Tev1

Tev1

Together AI
+
+

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About

Functional Finance is the insurance billing and payments engine that governs how money actually moves once a policy decision is made. Sitting between the policy system and the general ledger, FF takes policy events—binds, endorsements, cancellations, reinstatements—and deterministically executes the resulting financial obligations. It handles billing and invoicing, payment collection, cash application, treasury routing, and distribution partner payables across agency bill, direct bill, installments, and premium finance models. Payments are automatically applied at the policy and line-item level, commissions and remittances stay in sync, and every transaction remains auditable over time. The result is a policy-aware flow-of-funds system that replaces manual reconciliation with predictable, scalable financial operations.

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

Managing General Agents (MGAs), Insurance Carriers, Risk exchanges and MGA platforms, Finance, operations, and billing teams

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 Not 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

No images available

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

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

Training

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

Company Information

Functional Finance
United States
functionalfi.com

Company Information

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

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Categories

Insurance Billing Supported

Categories

AI Decision Models Supported

Integrations

Python Not Supported
Qwen3.5 Not Supported
TypeScript Not Supported

Integrations

Python Supported
Qwen3.5 Supported
TypeScript Supported
Claim Functional Finance and update features and information
Claim Functional Finance and update features and information
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Claim Tev1 and update features and information