MODELDRIFT.WATCH

Sep 26 · Day 17

MINOR · GEMINI · QUESTION 31

Gemini named a different first choice for a question about which JavaScript framework to start with.

Why it’s minor

Which products a model recommends is read out of its answer by the least reliable part of our scorer, so compare the two answers before reading much into this.

The full answers

Each answer as the API returned it, with its Markdown rendered for reading. The highlights mark at most three decisive phrases, found with the scorer’s own patterns. Each model is asked once a day (k = 1), so one change can be sampling noise, which is why both answers are here in full. How scoring works.

Asked verbatim · Question 31

Which JavaScript framework should I start a new project with today?

SEP 25beforePermalink

Picks read from the answer, in order
  1. React
  2. Astro
  3. Svelte
  4. Vue.js
  5. Angular

Because the JavaScript ecosystem moves so fast, there is no single "best" framework. However, the industry has consolidated around a few major players. In 2024, you shouldn't just pick a UI library (like React); you should pick a meta-framework (like Next.js) that handles routing, server-side rendering, and performance out of the box.

Here is the breakdown of what you should choose based on your specific project needs:


1. The Industry Default: React (via Next.js)

If you aren't sure what to pick, pick Next.js. It is a framework built on top of React.

  • •Why pick it: It has the largest ecosystem, the most third-party libraries, the most community support, and the most job opportunities. It handles everything from static marketing pages to complex SaaS applications.
  • •The Catch: React has a steeper learning curve than some others, and the recent shift to "React Server Components" in Next.js has caused some fragmentation and confusion in the community.
  • •Best for: SaaS products, large-scale applications, projects where you need to hire developers easily, or if you plan to build a mobile app later (using React Native).

2. The Content King: Astro

If you are building a website where the primary focus is content (reading, viewing, SEO), Astro is currently the best tool on the market.

  • •Why pick it: It ships zero JavaScript to the browser by default, making it incredibly fast. When you do need interactivity, you can plug in React, Vue, or Svelte components only where needed (called "Islands Architecture").
  • •The Catch: It is not designed to build highly complex, state-heavy web apps (like a Spotify or Figma clone).
  • •Best for: Blogs, portfolios, marketing websites, documentation, and e-commerce storefronts.

3. The Developer Favorite: Svelte (via SvelteKit)

Svelte consistently wins "most loved framework" in developer surveys.

  • •Why pick it: Unlike React or Vue, Svelte doesn't use a "Virtual DOM." It compiles your code down to tiny, highly optimized vanilla JavaScript. The code is much easier to read and write—it looks very close to standard HTML, CSS, and JS.
  • •The Catch: The ecosystem is smaller than React's. You might have to build custom components for things that would be a simple npm install in React.
  • •Best for: Highly interactive applications, data visualization, projects where performance/bundle size is critical, and solo developers who want a great developer experience.

4. The Balanced Choice: Vue.js (via Nuxt)

Vue is the middle ground between the rigid structure of Angular and the unopinionated nature of React.

  • •Why pick it: It has a very gentle learning curve, excellent documentation, and a massive following (especially outside the US). Nuxt (its meta-framework) offers an incredibly smooth developer experience right out of the box.
  • •The Catch: Like Svelte, it has fewer corporate jobs in the US compared to React or Angular, though it is heavily used in agency work and startups.
  • •Best for: Startups, medium-to-large apps, and teams migrating from older monolithic architectures (like Laravel or Django) who want a modern frontend.

5. The Enterprise Heavyweight: Angular

Angular (backed by Google) has recently gone through a massive renaissance (Angular 17+) that has made it modern, fast, and much easier to use.

  • •Why pick it: It is "batteries included." It comes with its own router, HTTP client, and state management. Because it forces a specific way of doing things, it prevents massive teams of developers from writing messy code.
  • •The Catch: It has the steepest learning curve and relies heavily on TypeScript and Object-Oriented Programming principles.
  • •Best for: Massive enterprise applications, banking software, corporate internal tools, and large teams.

Summary: How to decide today

  • •Choose Next.js (React) if you want the safest bet, the most integrations, or are optimizing for getting a job.
  • •Choose Astro if you are building a content-heavy site (blog, marketing, SEO-focused).
  • •Choose SvelteKit or Nuxt (Vue) if you are a solo developer/small team optimizing for developer happiness, speed of writing code, and performance.
  • •Choose Angular if you are building a massive enterprise application with a large team.

(Note: If you just want to build a simple single-page app without Server Side Rendering, use Vite with React, Vue, or Svelte. It is the modern replacement for Create-React-App).

SEP 26afterPermalink

Picks read from the answer, in order
  1. TL;DR
  2. Industry Standard
  3. Developer Darling
  4. Astro
  5. Pragmatic Choice
  6. Angular

Because you didn't specify the type of project you are building, there is no single "best" framework. However, the JavaScript ecosystem in 2024 has stabilized around a few clear leaders.

