LLMs Assemble
LLMs Assemble is a Chrome extension that transforms how you interact with Large Language Models by enabling you to orchestrate conversations across multiple LLMs simultaneously. Instead of manually copying prompts between different LLM platforms, switching tabs, and tracking responses in separate windows, LLMs Assemble acts as your productivity assistant—helping you broadcast questions and collect answers from ChatGPT, Claude, Gemini, and 9+ other leading LLM platforms from a single unified interface.
Independent Tool: LLMs Assemble is an independent productivity assistant that works across 25+ LLM platforms. We’re not affiliated with OpenAI, Anthropic, Google, or other platform providers—we’re a third-party tool designed to help you work more efficiently across platforms you already use. Learn more.
Early Access Program
This extension is currently in beta with controlled access. Request early access here.
We’re limiting initial access to ensure quality and stability. LLM platforms frequently update their interfaces—Claude might redesign their input field, ChatGPT might change their DOM structure, Gemini might alter their response format. By controlling our user base during beta, we can:
- Quickly respond to platform changes without affecting thousands of users
- Gather detailed feedback from engaged power users
- Test performance across different usage patterns
- Build comprehensive documentation based on real user questions
- Develop tutorial content and best practices
- Validate our architecture before scaling
Beta access is completely free—we’re not charging for early access or implementing a paywall. We simply want to ensure the extension works flawlessly before opening to everyone.
After our initial testing phase (public release planned Q1 2026), the extension will become freely available to all users without authentication requirements.
Why Multiple LLMs Matter
r Each LLM has unique strengths, training data, and reasoning approaches. ChatGPT excels at creative writing and conversation. Claude provides nuanced analysis and detailed reasoning. Gemini integrates seamlessly with Google’s ecosystem. DeepSeek offers specialized technical knowledge. By querying multiple models simultaneously, you gain:
- Diverse perspectives on complex questions
- Error detection through cross-model validation
- Bias reduction by comparing outputs from different training approaches
- Confidence building when models agree on facts
- Creative options by exploring different problem-solving styles
Real-World Use Cases
For Researchers
Query multiple LLMs about a scientific concept and compare explanations. Use the Merge template to create a comprehensive summary that incorporates different perspectives. Fact-check claims by seeing which models provide supporting evidence.
For Developers
Get coding solutions from multiple LLMs simultaneously. Compare implementation approaches, identify potential bugs that one model catches but others miss, and synthesize best practices from different sources.
For Writers
Generate creative content variations by broadcasting story prompts to different models. Collect diverse narrative approaches, character development ideas, and plot suggestions. Merge the best elements into your final work.
For Students
Research complex topics by querying multiple LLMs at once. Compare explanations to build deeper understanding. Use templates to structure study questions, generate practice problems, or create study guides.
For Business Analysts
Get strategic perspectives by querying multiple LLMs. Use the Board template to simulate expert panel discussions. Use Discover template to find cross-domain insights. Fact-check market research across multiple sources.
For Content Creators
Generate social media content, blog post ideas, or marketing copy with input from multiple LLMs. Compare tones, styles, and approaches to find the perfect voice for your audience.
Core Actions
📢 Broadcast - Send Prompts to Multiple LLMs
Send the same prompt to multiple LLMs with a single click. Select which models you want to query (ChatGPT, Claude, Gemini, Grok, DeepSeek, Mistral, Copilot, and more), type your question once, and watch as LLMs Assemble assists by:
- Opening tabs for each selected platform (if not already open)
- Locating the input field on each platform
- Entering your prompt as if you typed it
- Submitting the query on your behalf
Perfect for research questions, creative brainstorming, technical troubleshooting, or any scenario where multiple perspectives add value.
🛍️ Collect - Gather Responses
Gather responses from different LLMs that you’ve already queried manually or through broadcast. The extension:
- Scans open tabs for supported LLM platforms
- Identifies conversation content
- Extracts LLM responses
- Copies them to your clipboard for full control
Once collected, you can paste the responses anywhere: into a text editor for manual review, into Google Docs for documentation, into an email for sharing, or back into an LLM use the Merge/Synthesize prompt template for further analysis.
