Verified 2026 API Rates • Prompt Caching & Batch ROI

Anthropic: Claude Haiku 5.5 vs OpenAI o3-mini

Compare real-world API costs for Anthropic: Claude Haiku 5.5 ($0.1/$0.5) vs OpenAI o3-mini ($1.1/$4.4). Calculate Prompt Caching ROI & Batch API savings.

Anthropic: Claude Haiku 5.5 saves up to 91% on base input tokens
Anthropic

Anthropic: Claude Haiku 5.5

claude-haiku-5.5
Base Input Rate
$0.10 / 1M
Output Rate
$0.50 / 1M
Prompt Cache Read
$0.010 / 1M (-90%)
Cache Write Surcharge
$0.13 / 1M (+25%)
Batch API Discount
-50% Off
Context Window
1,000k tokens
Quality Index (MMLU)
88
OpenAI

OpenAI o3-mini

o3-mini
Base Input Rate
$1.10 / 1M
Output Rate
$4.40 / 1M
Prompt Cache Read
$0.55 / 1M (-50%)
Cache Write Surcharge
$0.00 (Free write)
Batch API Discount
-50% Off
Context Window
200k tokens
Quality Index (MMLU)
89
Differential Module 1

Prompt Caching ROI & Write Surcharge Break-Even Analysis

Prompt caching drastically reduces input token costs for static prefixes like system prompts, tool schemas, and document chunks. Compare caching mechanisms between Anthropic: Claude Haiku 5.5 and OpenAI o3-mini:

Anthropic: Claude Haiku 5.5 Caching Profile-90% read discount

  • Cached Read Price: $0.010 per 1M tokens.
  • Write Surcharge: $0.13/1M (+25% fee on initial cache write).
  • Minimum Cache Prefix: 1,024 tokens.
  • Amortization Rule: Net cost savings begin when prefix is reused > 1.25 times within TTL.

OpenAI o3-mini Caching Profile-50% read discount

  • Cached Read Price: $0.550 per 1M tokens.
  • Write Surcharge: $0.00 (automatic caching with zero write penalty).
  • Minimum Cache Prefix: 1,024 tokens.
  • Amortization Rule: Immediate net savings from first cached read call.
Differential Module 2

Batch API 50% Discount Offload vs Real-Time SLA

Asynchronous Batch APIs cut total token expenditures in half (50% off input and output) in exchange for non-realtime execution (up to 24-hour turnaround SLA).

Model / ArchitectureStandard Input / OutputBatch 50% Off Input / OutputTurnaround SLAOptimal Use Cases
Anthropic: Claude Haiku 5.5$0.10 / $0.50$0.05 / $0.25 (-50%)24 Hours max (typically 30m - 2h)Bulk evaluation, dataset labeling, background summarization
OpenAI o3-mini$1.10 / $4.40$0.55 / $2.20 (-50%)24 Hours max (typically 30m - 2h)Offline document translation, embedding backfills, test suites
Differential Module 3

Context Window Escalation & Tiered Pricing Architecture

Massive context windows allow ingesting entire repositories or books, but pricing models differ drastically between flat-rate vendors and tiered step-up pricing.

Anthropic: Claude Haiku 5.5 Context Capacity

Provides a 1,000k token context window with a maximum output limit of 128k tokens.✓ Flat-rate billing across all prompt sizes up to max context ceiling.

OpenAI o3-mini Context Capacity

Provides a 200k token context window with a maximum output limit of 100k tokens.✓ Flat-rate billing across all prompt sizes up to max context ceiling.

Quill Strategic Content

Real-World Production Scenarios: Monthly Spend Projections

Pre-computed monthly engineering bill projections across 3 representative enterprise application workloads:

Scenario 1

RAG Knowledge Base & Enterprise Search

100,000 queries/month, 3,500 input tokens (system + 5 retrieved chunks), 400 output tokens, 75% prompt cache hit rate.

Anthropic: Claude Haiku 5.5:$33.13/mo
OpenAI o3-mini:$416.63/mo
Delta Savings:-$383.50 (92%)
Architecture Verdict:Anthropic: Claude Haiku 5.5 delivers 92% lower monthly spend ($383.50/mo savings) for this workload profile.
Scenario 2

Multi-Turn Coding Agent & ReAct Loops

25,000 tasks/month, 8,000 input tokens (accumulating conversation context & tool schemas), 1,200 output tokens, 85% cache hit rate.

Anthropic: Claude Haiku 5.5:$19.15/mo
OpenAI o3-mini:$239.11/mo
Delta Savings:-$219.97 (92%)
Architecture Verdict:Anthropic: Claude Haiku 5.5 delivers 92% lower monthly spend ($219.97/mo savings) for this workload profile.
Scenario 3

High-Throughput Offline Data Extraction

500,000 records/month, 1,500 input tokens, 250 output tokens, 100% batch offload (24-hour turnaround SLA).

Anthropic: Claude Haiku 5.5:$63.87/mo
OpenAI o3-mini:$646.25/mo
Delta Savings:-$582.38 (90%)
Architecture Verdict:Anthropic: Claude Haiku 5.5 delivers 90% lower monthly spend ($582.38/mo savings) for this workload profile.
Motor Interactivo en Tiempo Real

Anthropic: Claude Haiku 5.5 vs OpenAI o3-mini

Cálculos de costos mensuales en 3 cargas de trabajo empresariales habituales (RAG, Agente de Código y Limpieza por Lotes):

Live 50ms Engine
Peticiones Mensuales100,000
Tokens de Entrada / Pet.4,000
Tokens de Salida1,000
Tasa de Acierto de Caché70%
Descarga a Batch API0%
Anthropic: Claude Haiku 5.5 Más Económico

ahorra aproximadamente

Anthropic: Claude Haiku 5.5$66.80$0.668// 1k peticiones
vs
OpenAI o3-mini$726.00$7.260// 1k peticiones
Developer FAQs

Frequently Asked Questions: Anthropic: Claude Haiku 5.5 vs OpenAI o3-mini

Authoritative answers on API rate limits, pricing math, break-even thresholds, and architectural migration.

1Which model is cheaper overall: Anthropic: Claude Haiku 5.5 or OpenAI o3-mini?

At base pricing, Anthropic: Claude Haiku 5.5 costs $0.1/1M input and $0.5/1M output, while OpenAI o3-mini costs $1.1/1M input and $4.4/1M output. The cheaper option depends on your input-to-output token ratio and whether prompt caching or batch discounts are utilized.

2How does Prompt Caching impact the cost of Anthropic: Claude Haiku 5.5 vs OpenAI o3-mini?

Anthropic: Claude Haiku 5.5 offers a 90% read discount ($0.01/1M), whereas OpenAI o3-mini provides a 50% read discount ($0.55/1M). High cache hit ratios (>70%) significantly compress the cost delta in agentic and RAG architectures.

3Can I use Batch API with Anthropic: Claude Haiku 5.5 or OpenAI o3-mini to save 50%?

Anthropic: Claude Haiku 5.5 supports 50% batch offload discounts for asynchronous 24-hour turnaround tasks. OpenAI o3-mini supports 50% batch discounts.

4What are the context window limits and tiered pricing rules for Anthropic: Claude Haiku 5.5 vs OpenAI o3-mini?

Anthropic: Claude Haiku 5.5 features a 1,000k context window with flat per-token pricing. In comparison, OpenAI o3-mini supports 200k tokens with flat per-token pricing.