What Privian does NOT claim

  • Prompt injection or jailbreak defence
  • HIPAA / SOC 2 / PCI certification
  • Tool / function calling security guarantees
  • Downstream model behaviour guarantees

When to choose

When to choose Kong AI Gateway

  • You already standardise on Kong for API governance across services
  • Plugin-based extensibility and centralised policy are key
  • Prompt-level data protection can live in your own plugins or downstream

When to choose

When to choose Privian

  • You want supported PII masking baked into the gateway by default
  • You want a small JSON contract focused on the prompt path, not full API gateway features
  • You want BYOK with no raw-prompt retention out of the box

Transparency

Honest limitations

Privian is in active development. Listing what it does not do today is part of how we earn trust — expect this list to shrink over time.

  • No tool / function calling in the current beta
  • No native provider token streaming yet (stream: true is artificially chunked)
  • No OpenAI SDK drop-in compatibility
  • No claim to detect or block prompt injection or jailbreaks
  • No Norwegian fødselsnummer masking yet
  • No custom user-defined entity types yet
  • No HIPAA / SOC 2 / PCI certifications at this time

FAQ

Frequently asked questions

Is Privian a replacement for Kong AI Gateway?
No. Kong AI Gateway is part of a full enterprise API gateway. Privian is a focused privacy-first LLM gateway — much smaller surface, optimised for prompt-level data protection.
Can Privian work alongside Kong AI Gateway?
Yes. Kong can continue to handle service-wide API governance while Privian sits specifically on the prompt path to providers.
Why would I choose a privacy-first LLM gateway?
Enterprise API gateways enforce auth, quotas and routing, but do not by themselves mask sensitive content inside prompts. A privacy-first gateway adds that step explicitly.
Who should use Privian?
Teams where the differentiator is what the model sees, not the breadth of gateway policies.
Does Privian block prompt injection?
No. Privian focuses on prompt-level data protection — masking supported personal and sensitive values before they reach the model. It does not claim to detect or block prompt injection or jailbreaks. If injection defence is your primary requirement, a dedicated LLM firewall is a better fit.
Does Privian support native streaming?
Not in the current beta. The gateway accepts stream: true and returns artificially chunked text, but it does not pass through native provider token streams yet.

Plans & pricing

See pricing for Privian — a privacy-first alternative to Kong AI Gateway

BYOK, zero retention, prompt-level masking. Pricing is published transparently; Privian is in beta and limits may change.

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