Companion

Life coaching and goal planning

Goal setting, habit planning, and accountability check-ins.

task.planning_task_breakdowntask.decision_recommendation

Best for this use case

gemini-3-pro-preview

Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc

50.1%

Best benchmark score

60.5%

Confidence

All ranked models — top 3

🥇

gemini-3-pro-preview

50.1%

🥈

Grok-4-0709

49.7%

🥉

grok-4-1-fast-reasoning

46.3%

Ranked Models

Evidence Quality

89%

Evidence Points

Top Signal

BFCL Memory Official: Memory Acc

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gemini-3-pro-preview Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	50.1%	61%	$4.50	BFCL Memory OfficialBFCL Multi-turn Official
🥈	Grok-4-0709 Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	49.7%	64%	—	BFCL Memory OfficialBFCL Relevance Detection Official
🥉	grok-4-1-fast-reasoning Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	46.3%	59%	$0.28	BFCL Memory OfficialBFCL Multi-turn Official
#4	GLM-4.6 Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	43.3%	50%	—	BFCL Memory OfficialBFCL Multi-turn Official
#5	o3-20250416 Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	41.9%	61%	$3.50	BFCL Memory OfficialBFCL Relevance Detection Official
#6	gpt-4.1-20250414 Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Memory Official Memory Acc	36.6%	62%	—	BFCL Relevance Detection OfficialBFCL Memory Official
#7	Kimi-K2-Instruct Strong on BFCL Multi-turn Official Multi Turn Acc and BFCL Memory Official Memory Acc	36.3%	53%	—	BFCL Multi-turn OfficialBFCL Memory Official
#8	o4-mini Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	34.6%	60%	$1.93	BFCL Memory OfficialBFCL Relevance Detection Official
#9	grok-4-1-fast-non-reasoning Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	33.9%	57%	$0.28	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#10	gpt-5.2-2025-12-11 Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	32.8%	59%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#12	gemini-2.5-flash Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	31.1%	54%	$0.17	BFCL Memory OfficialBFCL Relevance Detection Official
#18	claude-opus-4-5-20251101 Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Relevance Detection Official Irrelevance Detection	26.8%	59%	—	BFCL Relevance Detection OfficialBFCL Relevance Detection Official
#24	Arch-Agent-32B Strong on BFCL Multi-turn Official Multi Turn Acc and BFCL Relevance Detection Official Relevance Detection	23.8%	41%	—	BFCL Multi-turn OfficialBFCL Relevance Detection Official
#28	Llama 3.3 70B Instruct Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	22.4%	57%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#44	gpt-5-2025-08-07 Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	18.6%	24%	—	UGI LeaderboardUGI Leaderboard
#46	Llama-4-Scout-17B-16E-Instruct Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Memory Official Memory Acc	18.5%	48%	—	BFCL Relevance Detection OfficialBFCL Memory Official
#50	gemini-2.5-pro Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	18.0%	26%	$3.44	UGI LeaderboardUGI Leaderboard
#52	claude-sonnet-4 Strong on UGI Leaderboard Writing ✍️ and Galileo Agent Leaderboard v2 Avg AC	17.8%	25%	$6.00	UGI LeaderboardGalileo Agent Leaderboard v2
#54	gemini-2.5-flash-lite Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Relevance Detection Official Irrelevance Detection	17.8%	48%	$0.17	BFCL Relevance Detection OfficialBFCL Relevance Detection Official
#55	gemini-3.1-pro-preview Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	17.5%	20%	$4.50	UGI LeaderboardUGI Leaderboard
#61	Arch-Agent-3B Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	17.0%	41%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#62	Arch-Agent-1.5B Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	16.6%	41%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#66	gpt-5.4-2026-03-05 Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	15.0%	18%	—	UGI LeaderboardUGI Leaderboard
#68	claude-sonnet-4.6 Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	14.8%	18%	$6.00	UGI LeaderboardUGI Leaderboard
#71	gemini-3-flash-preview Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	14.7%	19%	$1.13	UGI LeaderboardUGI Leaderboard
#75	kimi-k2.5-thinking Strong on UGI Leaderboard Entertainment and UGI Leaderboard Writing ✍️	14.1%	17%	—	UGI LeaderboardUGI Leaderboard
#83	gpt-5.1-2025-11-13 Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	13.1%	18%	—	UGI LeaderboardUGI Leaderboard
#89	grok-4-fast-reasoning Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	12.4%	20%	$0.28	UGI LeaderboardUGI Leaderboard
#93	Kimi K2 Thinking Strong on UGI Leaderboard Writing ✍️ and UGI Leaderboard Entertainment	11.8%	16%	$1.07	UGI LeaderboardUGI Leaderboard
#100	grok-3 Strong on UGI Leaderboard Entertainment and UGI Leaderboard Writing ✍️	11.1%	14%	$6.00	UGI LeaderboardUGI Leaderboard