Jev 1.14 (default) leads on average score with 2.3 vs 0.8. Nimble v3 9B (default) has the lower benchmark cost at ~$0.001 vs $0.003. Nimble v3 9B (default) is faster at 363ms vs 377ms, with pass rates of 4.4% vs 23.2%.
Last updated at:
2026-10-16
Compared models
Candidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
Rank
#430
Total Output Tokens
0
Response Time (avg)
363ms
Total Cost
~$0.001Estimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 0.0021 h × 0.377 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.000263.
Rank
#419
Total Output Tokens
18,927
Response Time (avg)
377ms
Total Cost
$0.003
Recommended modelJev 1.14 (default)
It has the strongest score in this comparison (2.3) and the best overall balance of cost and response time across 2 models.
Detailed comparison
Metric
Nimble v3 9BNimble v3 9BdefaultCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.21/69 attempts. Choices supplied by adapters. Supports 7/23 tests. Other tests are unsupported, not failed. Score uses the full suite.Release: 2026-10-16
Jev 1.14Jev 1.14default36/69 attempts. Choices supplied by adapters. Supports 12/23 tests. Other tests are unsupported, not failed. Score uses the full suite.Release: 2026-10-15
Metric
Nimble v3 9BNimble v3 9BdefaultCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.21/69 attempts. Choices supplied by adapters. Supports 7/23 tests. Other tests are unsupported, not failed. Score uses the full suite.Release: 2026-10-16
Jev 1.14Jev 1.14default36/69 attempts. Choices supplied by adapters. Supports 12/23 tests. Other tests are unsupported, not failed. Score uses the full suite.Release: 2026-10-15
Score
0.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
2.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#430
#419
Reliability
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.…
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.…
Consistency
3.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
4.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Attempts
21/69
36/69
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 5Did not follow instructions: 1Response Time (avg)363msResponse Time (max)1.24sResponse Time (total)2.54sA test is fully passed only if every run passed for that test.…
A test is fully passed only if every run passed for that test.Wrong answer: 7Did not follow instructions: 1Response Time (avg)377msResponse Time (max)546msResponse Time (total)4.52sA test is fully passed only if every run passed for that test.…
Attempt pass rate
4.4%Attempt pass rate = passed attempts / total attempts across runs.…
23.2%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
Total Runs
21Total Runs…
36Total Runs…
Cost per result
~0.027Estimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 0.0021 h × 0.377 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.000263.
0.071
Total Cost
~$0.001Estimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 0.0021 h × 0.377 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.000263.
$0.003
Input Price
N/AInput Price…
$0.042 / 1MInput Price…
Output Price
N/AOutput Price…
$0.000 / 1MOutput Price…
Cache Read Price
N/ACache Read Price…
N/ACache Read Price…
Cache Write Price
N/ACache Write Price…
N/ACache Write Price…
Total Input Tokens
103,770Total Input Tokens…
67,092Total Input Tokens…
Output Tokens
0Output Tokens…
18,927Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
0Reasoning Tokens…
Response Time (avg)
363msResponse Time (avg)…
377msResponse Time (avg)…
Response Time (max)
1.24sResponse Time (max)…
546msResponse Time (max)…
Response Time (total)
2.54sResponse Time (total)…
4.52sResponse Time (total)…
Parameters
9B
-
Availability
Weights available
Closed
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
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
Agentic
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Total Input Tokens…
0Output Tokens…
0Reasoning Tokens…
Anti-AI Tricks
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
2.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
2.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
25.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)73msResponse Time (max)73msResponse Time (total)73msA test is fully passed only if every run passed for that test.…
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
25.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)300msResponse Time (max)347msResponse Time (total)900msA test is fully passed only if every run passed for that test.…
300msResponse Time (avg)…
11,544Total Input Tokens…
5,037Output Tokens…
0Reasoning Tokens…
Coding
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
2.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
22.2%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)403msResponse Time (max)478msResponse Time (total)805msA test is fully passed only if every run passed for that test.…
403msResponse Time (avg)…
30,072Total Input Tokens…
8,130Output Tokens…
0Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Total Input Tokens…
0Output Tokens…
0Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)880msResponse Time (max)1.24sResponse Time (total)1.76sA test is fully passed only if every run passed for that test.…
7.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
83.3%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)335msResponse Time (max)350msResponse Time (total)669msA test is fully passed only if every run passed for that test.…
335msResponse Time (avg)…
14,229Total Input Tokens…
2,763Output Tokens…
0Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
2.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)80msResponse Time (max)91msResponse Time (total)160msA test is fully passed only if every run passed for that test.…
7.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)444msResponse Time (max)546msResponse Time (total)1.33sA test is fully passed only if every run passed for that test.…
444msResponse Time (avg)…
5,526Total Input Tokens…
1,245Output Tokens…
0Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Total Input Tokens…
0Output Tokens…
0Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
1.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)469msResponse Time (max)469msResponse Time (total)469msA test is fully passed only if every run passed for that test.…
1.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)543msResponse Time (max)543msResponse Time (total)543msA test is fully passed only if every run passed for that test.…
543msResponse Time (avg)…
4,527Total Input Tokens…
1,641Output Tokens…
0Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
1.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.3Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)79msResponse Time (max)79msResponse Time (total)79msA test is fully passed only if every run passed for that test.…
1.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.3Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)270msResponse Time (max)270msResponse Time (total)270msA test is fully passed only if every run passed for that test.…
270msResponse Time (avg)…
1,194Total Input Tokens…
111Output Tokens…
0Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Total Input Tokens…
0Output Tokens…
0Reasoning Tokens…
Trivia
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Input Tokens
Output Tokens
Reasoning Tokens
Nimble v3 9BCandidate responses were generated on local hardware. OpenRouter was used only for judging. nimble-v3:9b-q8_0 · Q8_0 · Ollama 0.40.5 · NVIDIA GeForce RTX 3090.
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
0.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…