Zero of fourteen models named Windsurf first on the direct prompt; zero named Tabnine. Windsurf was named by thirteen of the fourteen models and Tabnine by eleven and Windsurf carries 34 labels and Tabnine 33, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 AI coding assistants page.
Across every category in the October 2026 Edition, Windsurf and Tabnine were named in the same answer fifty-nine times, of the 97 answers naming Windsurf and the 119 naming Tabnine. In those answers Tabnine took the first choice seven times and Windsurf eleven.
| 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. Six of seven in this category shown.
“Cursor, Replit, Windsurf, OpenAI Codex. Named in the 43.1% unauthorized file operations taxonomy” Muse Glimmer 30B · negative prompt · soft negative
“Augment and Windsurf did not issue swift fixes, leaving their users temporarily exposed.” Gemini 3.5 Flash · negative prompt · soft negative
“Augment and Windsurf had not provided a fix update at the time of publication” GPT-6 Luna · negative prompt · soft negative
“Codeium – best free unlimited usage ... Zero budget / proof of concept: Codeium free unlimited + Amazon Q Developer free tier” Muse Glimmer 30B · budget prompt · first choice
“The best AI coding assistant for a company with a limited budget is Windsurf, which is priced at $15/month.” Llama 4 Maverick · budget prompt · first choice
“The Top Pick for $0 Budget: Codeium ... is the strongest option for a budget-conscious team” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“on-prem / local models such as Tabnine are repeatedly called out as the privacy champion because your code never leaves your infrastructure” Muse Glimmer 30B · negative prompt · first choice
“Prefer privacy-first tools like Tabnine (which can run locally/air-gapped and is trained only on permissively licensed code)” DeepSeek V4 Flash · negative prompt · first choice
“I'd start with Amazon CodeWhisperer or Tabnine since they're free” MiniMax M2.5 · budget prompt · first choice
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.