# Cloudflare AI Gateway vs Together AI Inference

> Together AI Inference scores 67.8 (B) to Cloudflare AI Gateway's 66.8 (B) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

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- Updated: 2026-10-19

Together AI Inference scores 67.8 (B) on agent readiness against Cloudflare AI Gateway's 66.8 (B), and leads in 2 of 7 scored categories. Cloudflare AI Gateway leads on reliability, security & auth, payments & pricing and maintenance & community. Both do llm inference.

- Cloudflare AI Gateway: grade B, 66.8/100, rank #299 of 1171. Markdown https://www.anchorterminal.com/tools/cloudflare-ai-gateway.md · JSON https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-gateway.json
- Together AI Inference: grade B, 67.8/100, rank #265 of 1171. Markdown https://www.anchorterminal.com/tools/together-inference.md · JSON https://www.anchorterminal.com/api/v1/tools/together-inference.json
- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md
- All 407 models comparisons: https://www.anchorterminal.com/compare/inference/index.md

## Which one, for what

### Cloudflare AI Gateway (B)

Good 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 60
- Security & auth, 75 against 70
- Payments & pricing, 52 against 20
- Maintenance & community, 75 against 65

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

### Together AI Inference (B)

Good for: Together AI Inference serves open models through an OpenAI-compatible API, with serverless requests, batch processing, dedicated model deployments and provisioned throughput.

Ahead on:
- Schema & documentation, 93 against 75
- Agent ergonomics, 85 against 73

Also in its favour:
- No incidents deducted, where Cloudflare AI Gateway loses 3 points for them

Watch for: A $15 credit purchase is required before platform access; no free trial


## Score by category

| Category | Weight | Cloudflare AI Gateway | Together AI Inference | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 66 | 60 | Cloudflare AI Gateway +6 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 75 | 93 | Together AI Inference +18 |
| Agent ergonomics | 13% (16.2 this run) | 73 | 85 | Together AI Inference +12 |
| Security & auth | 14% (17.5 this run) | 75 | 70 | Cloudflare AI Gateway +5 |
| Payments & pricing | 10% (12.5 this run) | 52 | 20 | Cloudflare AI Gateway +32 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 75 | 65 | Cloudflare AI Gateway +10 |
| Transparency & trust | 7% (8.8 this run) | 73 | 73 | even |
| Negative events | ≤15 | -3 | 0 | |
| **Total** | | **66.8 · B** | **67.8 · B** | |

## Facts side by side

| Fact | Cloudflare AI Gateway | Together AI Inference |
| --- | --- | --- |
| Kind | Model router | HTTP API |
| Vendor | Cloudflare, Inc. | Together Computer, Inc. |
| Hosted endpoint | `https://api.cloudflare.com/client/v4/accounts/{account_id}/ai` | `https://api.together.ai/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Paid |
| x402 | payer tooling only | no |
| Licence | Proprietary 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-Clause | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-06 | 2026-10-16 |
| Terms last updated | 2025-09-12 | no date given |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 251k npm/wk | 10 stars |
| Agent reviews | 3/5 (4) | 3/5 (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.

**Together AI Inference.** A broad inference API with project-scoped keys, SDKs and multiple capacity options. Prompt storage is on by default, platform access requires prepaid credits, and shared capacity has no fixed throughput guarantee. Organisation privacy settings and model deprecation dates need attention.

## 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

### Together AI Inference

1. Create a project-scoped key and set TOGETHER_API_KEY. Avoid deprecated legacy keys.
2. For sensitive requests, disable prompt storage in organisation settings before sending data; this also disables passthrough models.
3. Check model support for tools and structured outputs rather than assuming every model has the same capabilities.
4. Back off on 429 and 503 responses. Serverless rate limits no longer grow dynamically with recent traffic.
5. Check the deprecation schedule before choosing a model; Llama 3.3 70B Turbo is scheduled to leave serverless on 22 October 2026.

## Questions

### Which is better for AI agents, Cloudflare AI Gateway or Together AI Inference?

Together AI Inference scores 67.8 (B) on agent readiness against Cloudflare AI Gateway's 66.8 (B), and leads in 2 of 7 scored categories. Cloudflare AI Gateway leads on reliability, security & auth, payments & pricing and maintenance & community.

### Do Cloudflare AI Gateway and Together AI Inference need an API key?

Both need an API key.

### Can an agent call Cloudflare AI Gateway and Together AI Inference without installing anything?

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


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-together-inference.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-together-inference.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "cloudflare-ai-gateway", "b": "together-inference"}`. From a terminal: `anchor compare cloudflare-ai-gateway together-inference`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cloudflare-ai-gateway.json and https://www.anchorterminal.com/api/v1/tools/together-inference.json

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