Important: Only
PINNEDtabs are included in broadcast and collect operations. Standard workflow:
- Keep multiple LLM platform tabs
PINNEDfor broadcasting (ChatGPT, Claude, Gemini, etc.).- Keep one LLM platform tab as your
CANVAS(unpinned).📢 Broadcastsends your prompt to allPINNEDtabs.🛍️ Collectgathers responses from allPINNEDtabs.- Use the
CANVAStab with🔀 Mergeor🧪 Synthesizeto combine the collected responses.
🔀 Merge Prompt Template
Generates a structured prompt containing your collected responses, instructing an LLM to combine them into one coherent document. The prompt guides the LLM to:
- Identify overlapping points and combine them into single statements
- Preserve complementary perspectives with attribution
- Note majority consensus and disagreements
- Flag factual contradictions that need verification
- Apply conflict resolution based on consensus patterns
Ideal for research synthesis, creating comprehensive summaries, and building balanced documentation from multiple LLM perspectives.
🧪 Synthesize Prompt Template
Generates an advanced two-phase prompt containing your collected responses, instructing an LLM to integrate them into your existing document structure:
- Phase 1: The LLM asks clarifying questions about conflicts, gaps, and suspicious claims
- Phase 2: After you answer, the LLM integrates responses while matching your document’s existing structure, style, and formatting
Perfect for iteratively building documentation, reports, or articles by gathering multiple perspectives and seamlessly incorporating them into your work.
Platform Compatibility
LLMs Assemble works with 25+ popular LLM chat and search platforms. Compatible platforms are automatically detected when you use the extension.
Don’t see your preferred platform? Contact us to request support for additional LLM platforms.
How It Works
The extension side-panel is organized into three sections:
Top Section: Tab Controls
Browser tab management for working with multiple LLM platforms:
⚔️ Assemble- Open/refresh all enabled LLM platform tabs and organize them in order (use at start of session)🆕 New- Start fresh conversations on all pinned LLM platform tabs🔄 Reload- Refresh all pinned LLM platform tabs
Middle Section: Prompt Templates
LLMs Assemble follows prompt engineering best practices where effective prompts have 5 parts:
## Role
{Who the LLM should be}
## Context
{Background information}
## Objective
{What to accomplish}
## Process
{Step-by-step instructions}
## Format
{Output format, structure, tone, and style}
All templates copy to clipboard. Click any template to copy a pre-built prompt, then paste into your prompt area. Templates help you structure prompts before broadcasting to guide LLMs toward specific output types:
Role Prompt Templates (fills in Role):
⚖️ Board: Simulate an expert panel discussion with multiple specialists weighing in on your question🎭 Socrates: Engage in questioning dialogue to explore topics deeply
Objective/Process Prompt Templates (fills in Objective):
💡 Ask: Formulate better questions to get better answers🎯 Answer: Get direct, actionable responses✨ Develop: Expand ideas with detailed development suggestions and implementation paths🎬 Direct: Generate Sora-style video generation prompts💡 Discover: Find non-obvious insights through cross-domain research📄 Document: Generate comprehensive documentation from technical concepts🎯 Fact Check: Validate claims with evidence-based analysis📝 FYI: Share information efficiently🗂️ Reorganize: Restructure information for clarity🔄 Rewrite: Transform content for different audiences or purposes📊 Summarize: Condense lengthy content into key points
Misc Prompt Templates:
✂️ Condense: Compress information while preserving essential meaning⏱️ Timestamp: Add temporal context to your queries
Bottom Section: Broadcasting Workflow
Main workflow actions:
📢 Broadcast- Send your prompt to all pinned LLM platform tabs simultaneously🛍️ Collect- Gather all responses from pinned tabs and copy to clipboard🔀 Merge- Copy merge template to clipboard for synthesizing collected responses🧪 Synthesize- Copy synthesize template to clipboard for complex integration with conflict detection
Getting Started
- Install LLMs Assemble from the Chrome Web Store
- Request beta access at https://llmsassemble.com
- Review our Terms of Service to understand your responsibilities
- Open tabs for your preferred LLM platforms (ChatGPT, Claude, Gemini, etc.)
