Anthropic slashes Claude Haiku 5.5 token pricing 90%, matching GPT-6 Luna

Anthropic releases Claude Haiku 5.5 at $0.10/M input below 100K tokens, a 90% cut, and aligns with OpenAI's GPT-6 Luna. Implications for enterprise inference spend and model routing.

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TL;DR — 三句話摘要

  • Anthropic released Claude Haiku 5.5 with a 90% token-price cut for requests below 100,000 tokens, pricing input at $0.10 per million tokens and output at $0.50 per million tokens. [S1]
  • Above 100,000 tokens, Haiku 5.5 input rises to $0.50 and output to $2.50 per million tokens, a 50% reduction from Haiku 4.5 rather than the headline 90%. [S1]
  • The lower-tier rates match OpenAI's GPT-6 Luna across input, output, and cache read/write lines, removing previous price leverage on those workloads. [S1]

取自 key_takeaways （實際欄位，最多 3 筆）。事實與分析分別標示。

Anthropic slashes Claude Haiku 5.5 token pricing 90%, matching GPT-6 LunaEditorial cover for a component sourcing brief. Chip motif; headline "Anthropic slashes Claude Haiku 5.5 token pricing 90%, matching GPT-6 Luna". No reported key numbers on this brief, so no number strip is drawn. 1 cited source. Static cover (no animation).Anthropic slashes Claude Haiku 5.5 tokenpricing 90%, matching GPT-6 LunaXAIPART
Cover image generated from data already shown on this page: the category motif, the headline, and reported key numbers. No decorative illustration; no third-party image.

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Reported by VentureBeat on . Summarized and analyzed by XAIPART Editorial.

What happened

Anthropic released Claude Haiku 5.5 with a steep token-price cut aimed at high-volume enterprise workloads such as summarization, classification, database queries, and sub-tasks handled by larger agent systems.S1 The headline figure is a 90% reduction on requests under 100,000 tokens, with input priced at $0.10 per million tokens and output at $0.50 per million tokens, identical to OpenAI's GPT-6 Luna base rates.S1 Anthropic estimates roughly 75% lower total workload cost versus Haiku 4.5 once request-size mix and an updated tokenizer are included.S1

Haiku 5.5 is positioned as a supporting worker for Opus- and Sonnet-class agents, not as the recommended model for demanding coding assignments.S1 Rogo's applied AI lead Alex Wang said the model is accurate enough for revenue-figure lookups and cheap enough to run at volume.S1 Anthropic states that approximately 90% of Haiku 4.5 requests fell under the 100,000-token threshold.S1

Above 100,000 tokens, input rises to $0.50 and output to $2.50 per million tokens, a 50% cut from Haiku 4.5, and caching rates scale accordingly.S1 The launch also reduces Sonnet 5.5 caching charges and adds monthly API credits for Max and Team subscribers.S1 The source notes that pricing for requests of exactly 100,000 tokens and the exact token accounting rule are not disclosed.S1

Key numbers from Anthropic's launch materials
MetricReported valueSource
Haiku 5.5 input price (<100K tokens)$0.10 per million tokens[S1]
Haiku 5.5 output price (<100K tokens)$0.50 per million tokens[S1]
Haiku 5.5 input price (>100K tokens)$0.50 per million tokens[S1]
Haiku 5.5 output price (>100K tokens)$2.50 per million tokens[S1]
Haiku 4.5 baseline input/output$1.00 / $5.00 per million tokens[S1]
Estimated workload cost reduction vs. Haiku 4.5~75%[S1]
Share of Haiku 4.5 requests under 100K tokens~90%[S1]
GPT-6 Luna input/output parity$0.10 / $0.50 per million tokens[S1]
Gemini 3.5 Flash-Lite input/output$0.30 / $2.50 per million tokens[S1]
Gemini 3.8 Flash promotional end dateDec. 31, 2026[S1]

Background timeline

  1. - Anthropic released Claude Haiku 5.5 with revised token pricing and lower Sonnet 5.5 caching charges. [S1]
  2. No prior milestones disclosed by the source.

XAIPART take

Technical impact

The 5x step between Haiku 5.5's lower and upper tiers means workload shaping matters more than headline rates. Applications that batch above the 100,000-token boundary will see savings shrink from 90% to 50%, and the source notes token prices cannot alone determine job cost. XAIPART analysis

Market impact

Parity with GPT-6 Luna compresses procurement leverage on small-context jobs and pushes differentiation toward context thresholds, cache economics, and negotiated enterprise rates. Procurement teams re-evaluating multi-vendor LLM routing now have a hard floor at $0.10/M input. XAIPART analysis

Action

Engineering leads should map request-size distributions before retraining pipelines on Haiku 5.5, since the 100,000-token cliff and the new tokenizer both affect realized spend. Re-quote representative workloads against GPT-6 Luna, Gemini 3.5 Flash-Lite, and Grok 4.3 using the same benchmark prompts. XAIPART analysis

XAIPART Forecast

XAIPART expects at least one competing proprietary vendor to publish a sub-$0.10/M input tier for short-context requests within 9 months of this brief, conditional on Gemini 3.8 Flash promotional rates not dropping below $0.30/M input by ; if no such tier appears before this forecast is wrong. XAIPART analysis

Facts are as reported by the cited source. The design-in, sourcing and forward-looking statements above are XAIPART's analysis, not the source's claims. Unconfirmed: the exact billing rule at the 100,000-token boundary, the token accounting that defines the threshold, and any negotiated enterprise discounts are not disclosed by the source.

