MODELDRIFT.WATCH

Sep 17 · Day 8

MINOR · GEMINI · QUESTION 31

Gemini changed its list 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 13beforePermalink

Picks read from the answer, in order
  1. Meta-frameworks
  2. Next.js
  3. SvelteKit
  4. Astro
  5. Nuxt
  6. Angular

Because you are starting a project today, the JavaScript landscape has shifted away from traditional Single Page Applications (SPAs) like Create React App and moved toward Meta-frameworks (frameworks built on top of React, Vue, etc. that handle routing and server-side rendering).

Since I don't know the exact nature of your project, here is the TL;DR breakdown of what you should choose based on your goals:

1. The "I want to get a job / Build a Startup" choice: Next.js (React)

Next.js is the undisputed industry standard right now. If you are building a complex SaaS, a startup, or want to make yourself as employable as possible, this is the answer.

  • •The Good: Massive ecosystem, you can find a library for literally anything, huge community support, and it handles both frontend and backend in one repository.
  • •The Bad: The introduction of the App Router and React Server Components (RSC) has made the learning curve steeper. It can feel overly complex for simple projects.
  • •Alternative: If you want to use React but Next.js feels too bloated, use Vite + React.

2. The "I want the best Developer Experience (DX)" choice: SvelteKit (Svelte)

Svelte consistently ranks as the most loved framework by developers. Instead of using a Virtual DOM like React, Svelte compiles your code into tiny, vanilla JavaScript.

  • •The Good: Incredibly fast, writes like traditional HTML/CSS/JS (very little boilerplate), state management is effortless, and it's incredibly fun to use.
  • •The Bad: Smaller ecosystem than React. You might have to build some components from scratch that you could otherwise just download in the React ecosystem. Job market is smaller.

3. The "Content / Blog / Marketing Site" choice: Astro

If you are building a portfolio, a blog, a documentation site, or a marketing landing page, you should use Astro.

  • •The Good: It ships zero JavaScript to the browser by default, making it blazingly fast for SEO. It uses "Islands Architecture," meaning you can write your UI in React, Vue, or Svelte, and Astro will only load JS for the specific interactive parts you tell it to.
  • •The Bad: Not designed for highly complex, logged-in dashboard applications (though they are working on closing this gap).

4. The "Sweet Spot" choice: Nuxt (Vue.js)

Vue has always sat perfectly between the rigid structure of Angular and the chaotic freedom of React. Nuxt is the meta-framework for Vue.

  • •The Good: Extremely intuitive, excellent documentation, and very clean code. The latest version of Nuxt is incredibly powerful and fast. It is heavily used in Europe and Asia.
  • •The Bad: The US job market heavily favors React over Vue.

5. The "Massive Enterprise" choice: Angular

Angular is backed by Google and provides a "batteries-included" experience. It dictates exactly how your code should be structured, making it great for massive teams.

  • •The Good: Angular recently underwent a massive modern renaissance (v17+). With the introduction of "Signals" and standalone components, it is faster and easier to write than it has been in years.
  • •The Bad: Very steep learning curve. It uses TypeScript heavily and relies on complex concepts like RxJS. Overkill for small projects.

📝 Your Decision Matrix:

  • 1.Are you building a blog, portfolio, or landing page? $\rightarrow$ Astro
  • 2.Are you optimizing for getting hired? $\rightarrow$ Next.js
  • 3.Are you building a complex SaaS and want to move fast with minimal headaches? $\rightarrow$ SvelteKit or Nuxt
  • 4.Are you building a massive corporate app with 20+ developers? $\rightarrow$ Angular or Next.js

My personal recommendation for a solo developer today:
If it's an interactive web app, choose SvelteKit. If it's a content site, choose Astro. If you need an expansive ecosystem of pre-built UI components, choose Next.js.

SEP 17afterPermalink

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

The short answer is that you should probably use a "meta-framework" rather than just a base library today. The industry has shifted away from purely client-side rendering (like the old Create React App) toward frameworks that handle routing, server-side rendering, and API creation out of the box.

Here is the breakdown of what you should choose based on your goals in 2024:

1. The Industry Standard: React + Next.js

If you want the safest bet, the most jobs, and the largest ecosystem, this is it. React is the base library, and Next.js is the framework built on top of it.

  • •Pros: Unmatched community, thousands of third-party libraries, backed by Vercel, excellent for SEO, and highly scalable. If you run into a bug, someone has already solved it on StackOverflow.
  • •Cons: React has a steeper learning curve (hooks, dependency arrays, state management), and Next.js has become quite complex with its recent "App Router" update.
  • •Choose this if: You are building a SaaS startup, you are looking to get hired as a developer, or you need to use very specific third-party libraries.
  • •Alternative: React + Remix (Similar to Next.js, but built by Shopify with a different, often praised, approach to data loading).

2. The Developer-Friendly Choice: Vue 3 + Nuxt 3

Vue is famous for being incredibly pleasant to write. It takes the best parts of Angular and React and combines them into a highly intuitive framework.

  • •Pros: Much easier to learn than React, excellent official documentation, very clean code separation (HTML/JS/CSS in one file), and Nuxt 3 is incredibly fast and modern.
  • •Cons: Smaller job market in the US (though huge in Europe and Asia) and fewer third-party components compared to React.
  • •Choose this if: You want a great developer experience, you have a small/medium team that needs to move fast, or you are tired of React's complexity.

3. The Modern & Loved Choice: Svelte + SvelteKit

Svelte consistently wins "most loved framework" in developer surveys. Unlike React or Vue, Svelte is a compiler. It converts your code into highly optimized vanilla JavaScript at build time.

  • •Pros: No virtual DOM (meaning it is incredibly fast), the code looks almost exactly like standard HTML/JavaScript, and it requires significantly less code to achieve the same results as React.
  • •Cons: Smallest ecosystem of the "Big Three." You may have to build some components from scratch because a third-party library doesn't exist yet.
  • •Choose this if: You are building a personal project, a highly interactive web app, or you want the absolute most enjoyable coding experience possible.

4. The Enterprise Behemoth: Angular

Angular (backed by Google) is a "batteries-included" framework. It dictates exactly how you should build your app, which is great for massive teams. Note: Angular recently went through a "Renaissance" (v17+) and is much faster and more modern than it used to be.

  • •Pros: Strict architecture, TypeScript by default, very stable, and great for large enterprise apps.
  • •Cons: Very steep learning curve, highly verbose, and can feel overly heavy for small projects.
  • •Choose this if: You are working in enterprise software, building complex internal dashboards, or coming from an Object-Oriented background (like Java or C#).

5. The Content King: Astro

Astro is a relatively new framework that is exploding in popularity. It ships zero JavaScript to the browser by default, making sites insanely fast.

  • •Pros: Perfect for SEO, incredibly fast load times. You can also use React, Vue, or Svelte components inside Astro if you need interactivity in specific spots (they call these "Islands").
  • •Cons: Not meant for highly interactive, state-heavy web applications (like a Spotify or Gmail clone).
  • •Choose this if: You are building a blog, an e-commerce storefront, a marketing website, or a documentation site.

Summary: Which should you pick?

  • •To get a job / build a scalable Startup: React + Next.js
  • •For a great balance of power and ease of use: Vue + Nuxt
  • •For maximum developer joy and speed: Svelte + SvelteKit
  • •For a content-heavy website/blog: Astro
  • •For massive enterprise architecture: Angular
Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Before baseline

2026-09-13 permalink

Scored
answered
Received
2026-09-13 09:15:14 UTC
Run
20260913T090021Z-a7390a
Served by
Google · HTTP 200 · finish stop
Size
3,977 characters · 2,227 tokens out incl. hidden reasoning · 19.4 s
Extracted picks, in order · confidence high
  1. Meta-frameworks
  2. Next.js
  3. SvelteKit
  4. Astro
  5. Nuxt
  6. Angular

