Comparative Analysis
Every AI gateway routes traffic. Corveil captures organizational intelligence from that traffic — what your people know, what they're working on, and how the organization actually operates. Here's how we compare.
The Bottom Line
Corveil captures organizational ontology from AI interactions and injects institutional context back into every query. Cloudflare sees packets — Corveil sees knowledge.
Org IntelligenceCorveil deploys inside your VPC or on-premises. Cloudflare AI Gateway is SaaS-only — every prompt transits third-party infrastructure.
Self-HostedActivity summaries, auto-built user profiles, expertise mapping, and actionable recommendations — all generated from real AI usage patterns. Cloudflare offers none of this.
Insights EngineFeature Comparison
Where your data lives determines what you can do with it.
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Deployment model | Self-hosted — Docker, Kubernetes, ECS Fargate, bare metal | SaaS-only — runs on Cloudflare edge |
| Air-gapped / disconnected operation | Yes | No |
| AWS GovCloud | Native — Bedrock GovCloud adapter (us-gov-west-1) | Not available |
| Data residency control | Full — you own the infrastructure and database | None — traffic transits Cloudflare global network |
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Authentication | Multi-layer — virtual API keys + OIDC/Okta SSO + session management | Basic — token-based gateway auth only |
| Key management | Virtual API keys (sk-citadel-xxx) shield real provider credentials. SHA-256 hashed at rest. | Cloudflare Secrets Store with AES encryption |
| SSRF protection | Built-in — DNS rebinding defense, private IP blocking, cloud metadata protection | N/A (SaaS model) |
| Admin impersonation tracking | Yes — full audit trail of impersonated sessions | Not available |
| Decision audit trail | Yes — records every guardrail decision with reasons | Logging only — no decision-level audit |
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Content moderation | OpenAI Moderation API + custom keyword/regex blocklists | Llama Guard (Meta) — fixed categories, not pluggable |
| PII detection | Built-in — SSN, credit card, email, phone, IP (with smart internal IP exclusions) | Yes — via Cloudflare DLP profiles |
| PII handling | Block or redact — scrubs PII and continues the request | Block or alert — no redaction option |
| PII anonymization with restoration | Yes — strips PII before provider call, restores it in the response | Not available |
| Jailbreak / prompt injection detection | Built-in — 8+ default patterns + custom regex | Not a distinct feature |
| Custom guardrails | Runtime-configurable via API — keyword, regex, PII, and custom plugins | No — Llama Guard categories only |
| Guardrail testing endpoint | Yes — test content against guardrails before deploying | Not available |
| Pre-call and post-call filtering | Both — input and output checked independently | Both |
This is where Corveil leaves the “AI gateway” category entirely.
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Ontology capture | Yes — captures corporate ontology from AI interactions (entities, relationships, structure) | Not available |
| Organizational context injection | Yes — auto-injects relevant org context into LLM system prompts | Not available |
| Knowledge graph | Yes — queryable organizational intelligence from interaction data | Not available |
| Activity summaries & user profiles | Yes — auto-generated from AI usage patterns | Not available |
| Living intelligence layer | Yes — continuous capture, stays deployed as ongoing service | Not available — pure proxy layer |
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Plugin system | 10 lifecycle hooks — pre-request, check-input, pre-provider, post-provider, check-output, post-request, on-error, on-stream-chunk, startup, shutdown | No plugin system |
| Built-in plugins | 6 — anonymizer, jailbreak detector, cost alerter, webhook notifier, decision audit, ontology context | N/A |
| Custom guardrails via API | Yes — create, update, test, enable/disable at runtime | No |
| Webhook notifications | Built-in — SSRF-safe webhook plugin | Via Workers — separate Cloudflare product |
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Budget controls | Per-user, per-key, per-team with hard budget limits | Gateway-wide — daily/weekly/monthly |
| Spend tracking | Per-request cost, daily aggregates, timeseries by user/team/key/model | Per-request cost, aggregate dashboard |
| Analytics API | Full REST API — overview, timeseries, top-N, cost-by-provider | Dashboard only |
| Response caching | Not built-in | Edge caching — exact-match, configurable TTL |
| Unified billing | Not available | Yes — single invoice across providers |
| Capability | Corveil | Cloudflare AI Gateway |
|---|---|---|
| Model coverage | 200+ models via OpenRouter + direct Anthropic, Vertex AI, Bedrock | 20+ native providers + custom endpoints |
| Anthropic native API | Full passthrough — streaming, extended thinking, prompt caching, tools | Via universal endpoint |
| OpenAI-compatible endpoint | Yes — drop-in replacement | Yes |
| Model fallback routing | Via OpenRouter | Built-in — fallback chains, A/B testing, geo-routing |
No Cloudflare Equivalent
Capabilities with no counterpart in Cloudflare AI Gateway.
Every AI interaction reveals what your people know, what they're working on, and how the organization actually operates. Corveil captures this as a queryable knowledge graph.
Hourly, daily, and weekly digests of what teams worked on. Auto-built profiles of expertise, projects, and focus areas. Know what happened without asking.
The ontology context plugin auto-injects relevant organizational knowledge into every LLM query. Your AI tools understand your org structure, terminology, and institutional context.
Deploy inside your VPC, on-premises, or in any cloud region. Your data stays on your infrastructure — no third-party transit required.
The anonymizer plugin strips PII before the LLM ever sees it, then restores real values in the response. Users get useful answers without exposing sensitive data.
Every guardrail decision, every routing choice is recorded with full context. Not just “what happened” but “why it was allowed or blocked.”
Fair Assessment
Capabilities where Cloudflare AI Gateway has an advantage.
Exact-match response caching at the edge. For high-volume repeated queries, this reduces latency and cost. Corveil does not include built-in response caching.
Cloudflare's worldwide network provides low-latency access from any geography. Best suited for globally distributed, unclassified workloads.
A single API call creates a gateway — no infrastructure provisioning required. Corveil requires deploying and managing your own infrastructure.