Clarifai

What Clarifai does

Clarifai is an AI infrastructure company that builds inference and compute orchestration software for deploying and serving machine learning models across multi-cloud, on-premise, and air-gapped environments. Its core products include the Clarifai Platform (an end-to-end system spanning data labeling, model training, and deployment), the Compute Orchestration Platform (vendor-agnostic GPU orchestration across AWS, GCP, Azure, CoreWeave, and private data centers with GPU fractioning and autoscaling that reduces inference cost by approximately 40%), and the Clarifai Reasoning Engine (a high-throughput inference runtime using custom CUDA kernels and speculative decoding, achieving 414 tokens/second on Kimi K2.5 on Nvidia B200 GPUs). The platform supports text, image, video, audio, code, and multimodal workloads and integrates with vLLM, TensorRT-LLM, Hugging Face TGI, LangChain, CrewAI, Snowflake, and an OpenAI-compatible API.

The company monetizes through three primary streams: usage-based API and compute credits, enterprise platform subscriptions, and managed inference services. GTM is hybrid — an API-first product-led motion targeting AI developers and engineers, combined with an enterprise field-sales motion for organizations requiring dedicated infrastructure, including US government and defense programs supported through a Public Sector Advisory Council. The channel is supplemented by technology partnerships with Hewlett Packard Enterprise, Arrow Electronics, and BAIR, plus hosting engagements with model providers such as Arcee AI's Trinity open-weight foundation models and a strategic engagement with Getty Images for AI-generated image distribution.

In May 2026, Clarifai's core engineering and research team, AI inference and compute orchestration intellectual property, and patent portfolio were licensed to Nebius Group N.V. (NASDAQ: NBIS) in an acqui-hire transaction; founder Matthew Zeiler joined Nebius as SVP Research. The transaction explicitly excluded Clarifai's legacy computer vision models and its US government and defense programs, which remain under the Clarifai brand. Platform credit purchases were scheduled to be disabled after June 18, 2026, and the Clarifai website now directs users to Nebius for the inference product line.

Name

Clarifai

Legal name

Clarifai, Inc.

Website

https://clarifai.com

Company type

Private

Founded year

2013

Operating status

Acquired

Headcount range

11–50 employees

Short description

Clarifai provides AI inference and compute orchestration infrastructure for deploying AI models across cloud, on-premise, and air-gapped environments. In May 2026, its core team and IP were acquired by Nebius; the Clarifai brand continues for US government and defense programs.

Ownership category

akta.pro rank

Product category

AI Inference and Compute Orchestration Platform

NAICS

Software Publishers (513210)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC)

akta.pro secondary industries

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers) (HDAAAAAI), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

• AI inference platform
• Compute orchestration
• Machine learning infrastructure
• GPU optimization
• AI model deployment

Headquarters

HQ city

Fort Lee

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations

Revenue model

1. API and Compute Credits: Pay-as-you-go and subscription-based access to AI inference APIs and compute resources, with platform credit purchases
2. Enterprise Platform Subscriptions: Enterprise licensing for organizations requiring dedicated AI infrastructure and orchestration capabilities
3. Managed Inference Services: Managed services for running trained AI models in production with autoscaling and GPU fractioning capabilities

Pricing tiers

Go-to-market motion3 records

Distribution channels4 records

Marketing channels4 records

Core offering

Clarifai provides a unified AI platform for building, deploying, and managing AI models at scale, anchored by its vendor-agnostic Compute Orchestration platform that runs GPU-based model serving across any cloud, on-premise, or air-gapped environment. Its Clarifai Reasoning Engine delivers high-throughput inference optimized for agentic AI workloads, complemented by tools such as Control Center, AI Playground, Local Runners, and an AI-assisted Labeler for data annotation. Customers access the platform via API and SDK for computer vision, NLP, generative AI, and multimodal use cases.

Product overview

Clarifai is an AI platform company offering a comprehensive suite of tools for building, deploying, and managing AI applications. The core Clarifai Platform serves as the unified foundation, providing end-to-end capabilities from data labeling through model deployment. This integrates with the Compute Orchestration Platform for vendor-agnostic GPU management across any cloud environment, the Clarifai Reasoning Engine for high-performance inference optimization, Control Center for unified operations management, and AI Playground for model comparison. Additional offerings include the Python SDK for developer access, Clarifai Community for model and workflow sharing, and Labeler for AI-assisted data annotation. The platform supports computer vision, NLP, generative AI, and agentic AI workloads through optimized inference serving via multiple frameworks.

