Home · Model comparisons
Claude Haiku 5.5 vs GPT-6 Luna
Two low-cost models with the same short-context sticker price — different long-prompt tiers, benchmarks, and token spend at max effort. Use this page for the comparison intent; use BatchHaiku home for Haiku-first batch positioning.
At a glance
- Short tier — both ~$0.10 in / $0.50 out per 1M.
- Long tier — Haiku steps up after 100K prompts; Luna holds short rates until ~272K.
- AA Index (max) — Haiku ~43, Luna ~38 (independent).
- BatchHaiku — live jobs run Claude Haiku via Cloudflare AI; Luna is comparison context only.
AI model comparison
Haiku 5.5 vs Luna 6
vs
Independent + vendor-reported scores — harnesses differ; compare within a row.
Intelligence Index (max)
Artificial Analysis
43
38
Terminal-Bench 4.0
AA protocol (vendor cards may differ)
33%
13%
AutomationBench-AA
~35%
~53%
Best for
Haiku 5.5 — Bulk classify, extract, label, agent subtasks
Luna 6 — Long-prompt cheap tier, lighter reasoning spend
Quick read
Haiku 5.5 leads Intelligence Index (43 vs 38). Short-tier list prices match — long-context thresholds decide the bill. Haiku 5.5 streams faster at max effort (~237 tok/s AA).
Sources: Anthropic overview + Artificial Analysis (max effort); OpenAI pricing notes + Artificial Analysis (max effort). Scores and prices move — verify live provider cards before procurement. BatchHaiku runs live jobs on Claude Haiku via Cloudflare AI.
How to decide for your CSV
Ignore headline screenshots. Measure label accuracy on a gold set, p95 latency, and fully loaded $/1k rows — including long-context tier flips. For Anthropic-side rates see Claude Haiku pricing; for scores see Haiku 5.5 benchmarks.
BatchHaiku is an independent third-party tool, NOT affiliated with or endorsed by Anthropic. Live inference runs Claude Haiku 5.5 via Cloudflare AI under your account usage terms.
Related guides
- Claude Haiku pricing (4.5 & 5.5)
List rates, long-context tiers, and cost per 1k CSV rows.
- Claude Haiku 5.5 benchmarks
AA Index, Terminal-Bench, SWE — with sources cited.
- Haiku vs Sonnet for batch
When Haiku is enough and when Sonnet is worth the spend.
- Claude Haiku batch API & CSV jobs
Classify / extract at scale — BatchHaiku’s product wedge.
- Live model comparison tool
Switch Haiku, Luna, Sonnet, Opus side by side on the homepage.