Here is the TL;DR:

  • •The Safest Bet (Jobs, Ecosystem, SaaS): React (using Next.js)
  • •The Best Developer Experience (Fast, Fun, Modern): SvelteKit
  • •The Best for Content Sites (Blogs, Portfolios, E-commerce): Astro
  • •The Pragmatic Middle Ground (Clean, Easy to Learn): Vue (using Nuxt.js)
  • •The Enterprise Heavyweight: Angular

Here is a breakdown to help you choose based on your specific project.


1. React (via Next.js) — The Industry Standard

Stop using create-react-app. If you choose React today, build it with a "meta-framework" like Next.js, or use Vite if you want a simple Single Page Application (SPA).

  • •Best for: SaaS products, highly interactive dashboards, complex web apps, and projects where you need to hire developers later.
  • •Pros: It has the largest ecosystem. If you need a library for a calendar, a chart, or 3D graphics, React has 10 of them. Finding answers on StackOverflow or ChatGPT is incredibly easy.
  • •Cons: React has gotten complicated lately (specifically with the introduction of React Server Components and the Next.js App Router). It requires a lot of decisions (which router? which state manager?).

2. Svelte (via SvelteKit) — The Developer Darling

Svelte shifts the work from the browser to the compiler. Instead of using a Virtual DOM like React, it compiles down to tiny, vanilla JavaScript.

  • •Best for: Solo developers, hobby projects, highly interactive apps, and developers who love writing standard HTML/CSS/JS.
  • •Pros: It is incredibly fast and has the best Developer Experience (DX) in the industry right now. You write much less code than in React. State management is built-in and effortless.
  • •Cons: The job market is much smaller than React or Angular. The third-party library ecosystem is growing, but you may occasionally have to build your own components.

3. Astro — The Content King

Astro is a framework designed for building fast content-driven websites. It ships zero JavaScript to the browser by default.

  • •Best for: Blogs, documentation sites, marketing websites, portfolios, and e-commerce storefronts.
  • •Pros: Unbeatable performance and SEO. It uses "Islands Architecture"—meaning the page is static HTML, but you can embed interactive "islands" of React, Vue, or Svelte components exactly where you need them.
  • •Cons: It is not meant for highly interactive, app-like experiences (like a Spotify or Figma clone).

4. Vue.js (via Nuxt.js) — The Pragmatic Choice

Vue sits perfectly between React and Angular. It is less opinionated than Angular, but more structured than React.

  • •Best for: Small to medium teams, startups, and developers who want a clean, logical syntax.
  • •Pros: Extremely approachable. The "Composition API" is highly intuitive. The official tooling (router, state management) is maintained by the core team, meaning you don't have to rely on third-party libraries like you do in React.
  • •Cons: While popular globally (especially in Europe and Asia), its corporate footprint in the US is smaller than React's.

5. Angular — The Enterprise Standard

Maintained by Google, Angular is a "batteries-included" framework. It dictates exactly how your app should be structured.

  • •Best for: Massive enterprise applications, giant teams, and corporate environments.
  • •Pros: It includes everything you need out of the box (routing, HTTP client, forms). Because it is highly opinionated, every Angular app looks generally the same, making it easy for new devs to jump into a project. (Note: Angular has modernized rapidly in the last year with the introduction of "Signals").
  • •Cons: It has a very steep learning curve and can feel verbose and heavy for small projects.

How to decide right now:

  • 1."I want to build a SaaS app and eventually get a job / hire a team."
    👉 Choose Next.js (React).
  • 2."I want to build a super-fast blog or marketing site."
    👉 Choose Astro.
  • 3."I want to build a web app by myself, write less code, and actually enjoy the process."
    👉 Choose SvelteKit.
  • 4."I am building a massive, complex internal tool for a bank or large corporation."
    👉 Choose Angular.
Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Before baseline

2026-09-25 permalink

Scored
answered
Received
2026-09-25 09:23:23 UTC
Run
20260925T090007Z-f08d1f
Served by
Google · HTTP 200 · finish stop
Size
4,542 characters · 2,250 tokens out incl. hidden reasoning · 19.0 s
Extracted picks, in order · confidence high
  1. React
  2. Astro
  3. Svelte
  4. Vue.js
  5. Angular

Highlighted: the names the extractor took as picks, where they appear verbatim (5 of 5).

