Lens

Lens

Moondream
+
+

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About

Lens is Moondream’s official fine-tuning service, designed to turn a general vision-language model into a highly specialized system tailored to a specific task. It provides a simple, structured workflow where users start by collecting a small dataset of images relevant to their use case, then fine-tune the model through an API using techniques such as supervised fine-tuning (SFT) or reinforcement learning, and finally deploy the customized model either through the cloud or locally with Photon. It is built around the idea that Moondream begins as a general model trained on broad, public data, and fine-tuning adapts it to understand the exact products, documents, categories, or internal information that matter to a business, significantly improving accuracy and reliability for that domain. Lens is designed for production scenarios where performance matters, enabling teams to achieve large gains in accuracy with minimal data by teaching the model to master a defined task.

About

Nebius Token Factory is a scalable AI inference platform designed to run open-source and custom AI models in production without manual infrastructure management. It offers enterprise-ready inference endpoints with predictable performance, autoscaling throughput, and sub-second latency — even at very high request volumes. It delivers 99.9% uptime availability and supports unlimited or tailored traffic profiles based on workload needs, simplifying the transition from experimentation to global deployment. Nebius Token Factory supports a broad set of open source models such as Llama, Qwen, DeepSeek, GPT-OSS, Flux, and many others, and lets teams host and fine-tune models through an API or dashboard. Users can upload LoRA adapters or full fine-tuned variants directly, with the same enterprise performance guarantees applied to custom models.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Computer vision teams and AI engineers who need to fine-tune vision models for specific tasks and deploy them with high accuracy in real-world production environments

Audience

Engineering and data science teams that need a production-grade inference system to deploy, scale, and manage open-source or custom AI models reliably in enterprise environments

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$300 per month
Free Version
Free Trial

Pricing

$0.02
Free Version
Free Trial

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Moondream
Founded: 2024
United States
moondream.ai/p/lens

Company Information

Nebius
Founded: 2022
Netherlands
nebius.com/services/token-factory/enterprise-grade-inference

Alternatives

LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga

Alternatives

FPT AI Factory

FPT AI Factory

FPT Cloud

Categories

Categories

Integrations

BGE
DeepSeek
DeepSeek V3.1
Devstral Small 2
FLUX.1
GLM-4.5
GLM-4.5-Air
Gemma 2
Gemma 3
Gemma 4
Hermes 4
JSON
Kimi K2 Thinking
Moondream
Nebius
Photon
Qwen2.5
Qwen3-Coder
Stable Diffusion XL (SDXL)
gpt-oss-120b

Integrations

BGE
DeepSeek
DeepSeek V3.1
Devstral Small 2
FLUX.1
GLM-4.5
GLM-4.5-Air
Gemma 2
Gemma 3
Gemma 4
Hermes 4
JSON
Kimi K2 Thinking
Moondream
Nebius
Photon
Qwen2.5
Qwen3-Coder
Stable Diffusion XL (SDXL)
gpt-oss-120b
Claim Lens and update features and information
Claim Lens and update features and information
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Claim Nebius Token Factory and update features and information