Corrections: none at publication. This brief will be updated with a timestamp if the source corrects its report.

Key figures sharing one unit family (values are copyable from the table above).
Key numbers in the same unit familyComparable figures: Haiku 5.5 input price (<100K tokens) $0.10 per; Haiku 5.5 output price (<100K tokens) $0.50 per; Haiku 5.5 input price (>100K tokens) $0.50 per; Haiku 5.5 output price (>100K tokens) $2.50 per; Haiku 4.5 baseline input/output $1.00; GPT-6 Luna input/output parity $0.10.Haiku 5.5 input price (<100K tokens)$0.10 perHaiku 5.5 output price (<100K tokens)$0.50 perHaiku 5.5 input price (>100K tokens)$0.50 perHaiku 5.5 output price (>100K tokens)$2.50 perHaiku 4.5 baseline input/output$1.00GPT-6 Luna input/output parity$0.10

替代品與生命週期

已建檔的替代品——目錄範圍，並非市場排名
零件關係生命週期依據
— 檔案中無替代品 需要資料 — 需要 match_type 在任何前代標籤出現之前

「前代」與「替代」標籤僅來自已記錄的相符類型、生命週期狀態或來源文字。未記錄相符項目時，不顯示任何標籤。我們自家的刊登內容不構成市場參考。

值得關注

可證偽預測 — 門檻、時間窗與目前狀態。已證偽的預測仍保留可見。
主張門檻作者狀態
XAIPART expects at least one competing proprietary vendor to publish a sub-$0.10/M input tier for short-context requests within 9 months of this brief, conditional on Gemini 3.8 Flash promotional rates not dropping be... no such tier appears before 2027-07-09 Pending

事後證明錯誤的預測會保留可見並加以標記。我們不會刪除。

受影響零件

無目錄相符項目。 此消息未對應到 XAIPART 目前上架的任何零件。我們不會推測相符項目，也不會顯示佔位清單。

各維度成本壓力

Source: FRED · Generated · reference output z and composite are algorithm outputs, not a fetch snapshot

Cost pressure by dimension — composite stateDiverging bars for three dimensions around a zero midpoint. Input Cost has no reading; Supply Demand z -1.4711, notable; Fx Energy z 0.1243, neutral. Composite index -10.1, band neutral.0Input costno readingSupply/demandz −1.4711 · notable46 dFX & energyz +0.1243 · neutral5 dcomposite −10.1 · neutral−100 · −40 · −15 · 0 · +15 · +40 · +100
Underlying values — copyable for verification.
DimensionFRED series IDUnitLagAs of
Input costPCOPPUSDM, PALUMUSDM, PNICKUSDMUSD/mt52 d
Supply/demandPCU334413334413, IPG3344Sindex(1982=100) / index(2017=100)46 d
FX & energyDEXCHUS, DCOILBRENTEU, DHHNGSPrate / USD/bbl / USD/MMBtu5 d

No free authoritative interface for: gold · silver · rare earth · polysilicon · lithium carbonate · market share — listed rather than approximated.

本內容的產生方式

流程證據 — 擷取、來源合理性、模型與閘門
此簡報的稽核軌跡
Source fetched VentureBeat · venturebeat.com · 4,072 chars
Source sanity (S1) ok — passed before any model call (no s1_ block recorded)
Model / prompt MiniMax-M3 · prompt Blog Agent - News Summary (v2.8-final) · 7,201 tokens · 20.4s · run completed
Gate verdict pass · 6/6 applicable checks passed · spec v2.9 · C10 ratio 0.013134 · C10 rounds 0
Time contract 4 <time datetime> values in this brief — 0 violations (+08:00 or date-only)

上述每一列皆由流程產生，並非人工撰寫。

編輯評分

確定性閘門結果 — 純 PHP，判定過程無模型參與
閘門評分明細 6 項適用檢查， 6通過： 100 百分比. No hold items or mandatory failures. Gate spec: v2.9 (S0 + S1 + C1–C20) · Source affinity (C20): 0.6697. 適用檢查已通過 6 / 6 = 100% · 判定： pass No hold items or mandatory failures Gate spec: v2.9 (S0 + S1 + C1–C20) · Source affinity (C20): 0.6697 是否發布由審核關卡決定。獨立稽核分數僅供參考。

獨立稽核（僅供參考，不影響發布）： 51.5/100 · 等級 C — 詳情

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來源

  1. Anthropic launches Claude Haiku 5.5 with 90% API price reduction — https://venturebeat.com/technology/anthropic-launches-claude-haiku-5-5-with-90-api-price-reduction-matching-gpt-6-luna · rss · 存取於

事實標記為 S1/S2，並可追溯至連結來源。標示為 分析 是 XAIPART 自身的推理，與報導事實分開保留。來源連結會被追蹤，而非 nofollow ——署名為刻意為之。