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What is Overshoot?

Overshoot provides an extensive infrastructure for developers aiming to create applications that necessitate real-time video analysis with minimal latency. With the help of LiveKit, developers can easily start a stream and share inputs from various sources such as cameras, screens, or video files, while also having the ability to request specific frames or time intervals using hosted vision-language models through a chat-completions interface that is compatible with OpenAI. The platform adeptly handles live video ingestion, model serving, routing, stream lifecycle management, and multimodal preprocessing. This capability enables applications to retrieve either natural-language answers or structured JSON data without the requirement of a dedicated GPU fleet or the construction of a custom real-time video inference system. Overshoot is especially advantageous for robotics, physical security, gaming, sports analytics, screen comprehension, industrial automation, and camera-based agents, thereby proving to be a flexible solution across multiple sectors. By streamlining the integration process of live video processing, it allows developers to redirect their efforts towards innovation rather than getting bogged down by infrastructural challenges, ultimately fostering creativity and new ideas in technology.

What is LFM3?

LFM3 showcases Liquid AI's collection of versatile, open-weight foundational models tailored for a diverse range of applications, spanning text, vision, audio, and multimodal functionalities. This array includes specialized versions for generating text, processing vision-language tasks, handling audio, addressing omni tasks, and facilitating decision-making processes. Developers can choose to download the model weights for customization through fine-tuning and deploy them on local edge devices, or they may opt for Liquid AI’s hosted API for seamless access. The potential uses for these models are extensive, including conversational agents, invoking tools, transcribing and synthesizing speech, interpreting images and videos, extracting and classifying documents, routing information, and enabling robotics capabilities. LFM3 is designed to meet the needs of developers, researchers, and organizations aiming to build customized AI solutions that prioritize adaptable deployment options, including support for on-premises inference. Additionally, these open-weight models are governed by Liquid AI’s LFM Open License, which stipulates the eligibility for commercial use and its specific terms based on the annual revenue of the organization. This level of flexibility empowers users to precisely customize their AI implementations to suit their specific requirements, thereby significantly enhancing the overall functionality and effectiveness of the models. Moreover, with the rapid advancements in AI, having such adaptable tools is crucial for staying competitive in the ever-evolving technological landscape.

Media

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Media

Integrations Supported

Integrations Supported

Hugging Face
Hugging Face Transformers
LM Studio
Ollama
OpenRouter
Unsloth
Vercel AI Gateway
vLLM

API Availability

API Availability

Has API

Pricing Information

Usage-based pricing

Pricing Information

$0.08/MTok
LFM3-1.7B API usage is $0.08 per million input tokens, $0.02 per million cached input tokens, and $0.20 per million output tokens. New organizations receive $2 in API credit. Open-weight models can be used in production free by developers, researchers, nonprofits, and businesses with less than $10 million in annual revenue; businesses above that threshold require a paid license.
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Overshoot

Date Founded

2025

Company Location

United States

Company Website

overshoot.ai/

Company Facts

Organization Name

Liquid AI

Date Founded

2023

Company Location

United States

Company Website

www.liquid.ai/blog/lfm3

Categories and Features

Video Analytics

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Multimodal Models

Not specified

Open-Weight AI Models

Not specified

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