Differentiator

Problem solved

Functional benefit

Products and services

• Clarifai Platform Unified AI platform enabling developers and enterprises to build, deploy, and manage AI models at scale, covering data labeling, model training, inference optimization, and deployment for computer vision, NLP, and generative AI workloads.
• Compute Orchestration Platform Vendor-agnostic compute orchestration enabling deployment across AWS, GCP, Azure, CoreWeave, and private data centers, with GPU fractioning, autoscaling, and cost optimization that reduces inference costs by approximately 40%.
• Clarifai Reasoning Engine High-performance inference engine optimized for agentic AI and reasoning workloads, achieving 414 tokens per second throughput on Kimi K2.5 using custom CUDA kernels and speculative decoding on Nvidia B200 GPUs.
• Control Center Unified dashboard providing comprehensive visibility and control over AI operations, workloads, and resource utilization across the organization.
• AI Playground LLM battleground for comparing and testing multiple AI models side-by-side, enabling informed model selection decisions.
• Labeler AI-assisted data labeling tool supporting image, video, text, and audio annotation with human-in-the-loop workflows for improved labeling efficiency.
• Clarifai Python SDK Python software development kit providing programmatic access to Clarifai's AI platform capabilities for developers building and deploying AI applications.
• AI Sprint Workshops Rapid workshops helping organizations quickly identify AI use cases and deploy solutions in condensed timeframes, often used to launch enterprise engagements.

Quantifiable outcome

• Inference costs reduced by approximately 40% through compute orchestration optimization
• +2 more outcomes

Named customers3 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration8 records

AI capability14 records

Feature5 records

Partnerships

Seven partnerships are on record, tiered core, flagship and minor.

• NebiuscoreTechnology or Integration · 12 May 2026Nebius licensed Clarifai's AI inference and compute orchestration technology and acquired the patent portfolio. Core engineering and research team led by founder Matthew Zeiler joined as SVP Research to strengthen Nebius Token Factory as a full-stack inference platform.
• Arcee AIflagshipStrategic or Co-development Partner · 2 December 2025Clarifai selected as primary launch partner and hosting provider for Trinity family of U.S.-built open-weight foundation models. Models available through Clarifai's Compute Orchestration platform via OpenAI-compatible API.
• Arcee AIflagshipGTM or Marketing Partner · 2 December 2025Primary launch partner providing immediate access to Trinity open-weight models through Clarifai's platform, enabling developers and enterprises to deploy U.S.-built LLMs with autoscaling and GPU fractioning capabilities.
• Arrow ElectronicsminorChannel Partner/ Reseller/ Distributor · 10 November 2025Strategic collaboration as part of computer vision market partnerships for distribution and reselling.
• Getty ImagescoreStrategic or Co-development Partner · 10 December 2024Strategic engagement to make AI-generated images available to Clarifai customers through enterprise AI image generation platform.
• Berkeley Artificial Intelligence Research (BAIR)minorStrategic or Co-development Partner · 8 December 2024Clarifai joined BAIR Open Research Commons to advance AI innovation through academic collaboration.
• Crimson PhoenixcoreStrategic or Co-development Partner · 9 October 2024Partnership to enhance advanced AI, ML and unstructured data labeling capabilities for Defense and Intelligence communities.

Scale indicators3 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Nebius: AI-native hyperscaler that now owns Clarifai's inference IP and core team; directly comparable as a full-stack AI cloud with GPU infrastructure and the Token Factory inference platform into which Clarifai has been integrated.
• Fireworks AI: Inference-as-a-service platform optimized for low-latency LLM and multimodal serving; competes head-on with Clarifai's high-throughput Reasoning Engine on price-per-token and time-to-first-token benchmarks.
• Modal Labs: Serverless AI compute platform with autoscaling and GPU fractioning for ML workloads; directly comparable to Clarifai's GPU fractioning and inference autoscaling capabilities targeting developers.
• Replicate: Cloud API for running open-source ML models with usage-based pricing and an OpenAI-compatible endpoint; comparable distribution model and target customer base as Clarifai's API-first platform.
• Together AI: Pure-play AI inference and fine-tuning cloud offering an OpenAI-compatible API and GPU-optimized serving stack; directly competes with Clarifai's Reasoning Engine and Compute Orchestration across developers and enterprise model-serving buyers.
• OctoAI (now OctoML): AI compute optimization and inference platform using compiler/runtime optimization (Apache TVM) to accelerate model serving — directly comparable to Clarifai's custom CUDA kernel and inference optimization thesis.

Broad incumbents

• CoreWeave: Large-scale GPU cloud provider that Clarifai orchestrates compute across; overlapping capability as both a compute provider and increasingly an inference platform competitor via its own developer offerings.
• Hugging Face: Hub for open-source models plus Inference API and dedicated inference endpoints; comparable as an end-to-end platform with model serving, community, and orchestration spanning cloud and on-prem.
• AWS SageMaker: Hyperscaler enterprise AI/ML platform covering training, deployment, inference, and MLOps; competing broadly with Clarifai's end-to-end platform offering for enterprise customers.
• Google Vertex AI: Hyperscaler enterprise AI platform with model garden, training, and inference endpoints including Gemini; represents the bundled hyperscaler alternative to Clarifai's vendor-agnostic orchestration.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/clarifai
• Facebookfacebook.com/Clarifai
• LinkedInlinkedin.com/company/clarifai

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles11 records

Funding overview

Funding rounds4 records

Investors20 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Clarifai