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Head-to-head comparison

GPT-6 Luna vs gpt-oss-safeguard-20b

GPT-6 Luna (OpenAI) and gpt-oss-safeguard-20b (OpenAI) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 22 September 2026

As of 22 September 2026, GPT-6 Luna holds the stronger ModelCap Index position (#25 vs #169); gpt-oss-safeguard-20b is 1.7× cheaper per output token ($0.30/1M vs $0.50/1M); GPT-6 Luna offers the longer context window (1M vs 131K tokens); and gpt-oss-safeguard-20b ships open weights.

Which should you choose?

Choose GPT-6 Luna if…

  • you want the stronger overall ModelCap Index position — #25 against #169 (78.6 vs 31.3 points).
  • you need the longer context window — 1M tokens against 131K.
  • you want provider choice — 2 listed API providers against 1.
  • you want the more recently listed model — GPT-6 Luna was listed 22 September 2026, gpt-oss-safeguard-20b 29 October 2025.

Choose gpt-oss-safeguard-20b if…

  • API cost matters — $0.30/1M output tokens against $0.50/1M, about 1.7× cheaper.
  • your workload is prompt-heavy — input tokens cost $0.075/1M against $0.10/1M.
  • you want to self-host: gpt-oss-safeguard-20b ships open weights while GPT-6 Luna is api only.

GPT-6 Luna vs gpt-oss-safeguard-20b: specs, pricing and context

Specification comparison of GPT-6 Luna and gpt-oss-safeguard-20b
FieldGPT-6 LunaOpenAIgpt-oss-safeguard-20bOpenAI
ModelCap Index position#25#169
Index score78.631.3
EvidenceMeasuredInherited
Input price / 1M tokens$0.10$0.075
Output price / 1M tokens$0.50$0.30
Context window1M tokens131K tokens
Max output tokens128K66K
API providers listed21
Weight accessAPI onlyOpen weights
Input modalitiesFile, Image, TextText
First listed22 September 202629 October 2025
PublisherOpenAIOpenAI

Evidence: 3 public benchmark observations across 3 boards · finetune of openai/gpt-oss-20b · fp4 (100%). Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: GPT-6 Luna vs gpt-oss-safeguard-20b

Public benchmark boards where GPT-6 Luna or gpt-oss-safeguard-20b has a published result
BoardGPT-6 Lunagpt-oss-safeguard-20bLeads
ARC-AGI-2ARC Prize Foundation59.3%MaxOnly one result
ARC-AGI-3ARC Prize Foundation0.2%MediumOnly one result
AA Intelligence IndexArtificial Analysis37.3intelligence-index:v4.3:maxOnly one result
AA Humanity's Last ExamArtificial Analysis38.5%hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="GPT-6 Luna (max)":reasoning=trueOnly one result

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

GPT-6 Luna vs gpt-oss-safeguard-20b: common questions

Is GPT-6 Luna better than gpt-oss-safeguard-20b?

GPT-6 Luna ranks higher on the ModelCap Index as of 22 September 2026: #25 against #169. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals do not overlap, but the aggregate Index does not predict performance on every task; compare the relevant benchmark configurations before choosing.

Is GPT-6 Luna cheaper than gpt-oss-safeguard-20b?

gpt-oss-safeguard-20b is cheaper on output tokens: $0.30/1M against $0.50/1M. Input tokens are $0.10/1M for GPT-6 Luna and $0.075/1M for gpt-oss-safeguard-20b. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $0.45 for GPT-6 Luna versus $0.30 for gpt-oss-safeguard-20b. gpt-oss-safeguard-20b costs 33.3% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.

Which has the bigger context window, GPT-6 Luna or gpt-oss-safeguard-20b?

GPT-6 Luna has the larger context window: 1M tokens against 131K.

Which is better for coding, GPT-6 Luna or gpt-oss-safeguard-20b?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are GPT-6 Luna and gpt-oss-safeguard-20b open-weight models?

GPT-6 Luna: API only. gpt-oss-safeguard-20b: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run GPT-6 Luna and gpt-oss-safeguard-20b?

ModelCap currently lists 2 API providers for GPT-6 Luna and 1 for gpt-oss-safeguard-20b, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this GPT-6 Luna vs gpt-oss-safeguard-20b comparison?

Every figure comes from the sealed ModelCap dataset published 22 September 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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