Serverless Inference Autoscale

Inferless is a serverless platform for deploying machine learning models seamlessly. It offers automatic load balancing, custom runtime environments, and automated CI/CD workflows, minimizing infrastructure management while scaling efficiently from single to millions of requests.

Modal is a cloud‑native platform that lets developers run inference, training, batch jobs, sandboxes, and notebooks with sub‑second cold starts and instant autoscaling. It’s Python‑centric, offers elastic multi‑cloud GPU scaling, zero‑idle scaling, unified observability, and high‑throughput AI‑nativ

Runpod supplies on‑demand GPUs in 31 regions, offering single‑node pods, multi‑node clusters, and serverless workloads. It delivers low‑latency inference, efficient fine‑tuning, instant scaling, S3‑compatible storage, real‑time logs, and sub‑200 ms cold starts.

Release.ai deploys LLM, computer‑vision, and multimodal models with sub‑100 ms latency. It auto‑scales from zero to thousands of concurrent requests, provides enterprise‑grade security (SOC 2 Type II, private networking, end‑to‑end encryption), and offers SDKs, APIs, and real‑time monitoring.

SiliconFlow is an AI infrastructure platform enabling high-speed inference for LLMs and multimodal applications, supporting serverless, reserved, and private-cloud deployments. It offers low-latency processing, elastic compute, and built-in monitoring for scalable, cost-efficient AI workloads.

fal.ai offers a unified API for generating images, videos, audio, and 3D models from a library of over 1,000 production‑ready assets. It provides serverless GPU inference, private deployment options, NVIDIA‑cluster fine‑tuning, SOC 2 compliance, and enterprise‑grade support.

Vast.ai supplies on‑demand GPU instances, including NVIDIA RTX, H100, and Blackwell models, deployable in seconds. Developers can programmatically provision resources via CLI, SDK or API, and scale workloads with autoscaling, serverless inference, and dedicated InfiniBand clusters.

Scale AI delivers a full‑stack generative‑AI platform that integrates enterprise data, supports fine‑tuning, RLHF, and model safety evaluation, and enables secure AI agent deployment with compliance‑certified cloud infrastructure for regulated and government use.

Nebius AI Studio offers efficient model deployment with hosted open-source models, ultra-low latency, and scalable processing options. It simplifies AI model exploration through an intuitive interface while ensuring verified quality and performance for diverse applications.

The AI tool offers serverless, scalable, and pay-as-you-go features with AI-generated SQL and HTAP functionalities through various sign-up options.

Fireworks AI is a cloud‑hosted inference platform supporting code, conversational, agentic, and search workflows across text, vision, audio, and image modalities. It delivers scalable, low‑latency inference with secure RAG and serverless GPU options.

Cirrascale offers a private AI cloud that supports training and inference on AMD, Cerebras, NVIDIA, and Qualcomm accelerators. It provides zero DevOps, no data‑transfer fees, high‑bandwidth networking, and configurable multi‑GPU servers, streamlining workflows and accelerating deployment.

CloudVerse offers a compute economics platform that routes AI workloads by cost‑performance, enforces cost guardrails in CI/CD and IaC, throttles wasteful queries, forecasts demand for Reserved Instances, detects spend spikes, and autonomously rightsizes infrastructure across deployments, meeting IS

SaaS Construct offers a ready‑to‑use Vue.js/TypeScript frontend with AWS Lambda backend, CDK infrastructure, Stripe/LemonSqueezy payments, AI via Bedrock/OpenAI, and a CI/CD pipeline, enabling developers to launch and scale SaaS apps on AWS in a single day.

Lightning AI is a PyTorch Lightning‑based cloud platform for training, deploying, and serving models at scale. It offers GPU workspaces, managed clusters, fractional pay‑as‑you‑go GPU capacity, inference APIs, serverless deployment, security, and integration with LitServe, LitGPT, and LLMs.

Float16.cloud delivers AI‑as‑a‑Service, platform, and infrastructure through instant, ready‑to‑use models accessed via a dashboard or API. It offers dedicated GPUs, 1‑second cold starts, Jupyter notebooks, credit‑based quotas, and dynamic scheduling for training, inference, and batch processing.

GPUX is a serverless inference platform that delivers 1‑second cold starts and GPU‑accelerated execution for models like Stable Diffusion XL, ESRGAN, and Whisper. It supports P2P and read‑write volume access for rapid, scalable deployment on NVIDIA RTX 4090 GPUs.

Union.ai is a cloud‑native AI orchestration platform that lets data scientists and ML engineers build, test, and deploy high‑velocity, pure Python workflows. It supports dynamic branching, real‑time inference, automatic failure recovery, caching, versioning, and observability dashboards.

Cerebrium is a serverless AI platform enabling rapid deployment of language, vision, and agent models. It offers zero DevOps, auto‑scaling, per‑second billing, low‑latency WebSocket endpoints, multi‑region support, and customizable GPU selection.

Unsloth Studio is a no-code web UI enabling local training, running, and exporting of open AI models like Qwen3.5 and NVIDIA Nemotron 3, simplifying experimentation for users without extensive technical expertise.

gpt-oss playground provides open-weight demos of gpt-oss-120b and 20b for infrastructure testing, distributed and on-device inference, benchmarking, API integration, and reproducible research, with adjustable reasoning levels and visible-reasoning for diagnostics. Demo-only; validate outputs.

