Marketing

Product positioning and messaging

Develop positioning, value props, and message pillars with tradeoffs.

task.brainstorm_ideastask.tradeoff_analysis

Evidence quality is currently limited for this use case. Rankings below are useful for exploration, not a strong winner claim.

Provisional leader

claude-sonnet-4

Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.

34.3%

Best benchmark score

44.7%

Confidence

All ranked models — top 3

🥇

claude-sonnet-4

34.3%

🥈

gemini-2.5-pro

33.2%

🥉

Grok-4-0709

31.4%

Ranked Models

Evidence Quality

82%

Evidence Points

Top Signal

Galileo Agent Leaderboard v2: Avg TSQ

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg TSQ and EQ-Bench Leaderboard eq_bench_score	34.3%	45%	$6.00	Galileo Agent Leaderboard v2EQ-Bench Leaderboard
🥈	gemini-2.5-pro Strong on EQ-Bench Leaderboard eq_bench_score and Galileo Agent Leaderboard v2 Avg TSQ	33.2%	46%	$3.44	EQ-Bench LeaderboardGalileo Agent Leaderboard v2
🥉	Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg TSQ and EQ-Bench Leaderboard eq_bench_score	31.4%	41%	—	Galileo Agent Leaderboard v2EQ-Bench Leaderboard
#4	gpt-5-2025-08-07 Strong on EQ-Bench Leaderboard eq_bench_score and UGI Leaderboard Writing ✍️	31.0%	38%	—	EQ-Bench LeaderboardUGI Leaderboard
#5	o3-20250416 Strong on EQ-Bench Leaderboard eq_bench_score and UGI Leaderboard Writing ✍️	26.1%	32%	$3.50	EQ-Bench LeaderboardUGI Leaderboard
#6	gemini-3.1-pro-preview Strong on UGI Leaderboard Writing ✍️ and Vals LiveCodeBench overall_accuracy_pct	24.7%	27%	$4.50	UGI LeaderboardVals LiveCodeBench
#7	gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	24.7%	33%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#8	gpt-4o Strong on CRMArena Function Calling overall_score_pct and EQ-Bench Leaderboard eq_bench_score	20.8%	28%	$0.26	CRMArena Function CallingEQ-Bench Leaderboard
#9	gemini-3-flash-preview Strong on UGI Leaderboard Writing ✍️ and Vals Legal Bench overall_accuracy_pct	20.6%	26%	$1.13	UGI LeaderboardVals Legal Bench
#10	gemini-3-pro-preview Strong on UGI Leaderboard Writing ✍️ and Vals Mortgage Tax overall_accuracy_pct	19.9%	26%	$4.50	UGI LeaderboardVals Mortgage Tax
#11	o4-mini Strong on EQ-Bench Leaderboard eq_bench_score and UGI Leaderboard Writing ✍️	19.7%	29%	$1.93	EQ-Bench LeaderboardUGI Leaderboard
#12	gpt-5.4-2026-03-05 Strong on UGI Leaderboard Writing ✍️ and Vectara HHEM Leaderboard overall_hallucination_error_pct	19.7%	23%	—	UGI LeaderboardVectara HHEM Leaderboard
#13	gpt-5.2-2025-12-11 Strong on UGI Leaderboard Writing ✍️ and FACTS Benchmark Suite facts_grounding_score_pct	19.4%	23%	—	UGI LeaderboardFACTS Benchmark Suite
#14	gpt-5-mini-2025-08-07 Strong on Vals MedQA overall_accuracy_pct and Vals LiveCodeBench overall_accuracy_pct	19.2%	29%	—	Vals MedQAVals LiveCodeBench
#15	gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	19.1%	26%	$0.17	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#16	claude-sonnet-4.6 Strong on UGI Leaderboard Writing ✍️ and Vals Finance Agent overall_accuracy_pct	18.8%	23%	$6.00	UGI LeaderboardVals Finance Agent
#17	Kimi-K2-Instruct Strong on Galileo Agent Leaderboard v2 Avg TSQ and EQ-Bench Leaderboard eq_bench_score	18.6%	21%	—	Galileo Agent Leaderboard v2EQ-Bench Leaderboard
#18	gpt-5.1-2025-11-13 Strong on UGI Leaderboard Writing ✍️ and Vals Case Law v2 overall_accuracy_pct	18.6%	23%	—	UGI LeaderboardVals Case Law v2
#19	claude-opus-4 Strong on EQ-Bench Leaderboard eq_bench_score and UGI Leaderboard Writing ✍️	18.0%	22%	$10.00	EQ-Bench LeaderboardUGI Leaderboard
#20	claude-opus-4-5-20251101 Strong on UGI Leaderboard Writing ✍️ and Vals Mortgage Tax overall_accuracy_pct	17.9%	22%	—	UGI LeaderboardVals Mortgage Tax
#21	qwen-2.5-72b-instruct Strong on EQ-Bench Leaderboard eq_bench_score and Galileo Agent Leaderboard v2 Avg TSQ	17.8%	28%	—	EQ-Bench LeaderboardGalileo Agent Leaderboard v2
#22	grok-3 Strong on EQ-Bench Leaderboard eq_bench_score and UGI Leaderboard Writing ✍️	17.0%	22%	$6.00	EQ-Bench LeaderboardUGI Leaderboard
#23	kimi-k2.5-thinking Strong on UGI Leaderboard Writing ✍️ and Vals CorpFin v2 overall_accuracy_pct	16.7%	22%	—	UGI LeaderboardVals CorpFin v2
#24	Claude-3.5-Sonnet Strong on EQ-Bench Leaderboard eq_bench_score and CRMArena Function Calling overall_score_pct	16.4%	25%	$6.00	EQ-Bench LeaderboardCRMArena Function Calling
#25	grok-4-fast-reasoning Strong on UGI Leaderboard Writing ✍️ and Vals CorpFin v2 overall_accuracy_pct	15.8%	26%	$0.28	UGI LeaderboardVals CorpFin v2
#26	deepseek-r1 Strong on EQ-Bench Leaderboard eq_bench_score and DuckDB NSQL Leaderboard all_execution_accuracy	15.0%	32%	$0.27	EQ-Bench LeaderboardDuckDB NSQL Leaderboard
#27	claude-opus-4-6-thinking Strong on Vals SWE-bench overall_accuracy_pct and Vals Mortgage Tax overall_accuracy_pct	14.9%	17%	—	Vals SWE-benchVals Mortgage Tax
#29	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	14.8%	20%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#30	claude-opus-4-5-20251101-thinking Strong on Vals MedQA overall_accuracy_pct and Vals Mortgage Tax overall_accuracy_pct	14.5%	17%	—	Vals MedQAVals Mortgage Tax
#31	gemini-3.1-flash-lite-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	14.5%	21%	$0.56	Vals Mortgage TaxVectara HHEM Leaderboard

Compare Models

Select two different models above to compare their evidence side by side.

▶Ranking diagnostics & missing models

Source lift

Ranked

Sources

Quality

Low

Vals Legal Bench

45 rows · 0.7% avg lift

Vals Tax Eval v2

43 rows · 0.7% avg lift

Vals LiveCodeBench

43 rows · 0.6% avg lift

Vals GPQA

43 rows · 0.6% avg lift

Missing frontier models

No obvious gaps right now.

▶Taxonomy & task details

Core tasks

task.brainstorm_ideastask.tradeoff_analysis

Required modes

none

Domains

domain.marketing_sales

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