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Claude 3 Haiku vs Grok 4.20

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Claude 3 Haiku and Grok 4.20.

Anthropic

Claude 3 Haiku

Claude 3 Haiku is Anthropic's fastest and most compact model for near-instant responsiveness. Quick and accurate targeted performance. See the launch announcement and benchmark results [here](https://www.anthropic.com/news/claude-3-haiku) #multimodal

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xAI

Grok 4.20

Grok 4.20 is xAI's most advanced reasoning model, combining powerful analytical capabilities with unique real-time integration to the X (formerly Twitter) platform data stream. This live data access allows Grok 4.20 to answer queries with up-to-the-minute context, making it invaluable for financial analysis, current events research, and real-time market monitoring. Exceptionally strong in physics, advanced mathematics, and code synthesis, it operates with a 2-million-token context window and is priced at $1.25/MTok for input โ€” delivering frontier-tier reasoning at a highly competitive cost for developers building intelligent agents and analytical tools.

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Technical Specifications

SpecificationClaude 3 HaikuGrok 4.20
ProviderAnthropicxAI
Context Window200,000 tokens2,000,000 tokens
Agent SuitabilityN/A90/100
Time to First Token (TTFT)N/A350 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-03-132026-05-05

API Pricing Comparison

Input Price per Million Tokens

Claude 3 Haiku

$0.25

Grok 4.20

$1.25

Output Price per Million Tokens

Claude 3 Haiku

$1.25

Grok 4.20

$2.50

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
7520.0%vs9470.0%
Claude 3 Haiku
Grok 4.20
HumanEvalPython coding & logic synthesis
7590.0%vs9700.0%
Claude 3 Haiku
Grok 4.20
MATHComplex mathematical problem solving
3890.0%vs9380.0%
Claude 3 Haiku
Grok 4.20
GPQAGraduate-level expert reasoning
3200.0%vs8490.0%
Claude 3 Haiku
Grok 4.20
HellaSwagCommonsense reasoning and inference
8810.0%vs9880.0%
Claude 3 Haiku
Grok 4.20
MT-BenchMulti-turn conversation flow quality
800.0%vs970.0%
Claude 3 Haiku
Grok 4.20

Claude 3 Haiku Quirks & Gotchas

No developer gotchas reported.

Grok 4.20 Quirks & Gotchas

  • โ–ธReal-time X data access โ€” unparalleled for current events / financial analysis
  • โ–ธTool calling API is still maturing โ€” test thoroughly for production agentic use