Apodex 1.1 Mini (low) vs Seed-2.0-Lite

Compared models

Rank: #276
Total Output Tokens: 497,862
Response Time (avg): 33.68s
Total Cost: $0.000

Rank: #287
Total Output Tokens: 17,558
Response Time (avg): 7.49s
Total Cost: $0.114

Recommended model Seed-2.0-Lite

Its score stays close to the best score here (6.0 vs 6.1), while responding about 4.5x faster than Apodex 1.1 Mini (low).

Detailed comparison

Metric	Apodex 1.1 Mini Apodex 1.1 Mini low Release: 2026-10-02 Free Available	Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14

Metric	Apodex 1.1 Mini Apodex 1.1 Mini low Release: 2026-10-02 Free Available	Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14
Score	6.1	6.0
Rank	#276	#287
Reliability	10.0	10.0
Consistency	7.9	8.9
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	63.8%	39.1%
Flaky tests	6	3
Total Runs	69	69
Cost per result	0.000	1.421
Total Cost	$0.000	$0.114
Input Price	$0.000 / 1M	$0.250 / 1M
Output Price	$0.000 / 1M	$2.000 / 1M
Cache Read Price	N/A	N/A
Cache Write Price	N/A	N/A
Total Input Tokens	321,894	314,113
Output Tokens	139,334	17,558
Reasoning Tokens	369,481	0
Response Time (avg)	33.68s	7.49s
Response Time (max)	163.05s	75.99s
Response Time (total)	774.73s	172.19s
Parameters	35B total (~3B active)	~200B total (~20B active)
Availability	Open source	Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#276 Apodex 1.1 Mini

low

Cost: $0.000
Time: 41.0s
Tokens: 9,010 tok

#287 Seed-2.0-Lite

none

Cost: $0.005
Time: 83.8s
Tokens: 2,311 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	5.0	10.0	0.0%	0		104.17s	175,920	23,525	25,627
Seed-2.0-Lite	5.0	10.0	0.0%	0		75.99s	171,907	2,814	0

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	8.7	7.9	91.7%	1		9.10s	672	2,893	18,404
Seed-2.0-Lite	3.0	5.9	16.7%	2		2.43s	894	709	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	5.1	4.9	44.5%	2		48.81s	7,893	24,750	76,577
Seed-2.0-Lite	5.6	10.0	33.3%	0		2.83s	8,215	410	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	2.9	5.8	16.7%	1		95.23s	118,311	49,520	89,183
Seed-2.0-Lite	3.0	10.0	0.0%	0		25.58s	111,839	11,985	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	10.0	10.0	100.0%	0		13.02s	7,776	2,494	13,659
Seed-2.0-Lite	10.0	10.0	100.0%	0		1.82s	8,538	246	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	3.6	7.2	22.2%	1		50.19s	780	14,450	82,148
Seed-2.0-Lite	3.0	10.0	0.0%	0		1.12s	948	15	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	4.7	1.6	66.7%	1		18.02s	516	10,589	10,953
Seed-2.0-Lite	10.0	10.0	100.0%	0		3.45s	570	294	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	9.8	10.0	100.0%	0		7.71s	699	693	6,148
Seed-2.0-Lite	10.0	10.0	100.0%	0		1.06s	810	73	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	10.0	10.0	100.0%	0		9.60s	696	1,056	17,012
Seed-2.0-Lite	5.3	7.2	44.4%	1		2.78s	858	709	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	10.0	10.0	100.0%	0		3.75s	8,427	414	446
Seed-2.0-Lite	10.0	10.0	100.0%	0		3.94s	9,270	292	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Apodex 1.1 Mini	3.0	10.0	0.0%	0		54.67s	204	8,950	29,324
Seed-2.0-Lite	3.0	10.0	0.0%	0		1.96s	264	11	0

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