Scale Insights automates Amazon PPC by letting sellers set rule‑based workflows for Sponsored Product, Brand, and Display campaigns. It previews bid and budget changes, tracks cross‑marketplace performance, and optimizes spend through bids, pauses, and negative keywords.

Render simplifies deployment and scaling of web apps, APIs, background workers, and static sites. It supports Docker, build‑packs, native runtimes, GitHub CI/CD, automatic scaling, zero‑downtime updates, SSL, custom domains, environment variables, and CDN‑backed database add‑ons.

Fluidstack offers dedicated GPU clusters on bare‑metal Atlas OS, delivering rapid provisioning and full resource control. Continuous monitoring via Lighthouse ensures isolated, compliant infrastructure (GDPR, SOC 2, ISO 27001) with a 15‑minute support SLA for AI labs, enterprises, and government use

local.ai runs language models locally without GPUs. Its Rust backend keeps the binary under 10 MB and performs CPU inference with GGML quantization. A single‑click interface streams responses to a UI, while a model manager tracks, verifies, and resumes downloads.

CloudSoul is an AI-driven SaaS platform that simplifies cloud deployment and management through natural language input, offering real-time configuration guidance, reducing complexity, and making cloud services accessible to both technical and non-technical users.

Hal9 is an autonomous AI platform that builds, hosts, and scales AI‑powered products quickly. It generates MVPs for chatbots, agents, websites, mobile apps, and APIs using Python and open‑source libraries, with isolated Kubernetes pods for secure, private deployment.

Agentic AI Platform offers autonomous multicloud cost optimization by analyzing usage patterns to minimize cloud expenditures. It automates resource allocation and workload optimization, improving cost visibility and enabling data-driven decisions for efficient cloud management.

Fleak AI Workflows is a serverless API builder that allows users to create and manage AI-driven applications effortlessly. It supports custom workflows, integrates with existing services, and enhances operational efficiency through automation without extensive coding knowledge.

LLMWare AI installs a lightweight client on PCs, providing instant access to 100+ AI models optimized for Intel and Qualcomm hardware. It supports RAG, auto‑tunes weights, runs locally without Wi‑Fi, and offers an admin console for monitoring, scaling, and audit logs.

Cloud GPU rental platform offering on-demand VMs and bare-metal servers with A100/H100/RTX4090 and other GPUs, configurable vRAM/vCPU, persistent volumes, spot instances, and API-driven provisioning for training, inference, rendering, and HPC workloads.

Langbase offers a serverless platform for building, deploying, and scaling AI agents. It unifies access to 600+ LLMs, provides built‑in memory, vector, and file storage, and supports durable multi‑step workflows with monitoring and custom actions.

EnergeticAI is an open‑source TensorFlow.js library for Node.js, offering fast pre‑trained embeddings, text classifiers, and semantic search. It delivers sub‑4‑second cold starts and 67× faster inference in serverless functions for developers and performance.

Mistral.rs is an efficient, versatile tool for high-speed large language model (LLM) inference, offering multi-device support and extensive quantization options for seamless deployment on diverse hardware setups.

Scale your AI projects affordably with Salad's GPU Cloud service. Access over 10,000 GPUs for generative AI tasks like generating 9 million+ images in just 24 hours at a starting price of $0.02/hr. Salad offers fully managed services like the Salad Container Engine, Salad Gateway Service, and Virtua

Pipeless Agents is a serverless platform that turns video feeds into structured event streams. It extracts data from cameras and streams via configurable filters, supports lightweight agents for quick webhook, database, or messaging actions, and offers GDPR‑compliant privacy features.

General Compute is an OpenAI-compatible inference API using custom ASIC accelerators to deliver high throughput (e.g., 950 tokens/sec) and dramatically lower power consumption (≈17 kW vs. 120 kW per rack), enabling developers to switch providers by simply changing the base URL and API key. It suppor

HyperMink AI is an open‑source, privacy‑centric platform offering a modular Node.js inference server, Inferenceable, powered by llama.cpp/llamafile. It supports local model deployment, plug‑in extensions, and community contributions via GitHub for developers.

Pioneer automates retraining and deployment of open-source models, using live inference data for fine-tuning and one-shot adaptation. It manages adaptive inference, routing, RAG pipelines, agent workflows, synthetic data generation, monitoring, and automated checkpoint promotion.

finetunefast streamlines AI model training with pre-configured scripts, hyperparameter optimization, and multi-GPU support. It offers one-click deployment, API generation, and monitoring, catering to both novice and expert users for various machine learning applications.

Milk Infrastructure automates Kubernetes cluster deployment and lifecycle across cloud and on‑prem. It uses AI to generate minimal infra‑as‑code, supports CI/CD pipelines, auto‑scales, and meets SOC 2 compliance, delivering consistent, low‑friction DevOps.

Denvr is a sovereign AI cloud and private platform on Canadian/US infrastructure, providing on-demand and reserved GPU compute (NVIDIA H200/H100/A100, Intel Gaudi2), scalable InfiniBand clusters, OpenAI-compatible inference endpoints, NVMe storage, secure networking, and developer APIs.

ThinkRoot.dev is a no-code AI platform that turns natural language descriptions into fully functional, production-ready web applications and APIs. It automatically generates all code, infrastructure, and deployment pipelines, enabling instant updates and managed operations for teams.

Foundry Local runs AI models on-device using ONNX Runtime (CPU/GPU/NPU) to keep data local, offering an OpenAI-compatible API, Python/JS/C#/Rust SDKs, a model hub, and CLI tools for edge and enterprise deployments.