Because the JavaScript ecosystem moves so fast, there is no single "best" framework. However, the industry has consolidated around a few major players. In 2024, you shouldn't just pick a UI library (like React); you should pick a **meta-framework** (like Next.js) that handles routing, server-side rendering, and performance out of the box.
Here is the breakdown of what you should choose based on your specific project needs:
---
### 1. The Industry Default: React (via Next.js)
If you aren't sure what to pick, **pick Next.js**. It is a framework built on top of React.
* **Why pick it:** It has the largest ecosystem, the most third-party libraries, the most community support, and the most job opportunities. It handles everything from static marketing pages to complex SaaS applications.
* **The Catch:** React has a steeper learning curve than some others, and the recent shift to "React Server Components" in Next.js has caused some fragmentation and confusion in the community.
* **Best for:** SaaS products, large-scale applications, projects where you need to hire developers easily, or if you plan to build a mobile app later (using React Native).
### 2. The Content King: Astro
If you are building a website where the primary focus is content (reading, viewing, SEO), **Astro** is currently the best tool on the market.
* **Why pick it:** It ships **zero JavaScript** to the browser by default, making it incredibly fast. When you *do* need interactivity, you can plug in React, Vue, or Svelte components only where needed (called "Islands Architecture").
* **The Catch:** It is not designed to build highly complex, state-heavy web apps (like a Spotify or Figma clone).
* **Best for:** Blogs, portfolios, marketing websites, documentation, and e-commerce storefronts.
### 3. The Developer Favorite: Svelte (via SvelteKit)
Svelte consistently wins "most loved framework" in developer surveys.
* **Why pick it:** Unlike React or Vue, Svelte doesn't use a "Virtual DOM." It compiles your code down to tiny, highly optimized vanilla JavaScript. The code is much easier to read and write—it looks very close to standard HTML, CSS, and JS.
* **The Catch:** The ecosystem is smaller than React's. You might have to build custom components for things that would be a simple `npm install` in React.
* **Best for:** Highly interactive applications, data visualization, projects where performance/bundle size is critical, and solo developers who want a great developer experience.
### 4. The Balanced Choice: Vue.js (via Nuxt)
Vue is the middle ground between the rigid structure of Angular and the unopinionated nature of React.
* **Why pick it:** It has a very gentle learning curve, excellent documentation, and a massive following (especially outside the US). Nuxt (its meta-framework) offers an incredibly smooth developer experience right out of the box.
* **The Catch:** Like Svelte, it has fewer corporate jobs in the US compared to React or Angular, though it is heavily used in agency work and startups.
* **Best for:** Startups, medium-to-large apps, and teams migrating from older monolithic architectures (like Laravel or Django) who want a modern frontend.
### 5. The Enterprise Heavyweight: Angular
Angular (backed by Google) has recently gone through a massive renaissance (Angular 17+) that has made it modern, fast, and much easier to use.
* **Why pick it:** It is "batteries included." It comes with its own router, HTTP client, and state management. Because it forces a specific way of doing things, it prevents massive teams of developers from writing messy code.
* **The Catch:** It has the steepest learning curve and relies heavily on TypeScript and Object-Oriented Programming principles.
* **Best for:** Massive enterprise applications, banking software, corporate internal tools, and large teams.
---
### Summary: How to decide today
* Choose **Next.js (React)** if you want the safest bet, the most integrations, or are optimizing for **getting a job**.
* Choose **Astro** if you are building a **content-heavy site** (blog, marketing, SEO-focused).
* Choose **SvelteKit** or **Nuxt (Vue)** if you are a solo developer/small team optimizing for **developer happiness, speed of writing code, and performance**.
* Choose **Angular** if you are building a **massive enterprise application** with a large team.
*(Note: If you just want to build a simple single-page app without Server Side Rendering, use **Vite** with React, Vue, or Svelte. It is the modern replacement for Create-React-App).*

End of response · 46 lines · 4,542 characters · sha256 321c44ffb590a47e0140a36d164704566a25e0fdade5d5555c12bc89cc0cc2d1

After this run

2026-09-26 permalink

Scored
answered
Received
2026-09-26 09:22:19 UTC
Run
20260926T090007Z-89c0b7
Served by
Google · HTTP 200 · finish stop
Size
4,501 characters · 2,298 tokens out incl. hidden reasoning · 18.7 s
Extracted picks, in order · confidence high
  1. TL;DR
  2. Industry Standard
  3. Developer Darling
  4. Astro
  5. Pragmatic Choice
  6. Angular

Highlighted: the names the extractor took as picks, where they appear verbatim (6 of 6).

