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Head-to-head comparison

GPT-5.6 Luna vs Hy4 preview

GPT-5.6 Luna (OpenAI) and Hy4 preview (Tencent) 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 3 September 2026

As of 3 September 2026, GPT-5.6 Luna holds the stronger ModelCap Index position (#18 vs #19); GPT-5.6 Luna is 2.1× cheaper per output token ($1.20/1M vs $2.50/1M); and Hy4 preview ships open weights.

Which should you choose?

Choose GPT-5.6 Luna if…

  • you want the stronger overall ModelCap Index position — #18 against #19 (69.7 vs 68.6 points).
  • API cost matters — $1.20/1M output tokens against $2.50/1M, about 2.1× cheaper.
  • your workload is prompt-heavy — input tokens cost $0.20/1M against $0.834/1M.
  • you want provider choice — 3 listed API providers against 1.

Choose Hy4 preview if…

  • you want to self-host: Hy4 preview ships open weights while GPT-5.6 Luna is api only.
  • you want the more recently listed model — Hy4 preview was listed 28 August 2026, GPT-5.6 Luna 9 July 2026.

GPT-5.6 Luna vs Hy4 preview: specs, pricing and context

Specification comparison of GPT-5.6 Luna and Hy4 preview
FieldGPT-5.6 LunaOpenAIHy4 previewTencent
ModelCap Index position#18#19
Index score69.768.6
EvidenceMeasuredEstimated
Input price / 1M tokens$0.20$0.834
Output price / 1M tokens$1.20$2.50
Context window1M tokens1M tokens
Max output tokens128K64K
API providers listed31
Weight accessAPI onlyOpen weights
Input modalitiesFile, Image, TextText
First listed9 July 202628 August 2026
PublisherOpenAITencent

Evidence: 6 public benchmark observations across 6 boards · placed against measured peers on publisher-reported benchmarks, discounted for self-report optimism; floored directly above its measured family predecessor. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: GPT-5.6 Luna vs Hy4 preview

Public benchmark boards where GPT-5.6 Luna or Hy4 preview has a published result
BoardGPT-5.6 LunaHy4 previewLeads
Arena codingArena (LMArena)14971489–1505X-HighOnly one result
LMArena AgentLMArena2.1%0.9%–3.4%X-HighOnly one result
ARC-AGI-2ARC Prize Foundation59.6%MaxOnly one result
ARC-AGI-3ARC Prize Foundation0.2%MaxOnly one result
AA Intelligence IndexArtificial Analysis52.3intelligence-indexOnly one result
AA Terminal-Bench 2.1Artificial Analysis80.9%terminal-bench-2.1Only one result
AA Humanity's Last ExamArtificial Analysis39.5%humanitys-last-examOnly one result
Terminal-Bench 4.0Terminal-Bench (Laude Institute)17.3%14.4%–20.1%Codex · MaxOnly 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-5.6 Luna vs Hy4 preview: common questions

Is GPT-5.6 Luna better than Hy4 preview?

GPT-5.6 Luna ranks higher on the ModelCap Index as of 3 September 2026: #18 against #19. 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.

Is GPT-5.6 Luna cheaper than Hy4 preview?

GPT-5.6 Luna is cheaper on output tokens: $1.20/1M against $2.50/1M. Input tokens are $0.20/1M for GPT-5.6 Luna and $0.834/1M for Hy4 preview. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.

Which has the bigger context window, GPT-5.6 Luna or Hy4 preview?

Both publish a 1M-token context window.

Which is better for coding, GPT-5.6 Luna or Hy4 preview?

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-5.6 Luna and Hy4 preview open-weight models?

GPT-5.6 Luna: API only. Hy4 preview: 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-5.6 Luna and Hy4 preview?

ModelCap currently lists 3 API providers for GPT-5.6 Luna and 1 for Hy4 preview, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this GPT-5.6 Luna vs Hy4 preview comparison?

Every figure comes from the sealed ModelCap dataset published 3 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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