Luigi
Why models recommend it
No positive label carried a quote.
What gives them pause
“Why to avoid: ... It lacks dynamic DAG generation during runtime, has a very basic UI”Gemini 3.5 Flash · Negative question · warning
“Not recommended for new projects - consider Dagster, Prefect, or Metaflow instead.”MiniMax M2.5 · Negative question · warning
“Legacy tools Luigi and Azkaban rank at the bottom across all metrics”Claude Haiku 4.5 · Negative question · warning
“Spotify effectively put Luigi into "maintenance mode" several years ago”Qwen 3.7 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as Luigi, over the 23 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 23 | 5 | View → | |
| 22 | 3 | View → | |
| 22 | 3 | View → | |
| 18 | 0 | View → | |
| 13 | 0 | View → | |
| 9 | 0 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 7 | 0 | View → |
What the models named instead of Luigi →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 15 of the 23 answers that named Luigi and are not a share of its labels.
Domains cited
No domain is on file for Luigi, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 2 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 2 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |