Polarison

Claude Haiku 4.5 vs Grok 4.3: pricing and benchmarks

Claude Haiku 4.5 is 20% cheaper on input tokens ($1.00 vs $1.25 per 1M). Grok 4.3 is 50% cheaper on output tokens ($2.50 vs $5.00 per 1M). On our document Q&A workload (50,000 questions a month), Claude Haiku 4.5 costs $550.00 a month versus $575.00 for Grok 4.3, 4% less. Epoch AI has not published a capability index score for Grok 4.3 yet.

Prices verified September 14, 2026.

Which should you choose?

Overall capability
Too close to call

Epoch AI has not published a capability index score for Grok 4.3 yet.

Price
Grok 4.3

Grok 4.3 costs $1.563 per 1M tokens (3:1 input-to-output mix) vs $2.00 for Claude Haiku 4.5, 22% less.

Pricing and specs

Claude Haiku 4.5Grok 4.3
ProviderAnthropicxAI
API model IDclaude-haiku-4-5-20251001grok-4.3
Input / 1M tokens$1.00$1.25
Cached input / 1M tokens$0.10$0.20
Output / 1M tokens$5.00$2.50
Long-context rates$2.50 in / $5.00 out above 200K prompt tokens
Context window200K tokens1M tokens
Max output64K tokens
Batch discount50% off

Benchmarks

Claude Haiku 4.5Grok 4.3
Epoch Capabilities Index142.4
GPQA Diamond· Science reasoning61.6%
FrontierMath (Tiers 1–3)· Advanced math
SimpleQA Verified· Factual accuracy13.2%
ARC-AGI-2· Abstract reasoning4.0%
DeepSWE· Coding
APEX-Agents· Agentic work8.9%

Source: Epoch AI, best recorded result per model (CC BY 4.0). A dash means no published score. See all benchmarks

Monthly cost for real workloads

WorkloadClaude Haiku 4.5Grok 4.3Difference
Support chatbot
100,000 replies a month, ~1,500 input tokens (system prompt + history) and ~400 output tokens each.
$350.00$287.50Grok 4.3 18% cheaper
Document Q&A (RAG)
50,000 questions a month with ~8,000 tokens of retrieved context and ~600 output tokens each.
$550.00$575.00Claude Haiku 4.5 4% cheaper
Coding agent
10,000 agent steps a month, ~40,000 input tokens each (70% read from the prompt cache) and ~2,000 output tokens.
$248.00$256.00Claude Haiku 4.5 3% cheaper

Estimates use standard list prices and ignore cache-write surcharges. Different tokenizers can count the same text differently, so test with your own prompts.

Claude Haiku 4.5 vs Grok 4.3 cost calculator

Standard-tier list prices. Long-context rates apply automatically where the provider publishes a threshold. Excludes cache-write surcharges, taxes, batch and volume discounts.

Claude Haiku 4.5 pricing notes

Anthropic’s fastest model, with near-frontier intelligence.

  • Cache writes cost $1.25 (5-minute cache) or $2 (1-hour cache) per 1M tokens.
  • Uses Anthropic’s previous tokenizer.
Anthropic official pricing ↗

Grok 4.3 pricing notes

An earlier Grok 4 model with a 1M-token context window.

  • Requests with 200K or more prompt tokens are billed at $2.50 input / $0.40 cached / $5 output for all tokens.
xAI official pricing ↗

Frequently asked questions

Is Claude Haiku 4.5 cheaper than Grok 4.3?
Claude Haiku 4.5 is 20% cheaper on input tokens ($1.00 vs $1.25 per 1M). Grok 4.3 is 50% cheaper on output tokens ($2.50 vs $5.00 per 1M). On our document Q&A workload (50,000 questions a month), Claude Haiku 4.5 costs $550.00 a month versus $575.00 for Grok 4.3, 4% less.
Which is more capable, Claude Haiku 4.5 or Grok 4.3?
Epoch AI has not published a capability index score for Grok 4.3 yet.
How much does Claude Haiku 4.5 cost per 1M tokens?
Claude Haiku 4.5 costs $1.00 per 1M input tokens and $5.00 per 1M output tokens, and $0.10 per 1M cached input tokens on Anthropic’s standard tier.
How much does Grok 4.3 cost per 1M tokens?
Grok 4.3 costs $1.25 per 1M input tokens and $2.50 per 1M output tokens, and $0.20 per 1M cached input tokens on xAI’s standard tier.
Which has the larger context window, Claude Haiku 4.5 or Grok 4.3?
Grok 4.3 has the larger context window: 1M tokens versus 200K for Claude Haiku 4.5.

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