Model Observability

Observo.ai is an AI-driven observability tool that revolutionizes security observability, cutting costs and incident resolution time. It optimizes telemetry data through intelligent pipelines, boosting security and DevOps operations while offering advanced data optimization and detection for faster

Latitude offers end‑to‑end observability for LLM deployments, recording inputs, outputs, and context. It enables manual annotations, automated error grouping, continuous evaluation, and prompt optimization with GEPA. OTEL telemetry and SDK integrations support major model providers.

Middleware.io is an AI-driven cloud observability platform designed for middleware businesses. It provides real-time monitoring of infrastructure, applications, logs, errors, and performance, enabling swift issue resolution and cost-effective observability optimization.

Velvet, part of Arize, is a developer gateway that links to Arize’s Unified Observability Platform for real‑time AI feature assessment. It supports open‑source LLM tracing, a LiteLLM gateway with 100+ models, fallback, spend tracking, and cloud or on‑premise deployment.

OpenLIT is an open‑source observability platform for large‑language‑model applications, offering distributed tracing, real‑time monitoring, model evaluation, prompt versioning, fleet telemetry, and a zero‑code Kubernetes operator to integrate with major LLM providers and vector databases.

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.

LLMOps Space is a global community for LLM practitioners, offering curated content, discussion forums, event recordings, and resources on production deployment, fine‑tuning, observability, and search optimization, plus networking via Discord and newsletters.

Langtrace is an open‑source observability platform that traces AI agent interactions, collects metrics such as token usage, cost, latency, and accuracy, and supports OTEL, major frameworks, and LLM providers. It offers on‑prem deployment, SOC 2 Type II compliance, and fine‑grained access control.

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

VModel provides a unified REST API that lets developers deploy and run custom or community‑built models with a single line of code. It supports Node.js, Python, and cURL for image, text, and video tasks, automatically scaling for production workloads.

HoneyHive delivers AI observability and evaluation for production agents, offering OpenTelemetry tracing across 100+ LLMs, live metrics on quality, safety, latency, cost, drift alerts, offline experimentation, expert annotation, CI/CD integration, and enterprise security.

Respan offers AI observability by tracing prompts, tool calls, and responses, enabling end‑to‑end debugging, evaluation with human, code, and LLM reviews, and real‑time monitoring for quality, cost, and compliance, and deployment orchestration across multiple cloud providers.

LangWatch enables real‑time testing of LLM agents, offering simulation, prompt management, audit trails, and batch testing across models. It integrates with OpenTelemetry, LangChain, LangGraph, and supports self‑hosted, cloud, and role‑based access.

The AI Workspace is a tool that generates imaginary images using AI. It allows users to train models using photos and supports custom identifiers and prompts.

Portkey is an LLMOps platform offering a unified API and model catalog with observability, guardrails, RBAC, audit logs, prompt management, caching, routing and PII redaction to simplify multi-model integration, governance, monitoring, and cost optimization.

ModelsLab offers API‑based generative AI for image, video, audio, and language tasks, including editing, generation, and voice synthesis. It supports GPU server deployment, custom workflows, fine‑tuning, and LoRA adaptation for creators and developers.

Klu accelerates LLM app development by enabling collaborative prompt design, version control, and automated evaluation across multiple providers. It offers unified observability, cost and drift tracking, private infrastructure, continuous monitoring, and integration with 50+ tools for scalable AI de

42Signals AI delivers real‑time e‑commerce intelligence, tracking product listings, pricing, and search performance across major marketplaces. It monitors unauthorized sellers, provides price alerts, and analyzes customer reviews to inform inventory and marketing decisions.

Be My Eyes links blind and low‑vision users to volunteers worldwide via live video, offering instant visual help. Integrated AI provides automated image descriptions, supporting 180+ languages, smartglasses, and multi‑platform access for real‑time, free assistance.

Mevo is an open‑source platform that lets developers and data scientists host and customize their own instances on any OS or cloud. With GitHub‑hosted code, full documentation, and modular architecture, it supports integrations and ensures data privacy and compliance.

Open Operator is a user-friendly AI tool that allows users to view, run, and browse AI models directly in their web browser. Powered by Stagehand and BrowserBase, it offers a seamless experience for exploring AI predictions effortlessly.

Vocareum delivers labs with IDEs, notebooks, and GPU/CPU clusters in isolated containers or accounts. It offers tutoring, code grading, and a unified gateway to AWS, Azure, GCP, Databricks, and foundation models. LMS integration and SOC 2 compliance enable scalable training.

Fiddler AI is an observability platform for monitoring AI models, focusing on performance assessment, anomaly detection, and explainable AI. It supports responsible AI practices across sectors like healthcare and finance while integrating with various MLOps tools.

Linque unifies IT, OT, and AI for real‑time data connectivity across legacy and modern systems. It offers VisionAI visual inspection, AI‑Enabled Verification, AI‑Ops predictive analytics, and AI‑Production dashboards, backed by consulting for seamless modernization.

