diff --git a/website/src/assets/jan-vision.png b/website/src/assets/jan-vision.png
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diff --git a/website/src/content/products/index.mdx b/website/src/content/products/index.mdx
index b097b2755..5c34c1165 100644
--- a/website/src/content/products/index.mdx
+++ b/website/src/content/products/index.mdx
@@ -13,112 +13,81 @@ import { Aside, Card, CardGrid } from '@astrojs/starlight/components';
We know it's hard but we believe this will be possible in the next decade through a combination of
models, applications and tools. For this we are...
-> **building a solution that ties all of these seamlessly so that users, regardless of their technical
-background, are able to use Jan in the same way they use other applications but while owning them.**
+> **building Jan as the ecosystem that ties all of these seamlessly so that users, regardless of their technical
+background, add intelligence to their day-to-day lives like they would, but better, with similar tools.**
-## What We're Building
+
-**Jan Ecosystem** = Jan Models + Jan Application + Jan Tools
-Unlike other AI assistants that do specific tasks with one model or have many models with a myriad of solutions, Jan provides:
-- Its own specialised models that are optimised at specific tasks like web-search, creative writing, and translation
-- Applications that work across all of your devices in an integrated way
-- Tools to help you get things done
+## Core Principles
-## Two Modes
+### 1) Build the Full Stack
-### Local Mode
-Run AI models entirely on your device, giving you complete privacy with no internet required.
+Models alone aren't enough. Neither are applications. Superintelligence requires models that
+understand your needs, tools that extend capabilities, and applications that tie it all
+together. We're building all three, openly.
-
+### 2) You Choose Who Runs It
+Run Jan on your laptop. Self-host it on your servers. Use our cloud. The same superintelligence
+works everywhere. Your data, your compute, your choice.
-### Cloud Mode
-Connect to more powerful models when needed - either self-hosted or via jan.ai.
+### 3) Start Simple, Scale Infinitely
+Open Jan and start chatting. No setup required. When you need more - better models, advanced tools,
+team deployment - everything's there. The complexity scales with your ambition, not our architecture.
-
+## The Path to Superintelligence
-
+### Today we have the Foundation
-## Our Product Principles
+- **A desktop app** that works both with local and cloud-based models
+- **Jan models** small enough to run on any laptop and powerful enough to scale on any server
+- **Basic tools** enabled through MCP Search, file parsing, simple workflows
-### 1) It Just Works
-1. Open Jan, start chatting
-2. Onboarding is fully available but optional
-3. Setting up an API key is optional
-4. Selecting a local model is optional
-5. Become a power user at your own pace, if you want to
+### Next 12 Months: Ecosystem
+- **The Jan v1 models** are a specialized series of models with general capabilities but optimsed
+for specific tasks like search, analysis, creative writing and more
+- **The Jan server** works as a self-hosted AI infrastructure for teams
+- **Advanced tools** like browser use, deep research, and long-term memory works across devices, excels
+across different day-to-day use cases, and scales with the needs of large teams
+- **Cross-device sync** allows you to take your AI everywhere
-We handle the complexity.
+### End State: Open Superintelligence
+Not one massive model, but an ecosystem of specialized models, tools, and applications working
+together. Built in public. Owned by whoever runs it.
-### 2) Cloud When Needed
-Start completely locally and own your AI models. Add cloud capabilities only when you choose to.
+## Why This Matters: The Status Quo
-### 3) Solve Problems, Not Settings
-We help users get to answers quickly and leave the configurations as optional. Power users can dig deeper, but it's never required.
+Every other AI company wants to be your AI provider. We want you to own your AI.
-## Available on Every Device
+- **OpenAI/Anthropic**: Their models, their servers, their rules
+- **Open Source Models**: Powerful but fragmented - no cohesive experience
+- **Jan**: Complete ecosystem you can own, modify, and deploy however you want
-
-
- **Available Now**
+## Watch Us Build
- Your personal AI workstation that helps with your use cases and powers other devices. Run models locally right away or bring an API key to connect to your favorite cloud-based models.
