API cost decision in 10 seconds

NewAnthropic Claude Haiku Latest vs GPT-5.2-Codex

Pick Anthropic Claude Haiku Latest for lower cost; pick GPT-5.2-Codex only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Anthropic Claude Haiku Latest for lower cost; pick GPT-5.2-Codex only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Anthropic Claude Haiku Latest is estimated at $3.5 vs $8.75 for GPT-5.2-Codex, saving $5.25 (60% lower).

Cost-first pickAnthropic Claude Haiku Latest
Context-first pickGPT-5.2-Codex
Sample savings$5.2560%
10x traffic gap$52.5

GPT-5.2-Codex has more context, but Anthropic Claude Haiku Latest saves $5.25 on the standard workload. At 10x that traffic, the same price gap is about $52.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Anthropic Claude Haiku Latest stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickAnthropic Claude Haiku LatestGPT-5.2-Codex
Input-heavy / RAG5M input + 500K outputAnthropic Claude Haiku Latest$7.5$15.75
Balanced workload1M input + 1M outputAnthropic Claude Haiku Latest$6$15.75
Output-heavy chatbot1M input + 5M outputAnthropic Claude Haiku Latest$26$71.75
Cheaper input Anthropic Claude Haiku Latest $1 vs $1.75 / 1M

Anthropic Claude Haiku Latest is $0.75 cheaper per 1M input tokens (42.9% lower; 1.75x difference).

Cheaper output Anthropic Claude Haiku Latest $5 vs $14 / 1M

Anthropic Claude Haiku Latest is $9 cheaper per 1M output tokens (64.3% lower; 2.8x difference).

Larger context GPT-5.2-Codex 200K vs 400K

GPT-5.2-Codex has 200K more context (2x larger).

Sample workload Anthropic Claude Haiku Latest $3.5 vs $8.75

Anthropic Claude Haiku Latest is $5.25 cheaper on the standard workload (60% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Anthropic Claude Haiku Latest Calculating… Estimated API cost
GPT-5.2-Codex Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Anthropic Claude Haiku Latest has the lower input price; Anthropic Claude Haiku Latest has the lower output price; GPT-5.2-Codex offers the larger context window. For the 1M input plus 500K output sample, Anthropic Claude Haiku Latest is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $3.5 for Anthropic Claude Haiku Latest and $8.75 for GPT-5.2-Codex.

Best Fit

Choose Anthropic Claude Haiku Latest when you care most about lower input-token price, and lower output-token price.

Choose GPT-5.2-Codex when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Anthropic Claude Haiku Latest is estimated at $3.5 vs $8.75 for GPT-5.2-Codex, saving $5.25 (60% lower).
  • Anthropic Claude Haiku Latest is $5.25 cheaper on the standard workload (60% lower).
  • Anthropic Claude Haiku Latest is $0.75 cheaper per 1M input tokens (42.9% lower; 1.75x difference).
  • Anthropic Claude Haiku Latest is $9 cheaper per 1M output tokens (64.3% lower; 2.8x difference).
  • GPT-5.2-Codex has 200K more context (2x larger).
Head-to-Head Specs
FeatureNewAnthropic Claude Haiku Latest
(Anthropic)
GPT-5.2-Codex
(OpenAI)
Input Price
prompt tokens per 1M
$1$1.75
Completion Price
per 1M tokens
$5$14
Sample Workload Cost
1M input + 500K output
$3.5$8.75
Context Window200K400K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionAnthropic Claude Haiku LatestOn the standard 1M input plus 500K output workload, Anthropic Claude Haiku Latest is estimated at $3.5 vs $8.75 for GPT-5.2-Codex, saving $5.25 (60% lower).
High-volume input processingAnthropic Claude Haiku LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsAnthropic Claude Haiku LatestLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.2-CodexA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Claude 3 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $0.88.
  • Claude 3.5 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $2.8.
  • gpt-oss-120b (free) can replace GPT-5.2-Codex when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.2-Codex when lower sample workload cost matters most: $0.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

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Provider catalogs

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Anthropic catalog

Review all tracked Anthropic models before deciding whether this matchup is the right shortlist.

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OpenAI catalog

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Anthropic Claude Haiku Latest

This model always redirects to the latest model in the Anthropic Claude Haiku family.

GPT-5.2-Codex

GPT-5.2-Codex is an upgraded version of GPT-5.1-Codex optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks....