Output Refiner

Refine any AI output using multiple strategies — judge scores each version

Setup


Results

Results will appear here

Avg Quality Score per Template

Template Performance

# Template Status Runs Avg Score Best Worst Avg Tokens Avg Cost Avg Speed Actions
🥇
Apex
Active 6 8.42 8.6 8.0 1,337 $0.000567 10,167ms
🥈
Balanced Refinement
Improves draft while strictly preserving format and sco
Active 26 8.26 9.0 7.2 1,032 $0.000358 11,087ms
🥉
Quality Checkpoint
Systematic evaluation across 5 quality dimensions
Active 26 8.24 9.0 7.0 1,010 $0.000274 10,206ms
4
Apex Lite
Active 6 8.12 8.6 7.4 1,307 $0.000595 13,462ms
5
Apex Max
Active 6 8.06 8.4 7.6 1,498 $0.001065 13,141ms
6
Delta Focus
Active 15 8.01 8.4 7.3 1,003 $0.000291 9,063ms
7
Constraint-First
Strict format compliance enforced before content improv
Active 20 7.95 9.2 6.5 1,138 $0.000367 14,298ms
8
Adaptive Enhancement
Model identifies and fixes the 2-3 most impactful weakn
Active 20 7.95 8.7 7.0 1,053 $0.000393 11,089ms
9
Surgical Precision
Minimal targeted changes only — structure and length
Active 20 7.84 8.9 6.0 1,092 $0.000326 11,368ms
10
Minimal Intervention
Conservative polish — only critical vagueness and fil
Active 20 7.75 8.3 6.7 1,019 $0.000324 11,780ms
11
Comparative Standard
Benchmark-driven: precision, actionability, clarity, fl
Active 26 7.72 9.0 0.0 1,030 $0.000172 12,140ms
12
Precision Checkpoint
-
Active 16 7.44 9.1 0.0 1,211 $0.000290 15,707ms
13
Mirror the Rubric
-
Active 15 7.32 8.7 0.0 1,167 $0.000303 9,611ms
14
Fact-Dense
Maximizes information density — replace generalities
Disabled 14 7.95 8.8 5.5 883 $0.000136 11,400ms
15
Examiner's Standard
Disabled 9 7.88 8.8 5.5 865 $0.000100 9,803ms
16
Zero Waste
Disabled 9 7.68 8.0 7.5 824 $0.000136 10,601ms
17
Self-Correcting
Meta-cognitive: check format compliance first, then imp
Disabled 14 7.62 9.0 4.0 970 $0.000158 12,028ms
18
Error-Proof
Extreme caution mode — counts constraints before maki
Disabled 14 7.38 9.1 0.0 865 $0.000135 10,944ms
19
Sentence-Level Perfectionist
Disabled 9 6.92 7.9 4.0 855 $0.000114 9,768ms
20
Ultra-Cheap
-
Disabled 6 6.80 7.2 6.2 782 $0.000104 12,665ms
Session Refine Model Judge Model Templates Original Best Refined Δ Date
Jelaskan langkah-langkah analisa jaringan mengguna
minimax-m2.7 claude-sonnet-4.6 13 7.5 8.1 +0.6 Apr 12, 2026 13:53
Summarize noise-canceling headphones in 150 words.
gpt-oss-120b claude-sonnet-4.6 13 8.2 8.7 +0.5 Apr 12, 2026 13:41
Summarize noise-canceling headphones in 150 words.
gemma-3-27b-it claude-sonnet-4.6 13 7.2 8.6 +1.4 Apr 12, 2026 13:39
Summarize noise-canceling headphones in 150 words.
gemma-3-27b-it claude-sonnet-4.6 13 7.2 8.6 +1.4 Apr 12, 2026 13:34
Compare REST API and GraphQL across two key areas
gpt-oss-120b claude-sonnet-4.6 13 Apr 12, 2026 13:29
Compare REST API and GraphQL across two key areas
gemma-3-27b-it claude-sonnet-4.6 13 7.8 8.6 +0.8 Apr 12, 2026 13:26
Create an extremely rapid web rendering algorithm,
gemma-3-27b-it claude-sonnet-4.6 16 7.8 8.5 +0.7 Apr 12, 2026 13:18
Buatkan 2 paragraf ringkas tentang kesehatan jantu
gemma-3-27b-it claude-sonnet-4.6 16 8.0 8.5 +0.5 Apr 12, 2026 13:13
Compare REST API and GraphQL across two key areas
gemma-3-27b-it claude-sonnet-4.6 10 7.8 8.8 +1 Apr 12, 2026 13:00
Generate a detailed, 150-word overview of modern n
gemma-3-27b-it claude-sonnet-4.6 8 7.2 8.4 +1.2 Apr 12, 2026 12:52
Summarize noise-canceling headphones in 150 words.
gemma-3-27b-it claude-sonnet-4.6 8 7.2 8.5 +1.3 Apr 12, 2026 12:49
Answer 'Why is the sky blue?' in a single, concise
gemma-3-27b-it claude-sonnet-4.6 8 7.8 8.7 +0.9 Apr 12, 2026 12:31
Answer 'Why is the sky blue?' in a single, concise
gemma-3-27b-it claude-sonnet-4.6 8 Apr 12, 2026 12:29
Compare Python and JavaScript concisely for beginn
gemma-3-27b-it claude-sonnet-4.6 9 Apr 12, 2026 12:08
Compare Python and JavaScript concisely for beginn
gemma-3-27b-it claude-sonnet-4.6 16 Apr 12, 2026 12:00
As an IT support specialist, diagnose common resid
gemma-3-27b-it claude-sonnet-4.6 12 8.2 8.5 +0.3 Apr 12, 2026 11:41
Write concisely about AI ethics in four paragraphs
gemma-3-27b-it claude-sonnet-4.6 12 6.5 7.8 +1.3 Apr 12, 2026 11:30
Answer 'Why is the sky blue?' in a single, concise
gemma-3-27b-it claude-sonnet-4.6 12 7.8 8.6 +0.8 Apr 12, 2026 11:11
Write a 3-step guide for brewing pour-over coffee,
gemma-3-27b-it claude-sonnet-4.6 11 8.2 8.8 +0.6 Apr 12, 2026 10:59
Compose exactly two paragraphs on photosynthesis.
gemma-3-27b-it claude-sonnet-4.6 11 8.2 9.0 +0.8 Apr 12, 2026 10:54
Compose exactly two paragraphs on photosynthesis.
gemma-3-27b-it claude-sonnet-4.6 2 8.2 9.1 +0.9 Apr 12, 2026 10:51
Write a 3-step guide for brewing pour-over coffee,
gemma-3-27b-it claude-sonnet-4.6 10 7.8 8.5 +0.7 Apr 12, 2026 10:37
Compose exactly two paragraphs on photosynthesis.
gemma-3-27b-it claude-sonnet-4.6 10 7.2 9.2 +2 Apr 12, 2026 09:48
Develop a novel, ultra-fast web rendering algorith
gemma-3-27b-it claude-sonnet-4.6 10 7.2 8.8 +1.6 Apr 12, 2026 09:35
Ciptakan algoritma algoritma baru yang sangat supe
gemma-3-27b-it claude-sonnet-4.6 10 7.5 8.5 +1 Apr 12, 2026 09:27
Buatkan informasi singkat tentang kesehatan jantun
gemma-3-27b-it claude-sonnet-4.6 10 8.2 9.0 +0.8 Apr 12, 2026 08:56
Buatkan text informasi tentang pesawat untuk dibac
gemma-3-27b-it claude-sonnet-4.6 10 0.0 9.0 +9 Apr 12, 2026 08:49