+### Live Model Training
+We train our models in public. Check the [models page](./models/jan-v1) to see:
+- Real-time training progress
+- Failed runs and what went wrong
+- Models in testing before release
- **[Learn more →](./platforms/desktop)**
-
-
- **Beta Launch Soon**
+No black box. No "trust us, it's good." Watch the entire process from dataset to deployment.
- Web-based version of Jan with no setup required. The same default cloud mode for mobile and desktop users.
+### Help Evaluate Our Models
+Every model needs real-world testing. Join our open evaluation platform where you can:
+- Compare model outputs side-by-side
+- Test specific capabilities you care about
+- Vote on which responses actually help
+- Suggest improvements based on your use cases
- **[Learn more →](./platforms/jan-ai)**
-
-
- **Coming Q4 2025**
+Think LMArena, but you can see all the data, run your own evals, and directly influence what we train next.
- Connect to your Desktop/Server, or run local models like Jan Nano. The same experience, everywhere.
+[Test/evaluate our models here](link)
- **[Learn more →](./platforms/mobile)**
-
-
- **Coming Q3 2025**
+## Get Involved
- Self-hosted solution or connect to Jan via API for teams and enterprises.
+We build in public. Everything from our model training to our product roadmap is open.
- **[Learn more →](./platforms/server)**
-
-
-
-## What Makes Jan Different
-
-| Feature | Other AI Assistants | Jan |
-| :--- | :--- | :--- |
-| **Models** | Wrapper around Claude/GPT | Our own models + You can own them |
-| **Dual mode** | Your data on their servers | Your data stays yours |
-| **Deployment** | Cloud only | Local, self-hosted, or cloud |
-| **Cost** | Subscription forever | Free locally, pay for cloud |
-
-## Development Timeline
-
-Jan is actively developed with regular releases. Our development follows these key milestones:
-
-### Current Focus
-- **Jan Desktop**: Continuous improvements and model support
-- **Jan Web**: Beta launch preparation
-- **Model Development**: Jan Nano optimization and v1 launch
-
-### Next 6 Months
-- Jan Web public beta
-- Mobile app development
-- Server deployment tools
-
-### Future Vision
-- Complete full-stack AI solution
-- Advanced tool integration
-- Enterprise features
-
-
+- [GitHub](link) - Contribute code
+- [Handbook](link) - See how we train models
+- [Discord](link) - Join the discussion
diff --git a/website/src/content/products/models/jan-v1.mdx b/website/src/content/products/models/jan-v1.mdx
index 8f17b07e4..bde5817b2 100644
--- a/website/src/content/products/models/jan-v1.mdx
+++ b/website/src/content/products/models/jan-v1.mdx
@@ -1,29 +1,51 @@
---
-title: Jan V1
-description: Our upcoming family of foundational models, built to compete with the best.
+title: Jan Models
+description: Specialized AI models trained in public for real tasks.
sidebar:
order: 1
banner:
- content: 'In Development: Jan V1 models are currently being trained and are not yet available.'
+ content: 'Watch live training progress below. First models releasing Q1 2025.'
---
import { Aside } from '@astrojs/starlight/components';
-## Our Foundational Model Family
+## Not Just Another Model Family
-Jan V1 is our in-house, still in training, family of models designed to compete directly with leading models. We're building powerful, general-purpose models from the ground up to solve real-world problems with a focus on efficiency and privacy.
+Jan Models aren't general-purpose chatbots. Each model is trained for specific tasks that matter in daily work: search, analysis, creative writing, coding, research. They work together, each handling what it does best.
