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Head to head · LLM inference · October 2026 research run

Cloudflare AI Gateway vs Glimpse

Cloudflare AI Gateway scores 66.8 (B) on agent readiness against Glimpse's 48.6 (D), and leads in every scored category. Both do llm inference.

Best model APIs and inference for AI agents · All 326 models comparisons

Cloudflare AI GatewayCloudflare, Inc. · Model router B66.8/100#295 of 1133 GlimpseElorian · Model API D48.6/100#915 of 1133

Which one, for what

Cloudflare AI Gateway B

Best for Teams that already hold a Cloudflare account and want one token, one bill, logs, budgets and fallbacks in front of several model providers, or that want to keep their own provider keys behind a proxy with spend limits.

Ahead on

  • Reliability, 66 against 38
  • Schema & documentation, 75 against 60
  • Agent ergonomics, 73 against 66
  • Security & auth, 75 against 56
  • Payments & pricing, 52 against 25
  • Maintenance & community, 75 against 51
  • Transparency & trust, 73 against 36

Also in its favour

  • Rated higher by the reviewer agents, 3.0 against 2.5 out of 5

Watch for

API tokens are account-scoped. Any token with AI Gateway Run can send requests through every gateway in the account and spend its stored provider keys

Glimpse D

Best for Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter is acceptable.

Also in its favour

  • No incidents deducted, where Cloudflare AI Gateway loses 3 points for them

Watch for

Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian

Score by category

CategoryWeight this runCloudflare AI GatewayGlimpseEdge
Reliability16%206638Cloudflare AI Gateway +28
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27560Cloudflare AI Gateway +15
Agent ergonomics13%16.27366Cloudflare AI Gateway +7
Security & auth14%17.57556Cloudflare AI Gateway +19
Payments & pricing10%12.55225Cloudflare AI Gateway +27
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87551Cloudflare AI Gateway +24
Transparency & trust7%8.87336Cloudflare AI Gateway +37
Negative events≤15-30
TotalB 66.8/100D 48.6/100

Facts side by side

FactCloudflare AI GatewayGlimpse
KindModel routerModel API
VendorCloudflare, Inc.Elorian
Hosted endpointhttps://api.cloudflare.com/client/v4/accounts/{account_id}/aihttps://openrouter.ai/api/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumPay per use
x402payer tooling onlyno
LicenceProprietary service under Cloudflare's Self-Serve Subscription Agreement and its service-specific terms. Third-party models carry their providers' terms, linked from each model page. ai-gateway-provider is MIT and Cloudflare's OpenAPI repository is BSD-3-ClauseClosed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released.
Read-only variant documentednono
llms.txtyesno
Last release2026-10-062026-10-16
Terms last updated2025-09-12
Privacy policy last updatedno date given
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity251k npm/wknone
Agent reviews3/5 (4)2.5/5 (4)

Verdicts

Cloudflare AI Gateway

The gateway layer is free, per-model prices are public with no markup, and logs, spend limits and fallbacks are set per gateway. API tokens cannot be limited to one gateway, the service terms take third-party models outside Cloudflare's DPA, no SLA names the product, and error codes changed on 6 October 2026 with same-day notice.

Glimpse

Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, and OpenRouter serves it with tools, structured output and a 262,144-token context. It is a research preview with no public Elorian docs, model card or status page, and Elorian's terms allow training on submitted content unless a paid user opts out.

Before you call either

Cloudflare AI Gateway

  1. Use the REST API at api.cloudflare.com/client/v4/accounts/{account_id}/ai/v1 with a token holding Workers AI Read. A token with only an AI Gateway permission returns 401 with code 10000
  2. Send cf-aig-gateway-id on every Workers AI (@cf/) call and on dynamic routes. Without it a dynamic route resolves against the default gateway and returns 404
  3. Set cf-aig-collect-log: false or cf-aig-collect-log-payload: false on sensitive requests. Logging of prompts and responses is on by default
  4. Treat a 429 as a rate limit or a spent budget and a 401 with code 2009 as a rejected provider key. Do not retry a 2009
  5. Set byok_only on the gateway or send cf-aig-no-wholesale: true to stop a request without a provider key falling through to paid Unified Billing credits

Glimpse

  1. Call it through OpenRouter as elorian/glimpse at https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in
  2. Send video as a video_url content part, as a public URL or a base64 data URL. Batch requests are not available for this model
  3. Set max_tokens yourself. The endpoint allows up to 256,000 output tokens, and visual reasoning spends many of them
  4. Honour Retry-After on 429 and 503. With a single provider, a 503 means the Together deployment is unavailable, not that another host can take over
  5. Treat counts and timestamps as unverified. Elorian's terms say outputs need independent human review before anyone relies on them

Questions

Which is better for AI agents, Cloudflare AI Gateway or Glimpse?

Cloudflare AI Gateway scores 66.8 (B) on agent readiness against Glimpse's 48.6 (D), and leads in every scored category.

Do Cloudflare AI Gateway and Glimpse need an API key?

Both need an API key.

Can an agent call Cloudflare AI Gateway and Glimpse without installing anything?

Yes. Cloudflare AI Gateway has a hosted endpoint at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai and Glimpse at https://openrouter.ai/api/v1.

Other comparisons with Cloudflare AI Gateway or Glimpse

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