Secoda centralizes data cataloging, metadata management, and lineage tracking, offering AI‑driven search, query monitoring, and quality scoring. It provides role‑based access, CI/CD impact analysis, and real‑time observability dashboards to streamline workflows.

Roark - Voice AI Evals provides monitoring and evaluation tools for voice AI, tracking over 40 call metrics, facilitating multi-speaker analysis, and ensuring compliance with regulations while optimizing voice agent performance through customizable dashboards and automated alerts.

Maxim is an AI evaluation observability platform that aids teams in optimizing product quality through systematic testing, prompt management, dataset curation, and real-time monitoring, all while ensuring secure collaboration and efficient development workflows.

Lebesgue centralizes eCommerce data from Shopify, WooCommerce, Meta, Google, TikTok, Klaviyo, Amazon, and GA4 into a unified dashboard. It offers first‑party attribution, C‑LTV modeling, product performance, competitive benchmarking, and AI‑guided budget recommendations.

Anomalo automates data quality across structured, semi‑structured, and unstructured data in cloud lakes and warehouses. Using unsupervised ML, it detects anomalies, validates completeness, enforces governance without code, and offers lineage mapping and KPI tracking.

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

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.

MLflow is an open‑source AI engineering platform that tracks LLM and agent execution, monitors performance, cost, and safety, manages prompts, and supports experiment tracking, tuning, and deployment across multiple clouds or on‑premises.

Halo is an open‑source AR glasses platform with OLED display, bone‑conduction audio, and on‑device AI powered by Alif B1 Cortex‑M55, enabling real‑time multimodal conversations, context capture, and cross‑platform app development via Lua on ZephyrOS.

Moontower is an options analytics tool for tracking volatility metrics across multiple asset classes. It features proprietary charts, a position visualizer, a VRP scanner, and educational resources, facilitating informed decision-making for traders.

QOVES analyzes facial structure with 521 landmarks and 160+ aesthetic metrics, producing research‑based, personalized plans for skincare, lifestyle, and low‑invasive procedures that improve symmetry, confidence, and perceived attractiveness.

Rolemodel.ai is an AI tool that creates custom avatars and conversational AI assistants to enhance personal growth and productivity. It uses GPT-4 technology and provides expert guidance and resources for its users.

TopicMojo aggregates data from 50+ sources, producing models, keyword insights, and user questions. Its Social Model maps conversations on Reddit, Twitter, Instagram, etc., while Question Finder and Search Listener uncover common queries and new searches. SEO metrics guide ranking potential.

RealEye.io collects real‑time gaze, attention, and facial emotion data via participants’ webcams for image, video, or website stimuli. It offers triggers, heatmaps, fixation plots, API access, and records mouse/keyboard interactions for integrated survey analysis.

WearView is an AI-powered fashion photography tool that transforms garment images into visuals featuring AI-generated models. Users upload clothing images, select models, and receive professional-quality photos in seconds, enabling virtual try-ons and reducing production costs.

Helicone is an open-source platform for LLM observability, featuring logging, monitoring, and debugging tools. It supports high request processing, offers instant analytics, and enables integration with major AI services, while prioritizing security and community collaboration.

January AI standardizes multiomic, wearable, and clinical data into clinical-grade, predictive insights via an API-first backend (January Mirror), enabling integration into apps to deliver personalized nutrition, coaching, and biomarker-driven care pathways at scale.

Tokenomy is an AI token intelligence platform that offers a token calculator, real-time usage monitoring, and analytical tools. It helps manage token costs, assess GPU memory needs, and evaluate energy consumption for efficient AI model performance.

H2O.ai delivers an end‑to‑end AI platform that automates feature engineering, model selection, and explainability through AutoML, offers no‑code LLM training, supports enterprise multi‑model orchestration, and includes MLOps and a feature store, all compliant with strict data security standards.

Ocular AI unifies multimodal data from cloud, local, and external sources into a single catalog for search, versioning, and AI‑assisted labeling with human‑in‑the‑loop. It supports RLHF, GPU training pipelines, RESTful search API, and role‑based compliance controls.

CrowdView is a platform that allows users to view and share real-time video feeds from events around the world.

Tradesviz is an online trading journal that supports multiple asset classes, offering auto-importing from 200+ brokers, detailed analytics, customizable dashboards, and tools for strategy testing, performance evaluation, and trading goal tracking.

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

SherlockAI delivers real‑time consumer movement and behavior insights by aggregating millions of data points updated every minute. It offers block‑level global movement resolution, GDPR‑compliant privacy, and API access for actionable predictions.

ShowZone delivers MLB The Show players a real‑time card database, flipping analytics, mission optimization, roster projections, team building, and inventory tracking. Data updates every five minutes, with PRO members getting minute‑level refreshes.

Markopolo tracks anonymous visitors, analyzes 384 signals, and predicts purchase intent. It delivers real‑time 1:1 outreach via email, SMS, WhatsApp, voice, and push, plus instant cart recovery. Supports 50+ languages, cultural intelligence, and integrates with existing systems for unified journeys.