-### Planned Model Lineup
+### Current Training Status
-| Model | Target Size | Intended Use Case | Availability |
-|:------------|:------------|:-----------------------------|:--------------|
-| Jan V1-7B | 4-8GB | Fast, efficient daily tasks | Coming Soon |
-| Jan V1-13B | 8-16GB | Balanced power and performance | Coming Soon |
-| Jan V1-70B | 40-64GB | Deep analysis, professional work | Coming Soon |
-| Jan V1-2350B | 100GB+ | Frontier research, complex tasks | Planned 2026 |
+| Model | Specialization | Size | Training Progress | Status |
+|:------|:--------------|:-----|:------------------|:-------|
+| Jan-Search | Web search + synthesis | 7B | ████████░░ 82% | Testing phase |
+| Jan-Write | Creative + technical writing | 13B | ████░░░░░░ 41% | Active training |
+| Jan-Analyze | Data analysis + reasoning | 13B | ██░░░░░░░░ 23% | Dataset prep |
+| Jan-Code | Code generation + debugging | 7B | ░░░░░░░░░░ 0% | Starting Jan 2025 |
-### What to Expect
-- **Competitive Performance**: Aiming for results on par with leading closed-source models.
-- **Optimized for Local Use**: Efficient quantized versions for running on your own hardware.
-- **Privacy-Centric**: Trainable and runnable in your own environment, ensuring your data stays yours.
-- **Seamless Integration**: Designed to work perfectly within the Jan ecosystem.
-- **Fine-tuning support**: Easy to adapt to specific tasks or domains.
\ No newline at end of file
+
+
+### Why Specialized Models?
+
+One model can't excel at everything. GPT-4o, o3, o4, or Claude 4 Sonnet writing poetry
+use the same weights to do math as well, which can be inefficient and expensive.
+
+Our approach:
+- **Jan-Search** knows how to query, crawl, and synthesize
+- **Jan-Write** understands tone, structure, and creativity
+- **Jan-Analyze** excels at reasoning and data interpretation
+- Models work together through the Jan orchestration layer
+
+### Built for the Ecosystem
+
+These aren't standalone models. They're designed to:
+- Run efficiently on local hardware (quantized to 4-8GB)
+- Work with Jan Tools (browser automation, file parsing, memory)
+- Scale from laptop to server without code changes
+- Share context and hand off tasks to each other
+
+### Help Us Improve
+
+Models are only as good as their real-world performance. [Test our models](link) against your actual use cases and vote on what works.
+
+We train on your feedback, not just benchmarks.
diff --git a/website/src/content/products/platforms/desktop.mdx b/website/src/content/products/platforms/desktop.mdx
index 9d0e65bd5..b77cf9c72 100644
--- a/website/src/content/products/platforms/desktop.mdx
+++ b/website/src/content/products/platforms/desktop.mdx
@@ -1,113 +1,111 @@
---
title: Jan Desktop
-description: AI that runs on your computer, not someone else's. Your personal AI workstation.
+description: The foundation of your AI ecosystem. Runs on your hardware.
sidebar:
order: 2
---
import { Aside, Card, CardGrid, Tabs, TabItem } from '@astrojs/starlight/components';
-This is how Jan started and it has been available since day 1.
+Jan Desktop is your local AI workstation. Download it, run your own models, or connect to cloud providers. Your computer, your choice.
-Jan Desktop strives to be:
+## How It Works
-> Your personal AI workstation that helps with your use cases and powers other devices. Run models locally right away or bring an API key to connect to your favorite cloud-based models.
+### Default: Local Mode
+Open Jan. Start chatting with Jan Nano. No internet, no account, no API keys. Your conversations never leave your machine.
-Jan Desktop is where it all starts. Download it, open it, and start chatting. Your AI runs on your computer with zero setup required.
+### Optional: Cloud Mode
+Need more power? Connect to:
+- Your own Jan Server
+- jan.ai (coming soon)
+- Any OpenAI-compatible API
-## Two Modes, Zero Complexity
-
-### Local Mode (Default)
-Your conversations stay on your computer. No internet needed. Complete privacy.
-
-### Cloud Mode
-Connect to more powerful models when you need them. Your choice of provider.
-
-