| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | GTM data and infrastructure | 0% | 62 of 62 | 80% | 5 | under 10 labels · led by Hightouch at 40% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 2 | 2 |
| Claude Opus 4.8 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Astra | 0 | 0 | 0 | 1 | 1 |
| GPT-5.6 Sol | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.1 Pro | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar Pro | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“with Grouparoo and RudderStack also listed in that category” Perplexity Sonar Pro · Warehouse & ETL · negative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“which is no longer an actively developed commercial product. Verify vendor viability” Claude Opus 5 · Warehouse & ETL · comparative prompt · hard negative
“Avoid for a new production deployment, unless you intend to maintain a fork.” GPT-6 Astra · Warehouse & ETL · negative prompt · hard negative
“Treat Grouparoo as legacy; don't start new work on it.” Claude Opus 5 · Warehouse & ETL · negative prompt · hard negative
“avoid Grouparoo for a new implementation” GPT-5.6 Sol · Warehouse & ETL · negative prompt · hard negative
Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Grouparoo, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.