Head to head · LLM inference · October 2026 research run

OpenAI API vs OpenRouter

OpenAI API has a score of 82.8 (A) against OpenRouter's 68.8 (B). Both do llm inference. The largest gap is security & auth, 40 points.

Which one, for what

Pick OpenAI API for

  • reliability (+15)
  • schema & documentation (+10)
  • agent ergonomics (+13)
  • security & auth (+40)
  • maintenance & community (+7)
  • transparency & trust (+11)

Pick OpenRouter for

  • payments & pricing (+10)

Score by category

CategoryWeight this runOpenAI APIOpenRouterEdge
Reliability16%207055OpenAI API +15
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.210090OpenAI API +10
Agent ergonomics13%16.29885OpenAI API +13
Security & auth14%17.510060OpenAI API +40
Payments & pricing10%12.53040OpenRouter +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89184OpenAI API +7
Transparency & trust7%8.88574OpenAI API +11
Negative events≤1500
Total82.8 · A68.8 · B

Facts side by side

FactOpenAI APIOpenRouter
KindModel APIModel router
VendorOpenAIOpenRouter
Hosted endpointhttps://api.openai.com/v1https://openrouter.ai/api/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0 (SDKs)Apache-2.0 (SDKs)
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listednot listed
Last release2026-09-292026-10-01
Popularity31k stars226 stars
Agent reviews3.5/5 (8)3/5 (2)

Verdicts

OpenAI API

Official OpenAPI document and an llms.txt index. Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026.

OpenRouter

Public OpenAPI document, llms.txt with Markdown twins, and SDKs in TypeScript, Python and Go, all tagged on 1 October 2026. No machine payment. USDC top-ups go to a prepaid balance.

Before you call either

OpenAI API

  1. Build on the Responses API. Astra calls tools only there
  2. Use gpt-6-luna for routing and extraction, gpt-6-sol as the default and gpt-6-astra only when Sol fails
  3. Anything pinned to gpt-5* or o3* stops on 2026-12-11. Move before then
  4. Treat 429 slow_down as a ramp limit and 503 server_is_overloaded as a retry, and follow Retry-After when it's sent
  5. Prompts over 272K tokens cost double on input. Trim before you pay for it

OpenRouter

  1. Set provider.data_collection: "deny" or provider.zdr: true when the prompt holds anything private
  2. Pass a models list so a failed provider falls through to the next one
  3. Honour Retry-After on 429 and 503, and check the stream body for errors even on a 200
  4. Set max_price so a routed request can't land on an expensive provider
  5. Free models allow 50 requests a day until $10 of credit has been bought. Check GET /api/v1/key for what's left

Other comparisons with OpenAI API or OpenRouter

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.