- Click the LLMs Assemble icon in your browser toolbar
- Enter your beta credentials when prompted
- Review Best Practices for Responsible Use before your first broadcast
- Start orchestrating multi-LLM conversations with your AI productivity assistant!
Sample Workflow
Let’s say you want to get a diverse perspective for the question:
What major US tariffs have actually been enacted or proposed in 2025? Please list them. Then provide a comprehensive overview of the economic and geopolitical effects of the tariffs.
- Click the LLMs Assemble extension icon to open the sidepanel.
- Click
⚔️ Assembleto open/refresh all enabled LLM platform tabs.- Note: You may need to log in to each platform and adjust settings on first use.
- Pin the LLM platform tabs you want to consult (ChatGPT, Claude, Gemini, etc.) - these are your
PINNEDtabs. - Open one unpinned LLM platform tab - this is your
CANVAStab and won’t receive broadcasts.- Recommended: Use Gemini with Canvas for side-by-side editing and refinement.
- Optional: Set up the
CANVAStab with📄 Documenttemplate for better synthesis.
- Type your question in the prompt box.
- Click
📢 Broadcastto send your question to allPINNEDtabs simultaneously. - Wait for responses to come in from each
PINNEDtab (use Option+Command+Left/Right to cycle through tabs and check status). - Switch to your
CANVAStab. - Click
🛍️ Collectto gather all responses and copy to clipboard. See this example for a representative payload. - Paste the collected responses into the
CANVAStab’s prompt. - Click
🔀 Mergetemplate to copy merge instructions to clipboard. - Paste the merge template into the
CANVAStab’s prompt (after the collected responses). - Send the prompt to get a comprehensive synthesis of all perspectives. See this example for a representative merged output.
You now have a complete answer that considers diverse viewpoints from multiple LLMs, with different reasoning approaches and potential disagreements surfaced.
Privacy and Security
LLMs Assemble is built with privacy as a core principle:
- Local Processing: All orchestration happens in your browser. Your prompts and collected responses never pass through our servers.
- No Usage Tracking: We don’t collect analytics, track your usage, or monitor your conversations.
- No Data Storage: We don’t store your prompts, responses, or any conversation data on external servers.
- Minimal Network Access: The only external request is checking for version updates from our configuration file.
- Content Ownership: You retain full ownership of all prompts and responses.
Technical Details
How It Works: Automates manual browser actions (typing, clicking) using YOUR authenticated session. Does not maintain developer credentials, access platforms independently, or function when logged out.
Does Not Circumvent:
- Authentication (login, passwords, 2FA)
- Access controls (paywalls, subscriptions)
- Rate limits or CAPTCHAs
Graceful Failure: Stops functioning if platforms implement anti-automation measures—no bypass attempted.
Best Practices for Responsible Use
To minimize risk and ensure sustainable use of LLMs Assemble:
Platform Compatibility
LLMs Assemble works with 25+ LLM platforms. Each platform has its own Terms of Service regarding automation and browser extensions.
During setup, you’ll select which platforms to enable. Review each platform’s Terms of Service to make an informed decision about which platforms you’re comfortable using.
If you receive a platform notice: If any platform sends you notice that your use of browser extensions violates their terms, you must immediately cease using this extension with that platform. Continuing after receiving notice may constitute unauthorized access under federal law.
Respect Platform Rate Limits
- Space out your requests: Allow time between broadcasts, similar to manual usage patterns
- Monitor for warnings: If a platform displays rate limit warnings, pause your usage
Maintain Manual Oversight
- The extension assists your workflow, it doesn’t replace your judgment: Review responses individually and stay engaged with conversations
- Keep backup workflows: Be prepared to switch to manual copy/paste if platform changes cause issues
Use as a Productivity Enhancement
- Use appropriately: Don’t use the extension for purposes that clearly violate platform intent (e.g., mass content generation, spam)
- Respect platform protections: The extension uses passive DOM manipulation and will fail gracefully if platforms implement anti-automation measures—do not attempt to modify it to bypass such protections
- Accept the risks: Understand that platform providers may restrict accounts using assistive browser extensions
Remember: This extension is your productivity assistant to enhance your workflow, not to abuse platform resources. Responsible use benefits the entire community by maintaining positive relationships with LLM platform providers.