Alternatives to Optimate

AI observability and eval engineering platform that turns offline evals into live production guardrails for agents and RAG systems.

FullStory captures every click, tap, and scroll, then turns it into answers your team and your AI agents can act on.

Squad AI turns customer feedback, tickets, and product analytics into a prioritized, defensible roadmap using a squad of AI agents.

Trace, evaluate, and iterate AI agents with Phoenix — open-source LLM observability you can self-host.

Agent and LLM observability from the LangChain team: trace, monitor, and evaluate agents in production, cloud, BYOC, or self-hosted.

Open-source LLM observability, prompt management, and evaluation for teams running AI agents in production.

AI observability and eval-engineering platform that turns offline evals into live production guardrails.

Opik, Comet's open-source LLM observability and eval platform, turns agent traces into root-cause groupings and git-committed code fixes

Open-source workspace for building, evaluating, and deploying AI agents you talk to in Slack, Telegram, or a browser chat

Maxim AI simulates, evaluates, and observes AI agents in one workspace, with an open-source gateway (Bifrost) for routing and governance.

AI form builder that turns every Typeform response into automated GTM and research workflows

Honeycomb's natural-language query layer that turns plain-English questions into HQL against your live telemetry.

Open-source Python framework that replaces vibe checks with reproducible evaluation loops for RAG pipelines and AI agents.

Open-source Python framework for evaluating and monitoring LLMs, RAG apps, AI agents, and predictive ML models.

Mixpanel is a product intelligence platform that tracks user behavior, runs experiments, and applies AI agents to surface what changed and why.

Product analytics, in-app guides, and agent behavior tracking in one platform for your users and your AI agents.

Local, MIT-licensed token and cost observability for AI coding agents — no SDK, no signup, nothing leaves your machine.

Amplitude combines product analytics, session replay, experimentation, and an MCP server so AI agents can query your product data where you already work.

OpenJudge is an open-source AI evaluation framework with 50+ production-grade graders for agents, multimodal models, code, and math.

AI product management platform that turns a project context conversation into structured requirements, linked UI screens, and cost estimates.

Open-source, OpenTelemetry-native observability for AI agents that catches failures automatically and helps you fix them.

ProductMix (formerly Leanbe) collects user feedback, scores it, and turns it into a public roadmap and changelog.

Stop guessing why users churn: Mapster turns every product feedback response into contextual, behavioral, and persona-specific data.

AI feedback analysis that turns customer reviews, tickets, and interviews into product decisions

Plerdy AI UX Assistant turns your Plerdy heatmaps, replays and funnel data into a written UX audit with CRO fixes.

Model what happens next: synthetic personas built from real analytics predict how your users will behave before you ship.

Arize Phoenix is open-source LLM observability: trace every agent step, run evals, and self-host your traces.

Ecommerce analytics and AI execution platform that measures true performance across channels and lets Moby AI act on it in your ad accounts.

OpenTelemetry-native observability with an AI SRE that investigates incidents and opens fix PRs.

Silico is Goodfire's interpretability agent for understanding, debugging, and controlling the internals of your AI models