Three of fourteen models named Hevo Data first on the direct prompt; one named Stitch. Hevo Data was named by eleven of the fourteen models and Stitch by eleven and Hevo Data carries 29 labels and Stitch 30, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ETL and ELT page.
Across every category in the October 2026 Edition, Hevo Data and Stitch were named in the same answer fifty-eight times, of the 99 answers naming Hevo Data and the 94 naming Stitch. In those answers Stitch took the first choice two times and Hevo Data sixteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Hevo Data if you want a "set it and forget it" experience with clear, low monthly pricing (~$239/mo) and minimal maintenance.” Qwen 3.7 Flash · budget prompt · first choice
“The best ETL tool for a company with a limited budget is Hevo Data, which offers usage-based pricing from $239/month” Llama 4 Maverick · budget prompt · first choice
“For most mid-market B2B companies, Hevo Data strikes the best balance of cost, ease of use, and capability.” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Stitch has limited customer support with community forums as the primary troubleshooting resource, pricing that doesn't scale well at large data volumes” Claude Haiku 4.5 · negative prompt · soft negative
“provides straightforward data replication but lacks Fivetran's deeper customization and robust enterprise security features” Gemini 3.5 Flash · comparative prompt · soft negative
“Only ~130 connectors, less reliable at scale... Better for small startups than mid-market.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“or Stitch if you need the lowest entry price for simpler ingestion needs” Perplexity Sonar · budget prompt · first choice
“Start with Hevo Data or Stitch Data for mid-market B2B companies” GLM 4.7 FlashX · direct prompt · first choice
“Stitch is a solid choice for businesses that need a simple, reliable data pipeline solution without complexity” Claude Haiku 4.5 · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.