AI · alternatives · 2026

24 alternatives to Mona

Platform that enables AI teams to monitor model performance

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Mona launched in 2020; newer entries below may have overtaken it.

1. 1
   Mona▲72

   Intelligent monitoring for AI

   2021 · monalabs.io · its alternatives →

2. 2
   Morph 1.0▲319

   AI-powered BI dashboard across your SaaS data

   2023 · morph-data.io · its alternatives →

3. 3
   Panorama▲366

   AI that finds your team’s workflows and hidden structures

   Apr 2026 · withpanorama.com · its alternatives →

4. 4
   OpenAI Universe▲328

   Platform for measuring and training AI agents

   2016 · its alternatives →

5. 5
   Athina▲497

   Build, test and monitor AI apps and agents

   2024 · athina.ai · its alternatives →

6. 6
   Metabase, an open-source business intelligence tool▲287

   Metabase grounds every answer in your semantic layer — your metrics and business logic — so you can inspect the query behind it.

   2015 · metabase.com · its alternatives →

7. 7
   Dreambase.ai▲264

   Fully integrated analytics from Supabase. Free to use.

   2025 · dreambase.com · its alternatives →

8. 8
   Intelogos▲366

   People analytics & AI performance management

   2023 · shorturl.at · its alternatives →

9. 9
   Beezi AI▲383

   Make AI development structured, secure, and cost-efficient.

   Apr 2026 · beezi.ai · its alternatives →

10. 10
    Test4startup 2.0▲277

    Research a project market in just 7 seconds

    2017 · its alternatives →

11. 11
    Metabase▲313

    Open source business intelligence - Installs in 5 minutes

    2015 · metabase.com · its alternatives →

12. 12
    intura▲169

    Compare, test, and optimize AI models

    2025 · intura.co · its alternatives →

13. 13
    Analytics Model▲98

    AI analytics, ask anything to analyze instantly

    2024 · analytics-model.com · its alternatives →

14. 14
    Zetta▲141

    I'd love feedback for our new business intelligence product Zetta (https://zettadata.ai). It's a lightweight, metrics-first approach to analytics that makes it easy to have properly governed dashboards from the jump. We do require registration, but we have a free tier (and I'm happy to give out coupons for the paid tier). To get started: - Connect a database or data warehouse (we support BigQuery, Snowflake, Redshift, Postgres, and MySQL) - Go to the metric builder and set up a data model and metrics. Data models are just references to tables or queries that create the base dataset…

    2025 · zettadata.ai · its alternatives →

15. 15
    Mona▲75

    Automating business capital access with AI agents

    May 2026 · trymona.com · its alternatives →

16. 16
    Morph Beta▲138

    All-in-one data studio: AI-powered, real-time collaboration

    2023 · morph-data.io · its alternatives →

17. 17
    Monq AIOps platform▲103

    World’s first topology-based AI-Ops automation platform

    2021 · monq.ru · its alternatives →

18. 18
    MorphMind: A Steerable AI Platform▲102

    Build a team of AI specialists that deliver quality work

    Mar 2026 · agentlab.morphmind.ai · its alternatives →

19. 19
    nbi.ai – Generative Business Intelligence▲98

    Engineering and product writing from the team building Cube, the agentic analytics platform built on a semantic layer.

    2023 · narrative.bi · its alternatives →

20. 20
    InsightBaseAI▲87

    Talk to your database, build analytics by asking questions

    2023 · its alternatives →

21. 21
    TwelveZeros▲81

    Sales forecasting platform powered by AI

    2018 · its alternatives →

22. 22PA
    Panini AI – A platform to serve ML/DL models at low latency▲29

    2019 · panini.ai · its alternatives →

23. 23
    Avon AI▲72

    The Business Management Layer for AI Agents

    May 2026 · avon-ai.com · its alternatives →

24. 24NB
    Narrative BI – Actionable analytics for growth teams▲41

    Michael and Yury here – we're building a no-code analytics platform for growth teams that automatically generates actionable data insights. After working in the data space for many years, we realized there was still a huge gap in the marketing analytics market. Growth teams have so much marketing and advertising data, yet this siloed data is not actionable. The existing BI and search-driven analytics solutions are designed for data-savvy people. In our experience (previously built an NLP company called FriendlyData), non-technical people just don't know what questions to ask. So we decided…

    2022 · narrative.bi · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →