Dokaz Industries / Doxa

Recommendations · open-entity · rec-web-framework-01

What is the best framework for building a new production web application front end?

0.33
Divergence
0.87
Avg stability
20%
Refusal rate
3
Models

Where each model stands

ChatGPTReact + Next.js×100%
ClaudeNext.js×60%
GeminiReact×100%
ChatGPT modal React + Next.js [React + Next.js, React + Next.js, React + Next.js, React + Next.js + TypeScript, React + TypeScript + Next.js] · stability 1.00
  • 1 React + Next.js 0.90 The answer explicitly calls out a safe default: “Best ‘safe’ default for production apps: React + Next.js (with TypeScript)” and lists ecosystem and hosting benefits.
  • 2 React + Next.js 0.95 Answer states the safest, most flexible choice is “React + TypeScript with a modern meta‑framework (e.g., Next.js or Remix)” and the recommended starter stack lists “Framework: React + Next.js (or Remix).”
  • 3 React + Next.js 0.95 The answer names a pragmatic default: “React + Next.js (with TypeScript) — best general-purpose choice,” and later: “If you need a safe, pragmatic default: React + Next.js + TypeScript.”
  • 4 React + Next.js + TypeScript 0.95 The answer states a single pragmatic recommendation: “React + Next.js (or Remix) + TypeScript” and lists a default production stack as “React + Next.js + TypeScript.”
  • 5 React + TypeScript + Next.js 0.92 The answer states a safe default: “React + TypeScript with a meta-framework like Next.js” and lists the practical starting stack as “Next.js + React + TypeScript.”
Claude modal Next.js [Next.js, React, React, Next.js, Next.js] · stability 0.60
  • 1 Next.js 0.75 The answer explicitly recommends 'Start with Next.js or React' for most production apps, citing best community support, easiest hiring, and proven scale. Next.js is listed first and positioned as the framework with 'batteries included' for new projects.
  • 2 React 0.85 For most production applications: 'React + TypeScript + Next.js' is the safest bet—it's battle-tested, has extensive resources, and scales well.
  • 3 React 0.60 The answer recommends 'Next.js or React' as offering 'the best balance of ecosystem maturity, hiring potential, and production stability' for most teams starting fresh, with React highlighted first among the top contenders.
  • 4 Next.js 0.75 Safe bet for most new production apps: Next.js or React — best balance of power, community support, and hirability. Next.js is listed first and specifically recommended as best for new production apps needing server-side rendering or full-stack capability.
  • 5 Next.js 0.72 The answer's 'Practical Recommendation' lists 'Next.js or Nuxt' as the starting point for production applications, stating they are 'opinionated, production-ready out of box,' with Next.js mentioned first and emphasized as the primary suggestion for most scenarios.
Gemini modal React [no position, no position, no position, React, React] · stability 1.00
  • 1 no position 0.85 The answer states 'There is no single "best" framework in a vacuum' and offers multiple conditional recommendations based on specific team needs and architecture rather than choosing one overall winner.
  • 2 no position 0.85 The response explicitly states 'There is no single "best" framework in a vacuum' and offers conditional recommendations for four different frameworks based on project requirements.
  • 3 no position 0.95 The assistant explicitly states that 'There is no single "best" framework in absolute terms' and provides a conditional breakdown of four options rather than choosing one.
  • 4 React 0.90 The author states that the 'industry standard default for a new production web application today is React' and concludes with the pragmatic recommendation to 'default to React (using Next.js or Vite)'.
  • 5 React 0.90 The answer provides React (specifically via Next.js) as the 'safest, most powerful, and most scalable default' and names it as the 'Default Recommendation' for commercial products.

Change over time

Moved since the prior run (canon-2026-W42). Gemini: Next.js → React.

Every stance label is a derived judgment over the model's free-text answer, kept auditable against the original transcript in the run's raw data. Method: /methodology.