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

Because you are starting a project **today**, the JavaScript landscape has shifted away from traditional Single Page Applications (SPAs) like *Create React App* and moved toward **Meta-frameworks** (frameworks built *on top* of React, Vue, etc. that handle routing and server-side rendering).
Since I don't know the exact nature of your project, here is the TL;DR breakdown of what you should choose based on your goals:
### 1. The "I want to get a job / Build a Startup" choice: **Next.js (React)**
Next.js is the undisputed industry standard right now. If you are building a complex SaaS, a startup, or want to make yourself as employable as possible, this is the answer.
* **The Good:** Massive ecosystem, you can find a library for literally anything, huge community support, and it handles both frontend and backend in one repository.
* **The Bad:** The introduction of the App Router and React Server Components (RSC) has made the learning curve steeper. It can feel overly complex for simple projects.
* **Alternative:** If you want to use React but Next.js feels too bloated, use **Vite + React**.
### 2. The "I want the best Developer Experience (DX)" choice: **SvelteKit (Svelte)**
Svelte consistently ranks as the most loved framework by developers. Instead of using a Virtual DOM like React, Svelte compiles your code into tiny, vanilla JavaScript.
* **The Good:** Incredibly fast, writes like traditional HTML/CSS/JS (very little boilerplate), state management is effortless, and it's incredibly fun to use.
* **The Bad:** Smaller ecosystem than React. You might have to build some components from scratch that you could otherwise just download in the React ecosystem. Job market is smaller.
### 3. The "Content / Blog / Marketing Site" choice: **Astro**
If you are building a portfolio, a blog, a documentation site, or a marketing landing page, you should use Astro.
* **The Good:** It ships **zero JavaScript** to the browser by default, making it blazingly fast for SEO. It uses "Islands Architecture," meaning you can write your UI in React, Vue, or Svelte, and Astro will only load JS for the specific interactive parts you tell it to.
* **The Bad:** Not designed for highly complex, logged-in dashboard applications (though they are working on closing this gap).
### 4. The "Sweet Spot" choice: **Nuxt (Vue.js)**
Vue has always sat perfectly between the rigid structure of Angular and the chaotic freedom of React. Nuxt is the meta-framework for Vue.
* **The Good:** Extremely intuitive, excellent documentation, and very clean code. The latest version of Nuxt is incredibly powerful and fast. It is heavily used in Europe and Asia.
* **The Bad:** The US job market heavily favors React over Vue.
### 5. The "Massive Enterprise" choice: **Angular**
Angular is backed by Google and provides a "batteries-included" experience. It dictates exactly how your code should be structured, making it great for massive teams.
* **The Good:** Angular recently underwent a massive modern renaissance (v17+). With the introduction of "Signals" and standalone components, it is faster and easier to write than it has been in years.
* **The Bad:** Very steep learning curve. It uses TypeScript heavily and relies on complex concepts like RxJS. Overkill for small projects.
---
### 📝 Your Decision Matrix:
1. **Are you building a blog, portfolio, or landing page?** $\rightarrow$ **Astro**
2. **Are you optimizing for getting hired?** $\rightarrow$ **Next.js**
3. **Are you building a complex SaaS and want to move fast with minimal headaches?** $\rightarrow$ **SvelteKit** or **Nuxt**
4. **Are you building a massive corporate app with 20+ developers?** $\rightarrow$ **Angular** or **Next.js**
**My personal recommendation for a solo developer today:**
If it's an interactive web app, choose **SvelteKit**. If it's a content site, choose **Astro**. If you need an expansive ecosystem of pre-built UI components, choose **Next.js**.

End of response · 41 lines · 3,977 characters · sha256 658c1a561024b4e1cf5f0dc17bd6ff776d6adc38011ec153b921c8aed4437876

After this run

2026-09-17 permalink

Scored
answered
Received
2026-09-17 09:25:15 UTC
Run
20260917T090022Z-136fc3
Served by
Google · HTTP 200 · finish stop
Size
4,302 characters · 2,053 tokens out incl. hidden reasoning · 19.9 s
Extracted picks, in order · confidence high
  1. React + Next.js
  2. Vue 3 + Nuxt 3
  3. Svelte + SvelteKit
  4. Angular
  5. Astro

