Generative Engine Optimization on E-Commerce
26.79Word ScoreAgenticGEO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AgenticGEOBackbone=Qwen2.5-32B-Instruct2026.03 | 26.79 | 26.57 | 26.58 | |
| AgenticGEOBackbone=Llama3.3-70B-Instruct2026.03 | 26.38 | 26.63 | 26.88 | |
| Quotation Addition-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 22.14 | 21.96 | 21.83 | |
| Cite Sources-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 21.96 | 21.88 | 21.67 | |
| Quotation Addition-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 21.91 | 21.66 | 21.7 | |
| Statistics Addition-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 21.83 | 21.49 | 21.6 | |
| Quotation AdditionBackbone=Qwen2.5-32B-Instruct2026.03 | 21.75 | 21.91 | 21.54 | |
| Cite Sources-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 21.7 | 21.43 | 21.65 | |
| Cite SourcesBackbone=Llama3.3-70B-Instruct2026.03 | 21.69 | 21.31 | 21.52 | |
| AutoGEOBackbone=Qwen2.5-32B-Instruct2026.03 | 21.54 | 19.75 | 21.18 | |
| Statistics Addition-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 21.47 | 21.18 | 21.3 | |
| AutoGEOBackbone=Llama3.3-70B-Instruct2026.03 | 21.45 | 20.13 | 21.5 | |
| Cite SourcesBackbone=Qwen2.5-32B-Instruct2026.03 | 21.28 | 21.06 | 21.54 | |
| Quotation AdditionBackbone=Llama3.3-70B-Instruct2026.03 | 20.85 | 20.49 | 20.69 | |
| Statistics AdditionBackbone=Qwen2.5-32B-Instruct2026.03 | 20.64 | 20.15 | 20.43 | |
| Technical WordsBackbone=Qwen2.5-32B-Instruct2026.03 | 20.58 | 20.68 | 20.34 | |
| Technical WordsBackbone=Llama3.3-70B-Instruct2026.03 | 20.53 | 20.22 | 20.48 | |
| Easy-To-UnderstandBackbone=Qwen2.5-32B-Instruct2026.03 | 20.46 | 20.45 | 20.29 | |
| Statistics AdditionBackbone=Llama3.3-70B-Instruct2026.03 | 20.29 | 20.07 | 20.28 | |
| Easy-To-UnderstandBackbone=Llama3.3-70B-Instruct2026.03 | 20.28 | 19.91 | 20.18 | |
| Fluency OptimizationBackbone=Qwen2.5-32B-Instruct2026.03 | 20.25 | 20.06 | 20.11 | |
| Keyword StuffingBackbone=Llama3.3-70B-Instruct2026.03 | 20.24 | 19.96 | 20.16 | |
| AuthoritativeBackbone=Llama3.3-70B-Instruct2026.03 | 20.06 | 19.82 | 20.06 | |
| AuthoritativeBackbone=Qwen2.5-32B-Instruct2026.03 | 19.84 | 19.32 | 19.64 | |
| Fluency OptimizationBackbone=Llama3.3-70B-Instruct2026.03 | 19.75 | 19.54 | 19.68 | |
| No optimizationBackbone=Llama3.3-70B-Instruct2026.03 | 19.7 | 19.45 | 19.68 | |
| Unique WordsBackbone=Llama3.3-70B-Instruct2026.03 | 19.16 | 19.04 | 19.15 | |
| Keyword StuffingBackbone=Qwen2.5-32B-Instruct2026.03 | 18.94 | 18.52 | 18.65 | |
| No optimizationBackbone=Qwen2.5-32B-Instruct2026.03 | 18.3 | 18.09 | 18.01 | |
| Unique WordsBackbone=Qwen2.5-32B-Instruct2026.03 | 18.12 | 18.09 | 18.01 |