Enterprise comparison / Agent Access Manager vs Kong

Compare a broad API gateway with a focused on-prem LLM broker.

Evaluate plugin-driven gateway infrastructure against one AI-specific deployable for provider translation, virtual keys, budgets, guardrails, and evidence.

Architecture comparison based on publicly documented product focus. Validate current editions during evaluation.

Kong

Gateway pattern

Typical Kong AI proxy route

01_format_version: "3.0"02services:03  - name: enterprise-llm04    url: https://api.openai.com05    routes:06      - name: chat-completions07        paths: [/ai/v1]08    plugins:09      - name: ai-proxy-advanced10        config:11          targets:12            - route_type: llm/v1/chat13              model: { provider: openai, name: gpt-4.1 }14 15# Gateway plugins govern API traffic.16# Compare the operating model and AI-specific controls.

Validate enterprise control coverage

Agent Access Manager

Secretless policy

On-prem virtual keys, provider routes, and governed access

01# Configure the on-prem broker02POST /admin/providers03{ "name": "anthropic-prod", "protocol": "anthropic",04  "credential": "<encrypted-at-rest>" }05 06POST /admin/deployments07{ "alias": "fast", "provider": "anthropic-prod",08  "upstreamModel": "claude-sonnet" }09 10POST /admin/keys11{ "orgId": "acme", "teamId": "platform",12  "expiresAt": "2026-07-22T00:00:00Z" }13 14# Applications use the virtual key15POST /v1/chat/completions16Authorization: Bearer sk-aam-virtual-key17{ "model": "fast", "messages": [...], "stream": true }

Vendor credentials remain inside the broker

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Problem / agitation / control

A gateway evaluation must cover access, routing, safety, cost, and evidence.

Provider compatibility alone does not resolve master-key exposure, application access, budget enforcement, sensitive-data policy, or durable call accountability.

Model route

Select provider deployments by alias, health, fallback order, rate, and budget state.

Virtual-key access

Keep vendor master credentials encrypted while applications receive revocable broker keys.

Gateway guardrails

Inspect request and response text for PII, secrets, and denied content by scope.

Durable evidence

Record scope, provider, model, tokens, spend, latency, policy decisions, and outcome.

Control capability matrix

Gateway controls must work as one operating path.

Compare the documented Kong product focus with verified Agent Access Manager gateway capabilities.

Control domain	Enterprise requirement	Kong	Agent Access Manager
Gateway	Multi-provider LLM routing and fallback Maintain provider resilience without changing application endpoints.	Native AI proxying, load balancing, routing, and the broader gateway plugin ecosystem are documented strengths.	Native in current source Alias-based model routing, load balancing, health cooldown, and cross-vendor fallback are implemented in the gateway path.
Gateway	Virtual access keys, budgets, and rate policy Separate application access from provider credentials and constrain spend.	Native gateway controls Authentication, consumers, rate limiting, and enterprise gateway policy are mature capabilities.	Native in current source Revocable virtual keys, scoped token and currency budgets, and distributed RPM/TPM limits are implemented.
Governance	Organization, team, and project scopes Attach access, budgets, rate limits, and guardrails to accountable enterprise scopes.	Native gateway entities Consumers, groups, workspaces, and plugins provide mature organizational gateway controls.	Native in current source Virtual keys carry organization and optional team/project membership through the governance scope chain.
Security	Pre-call and post-call guardrails Apply consistent PII, secret, and denylist policy before prompts leave and before responses return.	AI plugins Kong documents AI prompt and response guardrail capabilities through its plugin ecosystem.	Native in current source Per-scope, per-direction detectors support allow, flag, redact, and block decisions.
Credentials	Encrypted vendor credentials behind virtual keys Keep master LLM vendor credentials out of applications while preserving provider choice.	Gateway credential management Kong provides mature secret and upstream credential integration patterns.	Native in current source Provider credentials are AES-256-GCM encrypted at rest and resolved only for the selected upstream route.
Evidence	Call-level audit, usage, and security evidence Connect virtual key, scope, provider, model, tokens, cost, guardrail result, latency, and outcome.	Gateway audit and telemetry Gateway events and observability are mature; AI-specific cost and guardrail correlation depends on the configured plugins.	Native in current source Postgres is the durable audit and usage record; optional SIEM and SOAR consume normalized governance events.

Review date: 2026-06-22. Capability labels summarize public documentation and common deployment patterns, not contractual guarantees. Confirm current plan, edition, and custom plugin support with each vendor.

Migration path / controlled evaluation

Evaluate the operating model without a blind rewrite.

Start from the routes, providers, applications, and controls your platform team already runs. Then test virtual-key mapping, aliases, limits, guardrails, and evidence against explicit acceptance criteria.

Review Kong public documentation

01
Map AI routes and upstream deployments
Define success criteria, evidence requirements, rollback boundaries, and accountable technical owners before production rollout.
02
Map consumers and workspaces to virtual-key scopes
Define success criteria, evidence requirements, rollback boundaries, and accountable technical owners before production rollout.
03
Recreate plugin policy as budgets, rate limits, guardrails, and exports
Define success criteria, evidence requirements, rollback boundaries, and accountable technical owners before production rollout.

Enterprise technical evaluation

Bring your current Kong architecture.

We will map provider routing, application keys, governance scopes, budgets, rate limits, guardrails, vendor credentials, deployment boundaries, and audit requirements to a concrete evaluation plan.

01 / Security architecture review

02 / Deployment and data boundaries

03 / Success criteria and migration scope

Architecture FAQ

Agent Access Manager vs Kong

Does Agent Access Manager replace every Kong capability?+

No. Kong is a broad API gateway platform. Agent Access Manager is narrower: an on-prem LLM broker with native vendor translation, virtual keys, scoped AI budgets, guardrails, and call analytics.

Can Kong remain at the network edge?+

Yes. Kong can remain the network-edge gateway while Agent Access Manager operates behind it as the AI-specific broker and policy path.

What is the operational distinction?+

Agent Access Manager packages its gateway, governance, audit, and dashboard as one Spring Boot deployable with Postgres; Kong uses a broader gateway and plugin operating model.