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

The short answer is that **you should probably use a "meta-framework"** rather than just a base library today. The industry has shifted away from purely client-side rendering (like the old *Create React App*) toward frameworks that handle routing, server-side rendering, and API creation out of the box.
Here is the breakdown of what you should choose based on your goals in 2024:
---
### 1. The Industry Standard: React + Next.js
If you want the safest bet, the most jobs, and the largest ecosystem, this is it. React is the base library, and Next.js is the framework built on top of it.
* **Pros:** Unmatched community, thousands of third-party libraries, backed by Vercel, excellent for SEO, and highly scalable. If you run into a bug, someone has already solved it on StackOverflow.
* **Cons:** React has a steeper learning curve (hooks, dependency arrays, state management), and Next.js has become quite complex with its recent "App Router" update.
* **Choose this if:** You are building a SaaS startup, you are looking to get hired as a developer, or you need to use very specific third-party libraries.
* *Alternative:* **React + Remix** (Similar to Next.js, but built by Shopify with a different, often praised, approach to data loading).
### 2. The Developer-Friendly Choice: Vue 3 + Nuxt 3
Vue is famous for being incredibly pleasant to write. It takes the best parts of Angular and React and combines them into a highly intuitive framework.
* **Pros:** Much easier to learn than React, excellent official documentation, very clean code separation (HTML/JS/CSS in one file), and Nuxt 3 is incredibly fast and modern.
* **Cons:** Smaller job market in the US (though huge in Europe and Asia) and fewer third-party components compared to React.
* **Choose this if:** You want a great developer experience, you have a small/medium team that needs to move fast, or you are tired of React's complexity.
### 3. The Modern & Loved Choice: Svelte + SvelteKit
Svelte consistently wins "most loved framework" in developer surveys. Unlike React or Vue, Svelte is a *compiler*. It converts your code into highly optimized vanilla JavaScript at build time.
* **Pros:** No virtual DOM (meaning it is incredibly fast), the code looks almost exactly like standard HTML/JavaScript, and it requires significantly less code to achieve the same results as React.
* **Cons:** Smallest ecosystem of the "Big Three." You may have to build some components from scratch because a third-party library doesn't exist yet.
* **Choose this if:** You are building a personal project, a highly interactive web app, or you want the absolute most enjoyable coding experience possible.
### 4. The Enterprise Behemoth: Angular
Angular (backed by Google) is a "batteries-included" framework. It dictates exactly how you should build your app, which is great for massive teams. Note: Angular recently went through a "Renaissance" (v17+) and is much faster and more modern than it used to be.
* **Pros:** Strict architecture, TypeScript by default, very stable, and great for large enterprise apps.
* **Cons:** Very steep learning curve, highly verbose, and can feel overly heavy for small projects.
* **Choose this if:** You are working in enterprise software, building complex internal dashboards, or coming from an Object-Oriented background (like Java or C#).
### 5. The Content King: Astro
Astro is a relatively new framework that is exploding in popularity. It ships **zero JavaScript** to the browser by default, making sites insanely fast.
* **Pros:** Perfect for SEO, incredibly fast load times. You can also use React, Vue, or Svelte components *inside* Astro if you need interactivity in specific spots (they call these "Islands").
* **Cons:** Not meant for highly interactive, state-heavy web applications (like a Spotify or Gmail clone).
* **Choose this if:** You are building a blog, an e-commerce storefront, a marketing website, or a documentation site.
---
### Summary: Which should you pick?
* **To get a job / build a scalable Startup:** `React` + `Next.js`
* **For a great balance of power and ease of use:** `Vue` + `Nuxt`
* **For maximum developer joy and speed:** `Svelte` + `SvelteKit`
* **For a content-heavy website/blog:** `Astro`
* **For massive enterprise architecture:** `Angular`

End of response · 46 lines · 4,302 characters · sha256 d02b595e5cdc132962ea699da505717843cc14c4e01418d5f0c1acb19a391eb6

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 2026-09-17 09:00:21 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
1 added, 2 dropped
Baseline
7 prior days with data; 2 matched the baseline value (2026-09-11, 2026-09-13)
Responses
before 2026-09-13 09:15:14 UTC, run 20260913T090021Z-a7390a; after 2026-09-17 09:25:15 UTC, run 20260917T090022Z-136fc3
Detected
2026-09-17 · run 20260917T090022Z-136fc3, started 2026-09-17 09:00:22 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-09-17/P26/google/gemini-3.1-pro-preview/pick_change/picks/
Event ID
2026-09-17:P26:google/gemini-3.1-pro-preview:pick_change:picks

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