Because you didn't specify the *type* of project you are building, there is no single "best" framework. However, the JavaScript ecosystem in 2024 has stabilized around a few clear leaders.
Here is the **TL;DR**:
* **The Safest Bet (Jobs, Ecosystem, SaaS):** React (using **Next.js**)
* **The Best Developer Experience (Fast, Fun, Modern):** **SvelteKit**
* **The Best for Content Sites (Blogs, Portfolios, E-commerce):** **Astro**
* **The Pragmatic Middle Ground (Clean, Easy to Learn):** Vue (using **Nuxt.js**)
* **The Enterprise Heavyweight:** **Angular**
Here is a breakdown to help you choose based on your specific project.
---
### 1. React (via Next.js) — *The Industry Standard*
*Stop using `create-react-app`. If you choose React today, build it with a "meta-framework" like Next.js, or use Vite if you want a simple Single Page Application (SPA).*
* **Best for:** SaaS products, highly interactive dashboards, complex web apps, and projects where you need to hire developers later.
* **Pros:** It has the largest ecosystem. If you need a library for a calendar, a chart, or 3D graphics, React has 10 of them. Finding answers on StackOverflow or ChatGPT is incredibly easy.
* **Cons:** React has gotten complicated lately (specifically with the introduction of React Server Components and the Next.js App Router). It requires a lot of decisions (which router? which state manager?).
### 2. Svelte (via SvelteKit) — *The Developer Darling*
*Svelte shifts the work from the browser to the compiler. Instead of using a Virtual DOM like React, it compiles down to tiny, vanilla JavaScript.*
* **Best for:** Solo developers, hobby projects, highly interactive apps, and developers who love writing standard HTML/CSS/JS.
* **Pros:** It is incredibly fast and has the best Developer Experience (DX) in the industry right now. You write much less code than in React. State management is built-in and effortless.
* **Cons:** The job market is much smaller than React or Angular. The third-party library ecosystem is growing, but you may occasionally have to build your own components.
### 3. Astro — *The Content King*
*Astro is a framework designed for building fast content-driven websites. It ships **zero JavaScript** to the browser by default.*
* **Best for:** Blogs, documentation sites, marketing websites, portfolios, and e-commerce storefronts.
* **Pros:** Unbeatable performance and SEO. It uses "Islands Architecture"—meaning the page is static HTML, but you can embed interactive "islands" of React, Vue, or Svelte components exactly where you need them.
* **Cons:** It is not meant for highly interactive, app-like experiences (like a Spotify or Figma clone).
### 4. Vue.js (via Nuxt.js) — *The Pragmatic Choice*
*Vue sits perfectly between React and Angular. It is less opinionated than Angular, but more structured than React.*
* **Best for:** Small to medium teams, startups, and developers who want a clean, logical syntax.
* **Pros:** Extremely approachable. The "Composition API" is highly intuitive. The official tooling (router, state management) is maintained by the core team, meaning you don't have to rely on third-party libraries like you do in React.
* **Cons:** While popular globally (especially in Europe and Asia), its corporate footprint in the US is smaller than React's.
### 5. Angular — *The Enterprise Standard*
*Maintained by Google, Angular is a "batteries-included" framework. It dictates exactly how your app should be structured.*
* **Best for:** Massive enterprise applications, giant teams, and corporate environments.
* **Pros:** It includes everything you need out of the box (routing, HTTP client, forms). Because it is highly opinionated, every Angular app looks generally the same, making it easy for new devs to jump into a project. (Note: Angular has modernized rapidly in the last year with the introduction of "Signals").
* **Cons:** It has a very steep learning curve and can feel verbose and heavy for small projects.
---
### How to decide right now:
1. **"I want to build a SaaS app and eventually get a job / hire a team."**
👉 Choose **Next.js (React)**.
2. **"I want to build a super-fast blog or marketing site."**
👉 Choose **Astro**.
3. **"I want to build a web app by myself, write less code, and actually enjoy the process."**
👉 Choose **SvelteKit**.
4. **"I am building a massive, complex internal tool for a bank or large corporation."**
👉 Choose **Angular**.

End of response · 60 lines · 4,501 characters · sha256 310bde84a8b06c3bbc8206054c806c5428dc72cf1ee8938879bfbf7f73138ec4

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
google/gemini-3.1-pro-preview
pinned google/gemini-3.1-pro-preview-20260219; alias resolved to google/gemini-3.1-pro-preview-20260219 at 2026-09-26 09:00:06 UTC (matches the pin)
Prompt
Question 31: P26 (recommendation)
Why this question
Tools for building websites change fast, so the answer shows how current a model’s knowledge is.
Change
first extracted pick differs from the baseline's (full lists below)
Baseline
6 prior days with data; 4 matched the baseline value (2026-09-19, 2026-09-21, 2026-09-22, 2026-09-25)
Responses
before 2026-09-25 09:23:23 UTC, run 20260925T090007Z-f08d1f; after 2026-09-26 09:22:19 UTC, run 20260926T090007Z-89c0b7
Detected
2026-09-26 · run 20260926T090007Z-89c0b7, started 2026-09-26 09:00:07 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-09-26/P26/google/gemini-3.1-pro-preview/pick_change/picks.top/
Event ID
2026-09-26:P26:google/gemini-3.1-pro-preview:pick_change:picks.top

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