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.
Model Details
Table with columns: Field, Value| Field | Value |
|---|
| Model Name | Turbo AI 7B |
| Organization | TurboAI Labs |
| Product | TurboMail |
| Model Type | Large local language model |
| Architecture | Transformer |
| Format | Safetensors |
| Primary Use Case | Advanced local email productivity |
| Inference Target | High-end desktops, workstations, enterprise servers |
| Core Focus | Email summarization, drafting, task extraction, intent parsing, inbox productivity |
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
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.
Draft Reply
Write a professional response confirming attendance and thanking the sender.
Extract all action items, deadlines, and responsible people from this email.
Intent Classification
Determine whether this email is:
- Information
- Request
- Meeting
- Follow-up
- Urgent
- Approval
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))
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.
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.
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.
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.
Links
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.
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.
Citation
If you use Turbo AI 7B in your research or application, please cite:
https://huggingface.co/TurboAiLabs/turbo-ai-7b
Built by TurboAI Labs for TurboMail ⚡️