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The Bargain Model Tightens Security

Anthropic says Haiku 5.5 costs about 75% less to run than Haiku 4.5 on average, with tighter cyber safeguards. The discount aisle has a stricter bouncer now.

Information Overload
2 min readSources
A chrome-and-ivory origami bird rests inside a clear glass case on a warehouse conveyor as a red laser grid scans it beneath a shield-and-lock security gate.
AI-generated conceptual illustration of a low-cost model passing through a cybersecurity checkpoint; no real facility or product is depicted.

Anthropic launched Claude Haiku 5.5 on October 7, describing it as its fastest and cheapest model at standard speed. The company says it costs about 75% less to run than Haiku 4.5 on average. On the Claude Platform, prompts up to 100,000 tokens cost $0.10 per million input tokens and $0.50 per million output tokens. Above 100,000 prompt tokens, input costs $0.50 and output $2.50 per million tokens. Prices are in U.S. dollars.[1][4]

That is a bid to make high-volume AI work cheap enough that the spreadsheet stops arguing. The average-cost estimate reflects Anthropic’s prior request mix and the updated tokenizer; it is not a flat 75% token-price discount. Anthropic’s migration guide says identical text produces approximately 30% more tokens, so old usage estimates need recalculating.[1][5]

A stricter bouncer

Anthropic says Haiku 5.5’s cyber safeguards are more restrictive than Haiku 4.5’s. The company says they allow a wider range of defensive tasks than Sonnet 5.5’s safeguards while blocking penetration testing and techniques more likely to help attackers. Its biology safeguards match Sonnet 5, Sonnet 5.5 and Opus 5, according to Anthropic.[1]

That matters because the low-cost tier is the one designed to run everywhere. A premium model can be powerful and expensive in a lab. A model whose input pricing starts at ten cents per million tokens can end up inside support desks, browser agents and a small army of background workers before compliance has found the meeting invite.[1]

Fact and inference

The facts are Anthropic's published price table, availability across its platform and the major clouds, and its stated cyber and biology safeguards. The inference is that the 75% average cost cut will push small agents into far more production workflows. Anthropic's own benchmarks and customer quotes are company-reported evidence, not an independent guarantee that every deployment will be cheaper or safer.[1][4][5]

The bargain-bin model just upgraded its security department. Apparently “ship cheap, patch later” was getting expensive.

CORRECTIONS & UPDATES.

Correction ·
Clarification, October 7, 2026: Pricing is attributed to Anthropic and includes both prompt-length tiers. The 75% figure is an estimated average running-cost reduction, not a uniform token-price discount. The unsupported first-time-safeguards claim was removed and the title revised. The image’s unqualified discount label was also removed.

FOLLOW THE SOURCES.

Checked Oct 7, 2026. Numbered references point to the evidence behind factual passages. Commentary is our own.

  1. Introducing Claude Haiku 5.5 (opens in a new tab)AnthropicBack to cited passage
  2. Anthropic launches third Claude 5.5 model, expanding AI lineup before planned IPO (opens in a new tab)Reuters
  3. Official Anthropic account on X (opens in a new tab)Anthropic
  4. Claude Haiku 5.5 overview (opens in a new tab)AnthropicBack to cited passage
  5. Migrating to Claude Haiku 5.5 (opens in a new tab)AnthropicBack to cited passage
Artificial intelligenceAI modelsCybersecurityAI pricingDeveloper toolsAnthropic
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