turbo-ai-7b

Turbo AI 7B — Advanced Local Email Intelligence ⚡️

At TurboMail, we believe your personal data—especially your emails—should never leave your device.

Turbo AI 7B is the advanced language model from TurboAI Labs, designed for high-quality private email assistance while running locally or within self-hosted environments.

Compared to Turbo AI 1.5B, Turbo AI 7B delivers stronger reasoning, better instruction following, more natural writing, and improved understanding of long email conversations.

Turbo AI 7B powers the next generation of local-first AI productivity inside TurboMail.

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Why Turbo AI?

Most AI email assistants rely on cloud inference, meaning private email conversations may be transmitted to external servers.

Turbo AI is built around a different philosophy:

Private AI that works where your data lives.

Turbo AI enables organizations and individuals to run powerful AI directly on their own hardware, improving privacy, responsiveness, and control.

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Key Benefits

Advanced Email Understanding

Produces higher-quality summaries, reply drafts, classifications, and action-item extraction than smaller edge models.

Privacy First

Email conversations can remain entirely on the user's device or private infrastructure.

Long Context Understanding

Handles lengthy email threads with improved consistency and context retention.

Professional Writing

Generates polished, natural business communication suitable for professional workflows.

Flexible Deployment

Supports local desktops, workstations, enterprise servers, and private AI environments.

Built for Productivity

Optimized for real-world inbox workflows instead of general-purpose conversation.

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Model Details

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Intended Use Cases

Turbo AI 7B is designed for:

• Email summarization
• Professional reply drafting
• Intent classification
• Task extraction
• Inbox triage
• Follow-up detection
• Long conversation understanding
• Enterprise productivity
• Private AI assistants
• Local-first applications

Example workflows include:

• Summarizing lengthy email chains
• Writing professional responses
• Extracting action items
• Detecting deadlines and meetings
• Identifying follow-ups
• Understanding customer conversations
• Assisting with internal communication
• Managing enterprise inboxes privately

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Example Prompts

Email Summarization

Summarize this email in 3 bullet points:

Hi Sam,

We'd like to move tomorrow's onboarding meeting to 3 PM.
Please review the attached onboarding documents beforehand and send any questions you have.
We'll also discuss sprint planning and project milestones.

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Draft Reply

Write a professional response confirming attendance and thanking the sender.

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Task Extraction

Extract all action items, deadlines, and responsible people from this email.

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Intent Classification

Determine whether this email is:

- Information
- Request
- Meeting
- Follow-up
- Urgent
- Approval

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Using Transformers

from transformers import AutoTokenizer, AutoModelForCausalLM

model_id = "TurboAiLabs/turbo-ai-7b"

tokenizer = AutoTokenizer.from_pretrained(model_id)

model = AutoModelForCausalLM.from_pretrained(
    model_id,
    device_map="auto"
)

messages = [
    {
        "role": "system",
        "content": "You are Turbo AI, a helpful local email assistant."
    },
    {
        "role": "user",
        "content": "Summarize this email: Please review the attached contract and send your comments by Friday."
    }
]

inputs = tokenizer.apply_chat_template(
    messages,
    return_tensors="pt"
).to(model.device)

outputs = model.generate(
    inputs,
    max_new_tokens=256
)

print(tokenizer.decode(outputs[0], skip_special_tokens=True))

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Recommended System Prompt

You are Turbo AI, an advanced local-first email assistant.

Help users summarize emails, draft professional replies, classify intent, extract action items, detect deadlines, identify follow-ups, and understand email conversations.

Be concise, professional, privacy-aware, and never invent information that does not appear in the email.

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Example Output

Input

Hi Sam,

Please submit the revised proposal before Friday, confirm whether you're available for Monday's client meeting, and upload the presentation to the shared drive.

Output

Action Items

1. Submit the revised proposal before Friday.
2. Confirm availability for Monday's client meeting.
3. Upload the presentation to the shared drive.

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About TurboMail

TurboMail is a local-first desktop email client focused on privacy, speed, and AI-powered productivity.

Rather than sending sensitive email conversations to cloud AI providers, TurboMail is designed to perform as much AI processing locally as possible.

Turbo AI models make this possible by providing fast, practical language models optimized for email workflows.

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About TurboAI Labs

TurboAI Labs develops practical AI models optimized for privacy-first productivity software.

Our focus is building efficient language models that balance performance, speed, and local deployment across personal devices and enterprise environments.

Turbo AI 7B represents our larger productivity model for users who need stronger reasoning and higher-quality writing while maintaining control over their data.

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Links

• TurboMail Website: https://turbomail.ai
• Download TurboMail: https://turbomail.ai/download
• LinkedIn: https://www.linkedin.com/company/turbo-mail/
• Turbo AI 1.5B: https://huggingface.co/TurboAiLabs/turbo-ai-1.5b
• Turbo AI 7B: https://huggingface.co/TurboAiLabs/turbo-ai-7b

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Limitations

Turbo AI 7B is optimized for productivity and email-related workflows.

Although it delivers stronger reasoning and writing than smaller edge models, it may still generate inaccurate or incomplete information.

Users should always review generated summaries, replies, extracted tasks, and classifications before relying on them for important decisions.

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Disclaimer

Turbo AI 7B is intended to assist users with productivity and private email workflows.

Generated content may contain mistakes or omissions and should be reviewed before being used in business communication or decision-making.

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Citation

If you use Turbo AI 7B in your research or application, please cite:

https://huggingface.co/TurboAiLabs/turbo-ai-7b

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Built by TurboAI Labs for TurboMail ⚡️