Zero of fourteen models named Tabnine first on the direct prompt; zero named Aider. Tabnine was named by twelve of the fourteen models and Aider by nine and Tabnine carries 39 labels and Aider 14, so the shares are not directly comparable.
Named in one category 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 AI coding assistants page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“cloud versions still risk data exfil. Some studies show similar vuln introduction rates.” Grok 4.20 · negative prompt · soft negative
“Explicitly commits to not storing or training on user code, even in free tiers. Supports fully air-gapped deployments.” DeepSeek V4 Flash · negative prompt · first choice
“Cursor (free tier or Pro) or Tabnine (free tier) are excellent starting points” MiniMax M2.5 · budget prompt · first choice
“Self-hosted/air-gapped options; explicit "code never trains our models" policy” Kimi K2 · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Be particularly cautious with: Autonomous agent modes in tools such as Claude Code, Cursor, Codex, Aider, Devin, and Copilot Workspace” Perplexity Sonar · negative prompt · soft negative
“Start by installing Cline (in VS Code) or Aider (in terminal)” Gemini 3.5 Flash · budget prompt · first choice
“A free, open-source tool that is also vendor-independent and allows you to bring your own API key.” Llama 4 Maverick · budget prompt · alternative
“Best for: Terminal-centric developers who want lightweight, transparent AI assistance” DeepSeek V4 Flash · comparative 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.