Claude Sonnet 4.6 vs Grok 4 for Research

Winner: Claude Sonnet 4.6. In our testing both models score 5/5 on the Research task (strategic_analysis, faithfulness, long_context) and tie for task rank (1/52). Claude Sonnet 4.6 nonetheless has the edge for research workflows because it outperforms Grok 4 on supporting capabilities that matter for deep literature work — tool_calling (5 vs 4), safety_calibration (5 vs 2), agentic_planning (5 vs 3), and creative_problem_solving (5 vs 3) — and offers a larger context_window (1,000,000 vs 256,000). Grok 4's advantages (better constrained_rewriting 4 vs 3, plus file input support) are meaningful for tight summaries and direct PDF/file ingestion, but overall Sonnet 4.6 is the stronger pick for comprehensive, iterative research pipelines in our benchmarks.

anthropic

Claude Sonnet 4.6

Overall
4.67/5Strong

Benchmark Scores

Faithfulness
5/5
Long Context
5/5
Multilingual
5/5
Tool Calling
5/5
Classification
4/5
Agentic Planning
5/5
Structured Output
4/5
Safety Calibration
5/5
Strategic Analysis
5/5
Persona Consistency
5/5
Constrained Rewriting
3/5
Creative Problem Solving
5/5

External Benchmarks

SWE-bench Verified
75.2%
MATH Level 5
N/A
AIME 2025
85.8%

Pricing

Input

$3.00/MTok

Output

$15.00/MTok

Context Window1000K

modelpicker.net

xai

Grok 4

Overall
4.08/5Strong

Benchmark Scores

Faithfulness
5/5
Long Context
5/5
Multilingual
5/5
Tool Calling
4/5
Classification
4/5
Agentic Planning
3/5
Structured Output
4/5
Safety Calibration
2/5
Strategic Analysis
5/5
Persona Consistency
5/5
Constrained Rewriting
4/5
Creative Problem Solving
3/5

External Benchmarks

SWE-bench Verified
N/A
MATH Level 5
N/A
AIME 2025
N/A

Pricing

Input

$3.00/MTok

Output

$15.00/MTok

Context Window256K

modelpicker.net

Task Analysis

What Research demands: synthesis of long documents, accurate extraction, nuanced tradeoff reasoning, reproducible multi-step plans, and safe handling of sensitive or risky prompts. The task relies primarily on strategic_analysis, faithfulness, and long_context — the three tests in our Research suite. In our testing both Claude Sonnet 4.6 and Grok 4 score 5/5 on those primary Research tests, so the headline capability is equal. Deciding a winner therefore hinges on supporting skills: tool_calling (to orchestrate retrieval and citation workflows), safety_calibration (to avoid unsafe or misleading claims), agentic_planning (to decompose literature tasks and recover from failures), structured_output (for consistent citation schemas), and context_window (to reduce chunking). Claude Sonnet 4.6 leads on tool_calling (5 vs 4), safety_calibration (5 vs 2), and agentic_planning (5 vs 3) in our tests, plus a much larger context_window (1,000,000 tokens vs Grok 4's 256,000). Grok 4 adds file ingestion (text+image+file->text modality) and stronger constrained_rewriting (4 vs 3), which matter for ingesting PDFs and producing ultra-compressed summaries. Because no external benchmark is present in the payload, our internal scores are the primary evidence for the Research verdict.

Practical Examples

  1. Large-scale literature synthesis (100k+ tokens): Both scored 5/5 on long_context in our testing, but Claude Sonnet 4.6's 1,000,000-token context_window reduces the need to chunk manuscripts and maintains coherence across an entire literature corpus. 2) Reproducible agentic workflows (automated retrieval, multi-step extraction): Sonnet 4.6 scored higher on tool_calling (5 vs 4) and agentic_planning (5 vs 3) in our tests, so it better sequences retrieval and failure recovery for multi-source synthesis. 3) Safety-sensitive review (medical/ethics checks): Sonnet 4.6's safety_calibration is 5 vs Grok 4's 2 in our testing, so Sonnet more reliably refuses or reframes unsafe prompts while permitting legitimate analysis. 4) Tight executive summaries and character-limited abstracts: Grok 4 outperforms on constrained_rewriting (4 vs 3), making it the better pick when compressing findings into hard limits. 5) Ingesting raw files (PDFs, supplemental data): Grok 4 supports text+image+file->text modality (explicit in the payload), so it simplifies direct file ingestion workflows compared with Sonnet 4.6's text+image->text modality.

Bottom Line

For Research, choose Claude Sonnet 4.6 if you need end-to-end, safety-conscious literature synthesis with advanced tool orchestration and the largest context window (tool_calling 5 vs 4; safety_calibration 5 vs 2; agentic_planning 5 vs 3; 1,000,000 vs 256,000 tokens). Choose Grok 4 if your priority is direct file/PDF ingestion and highly compressed summaries or abstracts (file modality + constrained_rewriting 4 vs 3), and you can accept lower safety calibration and weaker agentic planning in exchange.

How We Test

We test every model against our 12-benchmark suite covering tool calling, agentic planning, creative problem solving, safety calibration, and more. Each test is scored 1–5 by an LLM judge. Read our full methodology.

Frequently Asked Questions