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Generate EM Trending Report from Scattered Data

Task CompletionEm Reporthard
System Prompt
You are a Quality Assurance specialist in a cell and gene therapy
manufacturing facility. You must generate reports that comply with
EU GMP Annex 1 and FDA guidance for environmental monitoring.
User Prompt
Generate a monthly Environmental Monitoring trending report for
January 2026 based on the following data. The report should include:
- Executive summary with key findings
- Trending analysis for viable and non-viable particle counts
- Alert and action level excursions with investigation status
- Grade A, B, C, and D area compliance summary
- Recommendations
Rubric
DimensionWeightCriteria
Regulatory Compliance25%Does the report reference applicable regulations (EU Annex 1, FDA guidance)? Are alert/action levels correctly identified? Are Grade classifications used correctly?
Data Accuracy25%Are the data points correctly summarized? Are calculations (averages, trends) accurate? Are excursions correctly identified?
Completeness20%Does it include all requested sections? Executive summary, trending, excursions, compliance summary, recommendations?
Professional Quality15%Is the language professional and appropriate for a GMP document? Is the structure logical? Would this pass a QA review?
Actionability15%Are recommendations specific and actionable? Are investigation requirements clearly stated for excursions?
Source Materials
  • em_data
  • alert_action_levels

Cross-Model Comparison

ModelScoreLatencyTokens InTokens Out
Qwen3.8-FlashN/AN/A--
GLM-5.3-FlashN/AN/A--
GLM-5.3N/AN/A--
GLM-5.3N/AN/A--
Hy4 PreviewN/AN/A--
Hy4 PreviewN/AN/A--
GLM-5.3N/AN/A--
Hy4 PreviewN/AN/A--
Muse Glimmer 30BN/AN/A--
Muse Glimmer 30BN/AN/A--
Muse Glimmer 30BN/AN/A--
GLM-5.3-FlashN/AN/A--
MiniMax M3N/AN/A--
Qwen3.8 Max (2.4T-A95B)N/AN/A--
Qwen3.8 Max (2.4T-A95B)N/AN/A--
Qwen3.8 Max (2.4T-A95B)N/AN/A--
Qwen3.8-FlashN/AN/A--
MiniMax M3N/AN/A--
MiniMax M3N/AN/A--
Qwen3.8-FlashN/AN/A--
Claude Sonnet 4.695.0%207.0s1,09714,026
Claude Opus 4.694.8%212.6s1,09712,719
DeepSeek-R194.3%54.5s1,0422,001
Claude Opus 592.3%297.0s1,34920,143
Hy4 Preview92.0%252.3s1,06420,322
Qwen3.8-Flash92.0%239.7s1,39331,340
Claude Opus 4.892.0%48.4s1,3493,911
Kimi K391.8%689.9s1,16112,507
Claude Opus 591.8%276.8s1,34923,707
Qwen3.8-Flash91.7%242.7s1,39330,973
GLM-5.391.6%37.5s1,0545,354
Qwen3.8 Max (2.4T-A95B)91.6%205.6s1,39322,620
Qwen3.5-35B-A3B91.6%37.0s1,3555,316
Hy4 Preview91.5%263.8s1,06421,382
Qwen3.8 Max (2.4T-A95B)91.5%122.9s1,39329,031
GPT-5.491.5%44.5s1,0373,121
Qwen3.8-Flash91.3%235.3s1,39329,873
GLM-5.3-Flash90.8%386.8s1,05316,833
Kimi K390.5%109.2s1,12610,433
Qwen3.8 27B90.5%747.3s1,39342,384
GLM-5.390.0%33.8s1,0544,973
Claude Opus 589.8%256.9s1,34921,383
GPT-5.6 Luna89.8%48.2s1,0374,878
GPT-5.6 Luna89.8%51.4s1,0375,041
Qwen3.6 35B A3B89.5%37.6s1,3556,657
GLM-5.3-Flash89.1%234.5s1,05319,462
Qwen3.8 Max (2.4T-A95B)88.8%652.0s1,39329,682
Qwen3.8 27B88.7%665.3s1,39329,804
Qwen3.8 27B88.7%295.6s1,39323,714
DeepSeek V4 Pro88.5%241.6s1,0429,297
GPT-5.6 Terra88.4%70.3s1,0375,684
GPT-5.6 Sol88.2%72.2s1,0376,013
Gemini 3.1 Pro88.0%281.2s1,3845,510
Kimi K388.0%48.5s1,16110,195
Qwen3.5-397B-A17B87.5%74.5s1,3555,115
