Tev1

Tev1

Together AI
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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.

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.

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

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

Audience

Healthcare practices, specialty clinics, hospital systems, and service providers seeking a platform to organize, automate, and coordinate administrative workflows

Audience

Developers and AI engineering teams seeking to route, classify, score, and apply policy decisions through fast, deterministic structured outputs

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

$0.04 per 1M tokens
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Calvient
United States
calvient.com

Company Information

Together AI
Founded: 2022
United States
www.together.ai/models/tev1-4b-experimental

Alternatives

Alternatives

Clef-flash

Clef-flash

Cloudflare
Clef

Clef

Cloudflare
Forus

Forus

Forus, Inc.
Jev

Jev

TypeSafe AI
Fabric

Fabric

Fabric Health

Categories

Healthcare AI Supported

Categories

AI Decision Models Supported

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
athenaOne Supported
eClinicalWorks Supported

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
athenaOne Not Supported
eClinicalWorks Not Supported
Claim Calvient and update features and information
Claim Calvient and update features and information
Claim Tev1 and update features and information
Claim Tev1 and update features and information