The Best ModelOp Alternatives in 2026

Kale simplifies data science workflows for deploying Kubeflow Pipelines.

OpenMetadata provides data cataloging, discovery, quality, observability, governance, and lineage tools.

Credo AI helps organizations inventory AI systems, enforce governance policies, demonstrate compliance, and manage model and agent risk.

BurnRate tracks AI model provider spending in a dashboard and offers a local CLI for agent-level costs.

Google Cloud’s Gemini Enterprise Agent Platform, formerly Vertex AI, helps developers build, scale, govern, and optimize agents.

Parloa provides an AI agent management platform for contact centers and customer service operations.

Confident AI provides evaluation, observability, red-teaming, and governance tools for testing and monitoring AI systems.

Bifrost by Maxim AI is an open-source AI gateway for LLMs, MCP and agents with routing, governance, guardrails and observability, supporting 8+ providers and 1000+ models via a drop-in SDK replacement.

NVIDIA NIM offers APIs for trying models used to build enterprise generative AI applications.

Orq.ai provides an enterprise AI gateway with access to hundreds of models, guardrails, cost limits, and audit trails.

NVIDIA offers enterprise AI infrastructure, software, and models for business applications.

Zep unifies business data, documents and conversations into governed context for enterprise AI agents.

LiteLLM provides an AI gateway and LLM proxy with model routing, usage tracking, spend controls, and support for many providers.

ClearML provides AI infrastructure for managing GPU clusters, machine learning workflows, and model deployment.

LLM Gateway routes, manages, and analyzes requests across more than 40 language-model providers through one API.

Cortex provides cloud infrastructure for deploying, managing, and scaling machine learning models in production.

onWatch tracks AI API quotas across providers and displays usage in real time through a lightweight background monitor.

A multimodal lakehouse for developing, managing, searching, and serving large-scale AI datasets.

Nos dynamically partitions GPU resources and manages quotas in Kubernetes clusters.

Quilt manages scientific data on AWS with versioned data packages for teams and AI.

Guardrails AI provides a framework for building, governing, and deploying reliability controls for generative AI systems.

VoiceAIWrapper lets agencies offer white-label AI voice agents through providers including Vapi, Retell, ElevenLabs Agents, Bolna and Ultravox.

TensorZero builds open-source tools for production-grade LLM applications: LLM gateway, observability, optimization, evaluations, and experimentation.

DigitalOcean offers cloud infrastructure for AI agents, inference, and production AI products.