Tev1Together AI
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Related Products
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About
Calvient is an AI-powered healthcare operations platform that centralizes, measures, and automates critical tasks like fax and document intake, referrals, prior authorizations, records routing, and other back-office workflows by integrating directly with existing EHR systems and organizing all incoming work in one intelligent system with AI-driven classification, routing, task lists, automation rules, coordination dashboards, and analytics to surface bottlenecks and performance metrics; it unifies communications from multiple channels into a single practice inbox, automatically categorizes and prioritizes work, routes tasks to the right team members, and layers on predictive automation and insights that reduce manual effort, speed turnaround times, improve throughput and compliance, and help staff focus on meaningful patient-facing activities, with real-world results showing significant time savings, faster task completion, and capacity increases without adding headcount.
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About
Tev1 is a fast decision and classification model built by Together AI and fine-tuned from Qwen3.5 4B. It is designed around a simple interface: provide a piece of state, a question, and 2 to 24 labeled options, and the model returns exactly one letter that software can map back to a semantic key. This structure supports production tasks such as routing support tickets, evaluating automated returns, applying policy rules, rating sentiment, categorizing documents, and inserting deterministic decision points into larger agent pipelines. The model has 4.7B parameters, a 32.8K-token context window, and runs with non-thinking generation for fast, predictable classification. It was trained on 37,840 examples spanning intent detection, boolean comprehension, sentiment, policy application, routing, news categories, and research-paper taxonomy. Recommended settings use temperature 0 and a very small output budget so responses remain stable and easy to parse.
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
Healthcare practices, specialty clinics, hospital systems, and service providers seeking a platform to organize, automate, and coordinate administrative workflows
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Audience
Developers and AI engineering teams seeking to route, classify, score, and apply policy decisions through fast, deterministic structured outputs
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
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API
Offers API
Supported
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Screenshots and Videos |
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Pricing
No information available.
Free Version
Not Supported
Free Trial
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Pricing
$0.04 per 1M tokens
Free Version
Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Not Supported
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Training
Documentation
Supported
Webinars
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Live Online
Not Supported
In Person
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Company InformationCalvient
United States
calvient.com
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Company InformationTogether AI
Founded: 2022
United States
www.together.ai/models/tev1-4b-experimental
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Categories |
Categories |
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Integrations
AdvancedMD
Supported
CureMD
Supported
Greenway Health
Supported
ModMed
Supported
NextGen Healthcare EHR
Supported
Python
Not Supported
Qwen3.5
Not Supported
TouchWorks EHR
Supported
TypeScript
Not Supported
Veradigm EHR
Supported
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Integrations
AdvancedMD
Not Supported
CureMD
Not Supported
Greenway Health
Not Supported
ModMed
Not Supported
NextGen Healthcare EHR
Not Supported
Python
Supported
Qwen3.5
Supported
TouchWorks EHR
Not Supported
TypeScript
Supported
Veradigm EHR
Not Supported
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