GPT-5.6 Terra86.5%68.8s1,0375,878
Claude Sonnet 585.8%118.6s1,34912,119
MiniMax M385.5%39.6s1,1496,577
Muse Glimmer 30B85.5%124.4s1,0546,847
MiniMax M385.0%33.9s1,2017,796
GLM-5.384.5%43.1s1,0546,242
Qwen3.6 27B84.4%124.0s1,3557,575
GLM-5.284.4%24.2s1,0534,421
Hy4 Preview84.0%294.8s1,06423,708
GPT-5.6 Sol83.8%68.6s1,0376,221
Gemini 3 Flash83.1%8.2s1,3841,229
Qwen3.6 27B82.5%231.6s1,3557,626
Gemma 4 26B A4B IT82.4%9.8s1,4021,524
MiniMax M2.781.8%123.8s1,0478,126
GPT-5.6 Sol81.8%60.4s1,0375,178
Claude Sonnet 581.8%216.3s1,34921,485
GPT-5.6 Luna80.7%55.4s1,0375,689
Qwen3.6 27B80.3%121.8s1,3557,788
GLM-5.3-Flash80.0%258.8s1,05312,714
Qwen3.5-397B-A17B79.8%57.9s1,3555,303
DeepSeek V4 Pro79.5%74.2s1,0425,184
Muse Glimmer 30B78.7%58.2s1,0545,773
Claude Haiku 4.578.2%35.0s1,0964,736
Muse Glimmer 30B77.8%138.0s1,0547,180
Qwen3.5-35B-A3B77.6%177.3s1,3556,685
DeepSeek V4 Flash77.5%206.3s1,0427,162
Claude Sonnet 576.3%116.8s1,34912,015
Qwen3.6 35B A3B76.2%33.8s1,3557,177
DeepSeek-V3.276.1%66.7s1,0421,403
DeepSeek V4 Flash76.0%40.0s1,0426,731
Qwen3.5-35B-A3B76.0%30.7s1,3555,303
GPT-5.4 mini75.7%13.7s1,0372,691
GPT-5.6 Terra75.6%75.1s1,0375,953
DeepSeek V4 Flash75.3%157.0s1,0424,946
DeepSeek V4 Pro75.0%131.3s1,0426,243
Gemma 4 31B IT75.0%54.7s1,4171,328
GLM-5.274.5%101.6s1,0537,002
Qwen3.5-35B-A3B74.1%36.1s1,3556,184
MiniMax M2.772.8%47.9s1,0444,300
Qwen3.6 35B A3B72.7%31.6s1,3557,507
Gemma 4 31B IT71.8%45.1s1,4011,338
MiniMax M371.0%42.0s1,1496,536
Llama 4 Maverick71.0%40.3s1,041992
GLM-5.270.8%217.2s1,05314,328
MiniMax M2.770.3%75.0s1,0447,083
Qwen3.6 27B69.8%202.9s1,3557,458
Claude Haiku 4.569.5%63.0s1,0969,532
GPT-5.4 nano68.8%14.6s1,0373,058
DeepSeek V4 Flash68.5%68.9s1,0426,064
Gemma 4 26B A4B IT68.5%20.2s1,4011,413
DeepSeek-V3.268.3%75.6s1,0421,920
Gemma 4 31B IT67.8%40.6s1,4011,339
Mistral Large 3 675B67.8%32.2s1,3632,233
Qwen3.6 35B A3B67.3%27.1s1,3556,800
Qwen3.5-397B-A17B66.3%54.2s1,3555,176
Claude Haiku 4.565.8%52.7s1,0967,431
DeepSeek-V3.265.8%56.2s1,0421,589
Gemma 4 26B A4B IT65.8%13.9s1,4021,380
Llama 3.3 70B Instruct65.3%26.7s1,044723
Mistral Small 260365.0%12.8s1,3752,445
Gemma 4 26B A4B IT64.8%26.7s1,4011,393
DeepSeek-R1-Distill-Qwen-32B64.8%145.2s1,3412,187
DeepSeek-V3.264.0%52.8s1,0421,467
Mistral Large 3 675B63.2%28.5s1,3632,450
Llama 4 Maverick63.2%38.8s1,041855
Mistral Small 260361.3%17.9s1,3752,172
Claude Haiku 4.560.8%42.9s1,0965,860
DeepSeek V4 Pro60.5%81.3s1,0422,417
MiniMax M2.760.3%44.0s1,0444,618
Mistral Small 260360.0%16.7s1,3752,667
Gemini 3.1 Flash-Lite59.8%4.2s1,384877
Qwen3.5-397B-A17B59.5%102.4s1,3555,762
Mistral Large 3 675B58.8%24.6s1,3632,238
DeepSeek-R158.8%256.6s1,0406,576
GLM-5.258.8%155.1s1,0539,687
Gemma 4 31B IT58.8%72.8s1,4011,269
Mistral Large 3 675B57.8%29.3s1,3632,528
DeepSeek-V3.257.3%52.0s1,0421,446
Mistral Small 260355.8%11.6s1,3751,725
DeepSeek-R154.0%205.5s1,0407,010
Llama 4 Maverick53.3%15.3s1,041740
Llama 3.3 70B Instruct52.8%29.1s1,063839
DeepSeek-R151.5%199.9s1,0406,377
Llama 4 Scout50.2%30.1s1,041921
Llama 4 Scout48.8%9.7s1,041839
Llama 4 Maverick47.8%52.0s1,041831
Llama 4 Scout47.3%35.8s1,041838
Llama 4 Scout47.0%30.8s1,041751
Llama 3.3 70B Instruct44.0%31.6s1,0631,037
Llama 3.3 70B Instruct40.3%10.8s1,044733

Tags

environmental_monitoringtrendingdata_analysis