Edge Inference Deployment

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.

Edgen is an AI-powered copilot for crypto and stock investors, delivering real-time insights, trading signals, and sentiment analysis to simplify market trends. It offers tools like pivot alerts, investor picks, and fundraise tracking to help traders make data-driven decisions effortlessly.

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

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.

Eden AI offers a single API that consolidates LLMs, vision, OCR, speech, translation, and more from Meta, Mistral, AWS, Azure, Google, and OpenAI. It provides smart routing, fallback, cost/latency selection, batch processing, caching, and multi‑API key management.

Wafer AI is a serverless inference platform that lets you run open-source LLMs in production with OpenAI-compatible APIs. It offers dedicated endpoints with optimized performance, long-context support, and caching to reduce costs for coding, reasoning, and agent workloads.

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

DeepSense.ai provides end‑to‑end AI solutions for enterprises, integrating large language models, retrieval‑augmented generation, MLOps, advanced computer‑vision, edge inference, and predictive analytics to deliver scalable, real‑time AI agents, co‑pilots, and maintenance optimization.

Groq is an inference platform that uses custom LPU silicon for low‑latency, high‑throughput AI workloads. It supports large language and multimodal models via an OpenAI‑compatible API, with modular deployment and predictable performance for NLP, vision, and recommendation tasks.

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.

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.

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.

Compact edge platform featuring the Hailo‑8 accelerator for up to 83 TOPs. Supports USB, PCIe, Ethernet, and GPIO; runs Linux ≥ 6.18 with drivers, enabling rapid AI deployment for real‑time inference in automotive, security, and industrial inspection.

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.

Evolink is a unified API gateway providing single-key access to multimodal text, image and video models, with smart routing, automatic failover, low-latency provider switching, OpenAI/Anthropic/Google-compatible integration, SDKs, and real-time monitoring for scalable model orchestration.

EmpirioLabs AI is a platform for hosting, deploying, and scaling open-source and proprietary AI models via API or web playground. It supports multimodal, long-context models with optimized endpoints, creative templates, and high-throughput rate limits for production workloads.

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.

Edge is an AI‑driven patent drafting platform that automates claims, descriptions, and background sections, generates publication‑ready figures, parses inventor disclosures, and adapts filings for USPTO and EPO. It prioritizes security, compliance, and multi‑language support.

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

OpenRouter gives one API key to access 300+ models from 60+ providers, SDK‑compatible, with visual routing, automated fall‑back, edge hosting, data‑policy controls, and agentic tools for building efficient autonomous workflows.

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.

Trooper.AI provides private EU-hosted bare-metal GPU servers for model training, fine-tuning, and inference, with one-click AI environment templates, full root SSH and NVMe storage, tested CUDA on Ubuntu 22.04, scalable hardware and pause/upgrade controls.

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.

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.

AI and data analytics platform delivering end‑to‑end solutions across multiple sectors. It accelerates experimentation to production, supports data engineering, MLOps, LLMOps, and digital engineering, integrating Databricks, Snowflake, and Google Cloud to shorten insight‑to‑action time and boost eff

apex.ai is a comprehensive platform providing safety-certified software tools and services for autonomous systems. Its modular products enable deterministic execution, high-speed data routing, repeatable testing, and automated deployment for robotics and embedded applications.

Infinity is an AI‑native database offering hybrid search across dense/sparse embeddings, tensors, and full‑text with optional RRF, weighted‑sum, or ColBERT reranking. It delivers 0.1 ms latency, 15 k qps, supports strings, numerics, and vectors for LLM developers, data scientists, and AI engineers.

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

Edge Arena is a decision-testing platform that runs competing AI agents to pressure-test business choices and produce ranked, actionable execution plans. It compares strategies across pricing, demand, channels, and risk, scoring options to deliver clear next actions.

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

Xdge offers AI agents, enterprise search and automated workflows across Slack, Gmail, Jira, Notion and meetings—providing transcription, summaries, in-context browser/Slack assistance, indexed content connectors, playbook management, and compliance-ready audit trails.

ZETIC deploys TorchScript, TensorFlow, and ONNX models to mobile and embedded devices, quantizing for CPU, GPU, or NPU to reach up to 60× speed and 50% size reduction. It supplies benchmarks and a 3‑line offline code snippet for privacy‑preserving AI.

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.

Thunder Compute is a cloud-based platform that provides easy access to network-attached GPUs for AI and machine learning projects. It enables swift model deployment, efficient scaling, and minimizes idle GPU costs through streamlined infrastructure management.

Roboflow streamlines computer‑vision projects by offering a low‑code pipeline for data annotation, GPU‑accelerated training, and multi‑environment deployment. It integrates with PyTorch, TensorFlow, Hugging Face, major clouds, and meets SOC2 Type 2 and HIPAA security.

Jina AI provides AI-powered search solutions for enterprise and RAG systems, offering multimodal multilingual embeddings, neural reranking, and zero-shot classification. It enhances search relevance, supports content segmentation, and integrates with applications via APIs for advanced information re

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.

Spine Swarm is a browser‑based platform that orchestrates multiple AI agents to execute complex tasks in parallel, delivering reports, code, dashboards or visuals without coding. It supports 300+ models and offers a no‑setup experience for non‑technical users.

UbiOps offers a unified interface to deploy AI models on local, hybrid, or multi‑cloud environments. It provides version control, API management, resource prioritization, automated scaling, GPU provisioning, and Kubernetes orchestration, aiding cost, security, and compliance for production workloads

InfraNodus visualizes text analysis by building knowledge graphs from PDFs, markdown, CSV, social media, and web data. It offers topic modeling, sentiment, keyword extraction, and API/browser‑extension/Obsidian integration to help researchers, marketers, and SEOs uncover relationships, gaps, and ide

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.

Verteego is an AI tool that delivers real-time analytics and predictive modeling, enhancing operational decision-making. It helps organizations optimize inventory management and supply chains while ensuring user data privacy. Ideal for data analysts and operations managers.

EZ‑AI delivers enterprise AI integration on Google Vertex AI with private servers, secure API links to data lakes, role‑based model deployment, automated assistants for repetitive tasks, white‑label branding, and SOC 2 Type II compliance.

Massed Compute delivers on‑demand GPU/CPU resources via API and desktop interface, supporting NVIDIA A100/H100/L40/A6000 GPUs and custom clusters. Bare‑metal servers provide direct physical access, while an Inventory API streamlines instance management in a Tier III data‑center with expert support.

Hailo AI Edge Processors enhance data privacy and processing efficiency by enabling real-time data analysis on devices. They are ideal for sectors like automotive and healthcare, optimizing AI deployment with low power consumption and high computational capabilities.

Inflectiv.ai is a platform that transforms unstructured data from documents, sensors, and databases into structured, queryable intelligence for AI agents and applications. It automates data ingestion and extraction while enforcing access control, attribution, and on-chain monetization for data contr

Ejenta is an AI‑driven connected‑care platform that uses NASA‑licensed agents to continuously monitor patient data from sensors and IoT devices, learning patterns to predict deterioration, delivering personalized prompts, and providing real‑time updates to clinicians for proactive care coordination.

MindSpore is a comprehensive AI framework designed for algorithm engineers and data scientists, facilitating the development, deployment, and management of AI models across various platforms. Its key features include built-in support for distributed training and hardware optimization, ensuring scala

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.

Image Pipeline delivers AI image creation and editing using Stable Diffusion, Flux, and custom checkpoints. It supports LoRA, embeddings, adapters, ControlNet for inpainting, and Face Lock/Quick Swap for facial editing, all via a REST API.