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20 Kubit alternatives

Kubit: Warehouse-native product analytics that joins AI agent traces to user behaviour, so you can see which tool calls actually convert. 20 apps do similar work, most sharing Observability, Analytics and Dashboards, ranked by how much they have in common with Kubit.

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  1. AI-native business intelligence: ask questions in plain English, get governed SQL, dashboards and daily insights across 750+ data sources.

    Also: Analytics, Business Intelligence, Dashboards

  2. Agentic data platform that turns business questions into defensible, auditable narratives — with sources, assumptions and lineage attached.

    Also: Analytics, Dashboards, Enterprise

  3. The standard experiment tracker for machine learning, now with tracing and evaluation for LLM applications.

    Also: Dashboards, Observability

  4. Open-source, OpenTelemetry-native observability platform for logs, metrics and traces — with first-class tracing for LLM calls and agent runs.

    Also: Analytics, Observability

  5. Reads your production chat and voice agent conversations to surface the silent failures, frustration loops and policy breaches that offline evals never catch.

    Also: Analytics, Observability

  6. Dataiku

    Finds every AI agent an enterprise is running across AWS, Databricks, Google, Microsoft, Salesforce and Snowflake, then measures and risk-ranks them.

    Also: Enterprise, Observability

  7. A governed platform for running AI agents in production, with Omni — an automated forward-deployed engineer that builds and maintains them for you.

    Also: Enterprise, Observability

  8. Gong

    Subscription Marketing & Sales

    Revenue intelligence built on every customer conversation — what was said, what it predicts, and what to do next.

    Also: Analytics, Enterprise

  9. Chat with your data — upload spreadsheets and CSVs to run analysis, statistics, and visualizations in plain language.

    Also: Business Intelligence

  10. Teable AI, Inc.

    AI spreadsheet-database on Postgres: describe what you need, and it builds the tables, automations, dashboards and internal apps around your data.

    Also: Dashboards

  11. Session replay, error tracking and vision-AI agents in one SDK — agents watch real user sessions on a schedule, file the bugs they find and post to Slack.

    Also: Observability

  12. Arize AI

    AI engineering platform for tracing, evaluating and improving LLM apps and agents — with Phoenix, its open-source local-first counterpart, for teams that want to start without a vendor.

    Also: Observability

  13. An OpenTelemetry-native control plane for AI agents that enforces policy mid-run instead of paging you after the incident, with cost attribution and EU AI Act evidence built in.

    Also: Observability

  14. Evaluation-first AI development — measure whether a prompt or model change actually improved anything.

    Also: Observability

  15. Open-source LLM observability — trace, evaluate, and improve AI applications with production data.

    Also: Observability

  16. An AI on-call agent that drops read-only probes into running production code, capturing live variable snapshots and stack context without a redeploy or a restart.

    Also: Observability

  17. Real-time mobile observability with unsampled on-device logs, session replay and AI agents that triage and investigate app issues autonomously.

    Also: Observability

  18. Kube-DC

    Kube-DC.cloud is a fixed-price Kubernetes cloud for developers - with VMs, containers, managed databases, observability, backups, and unlimited traffic included.

    Also: Observability

  19. Prefactor Pty Ltd

    Agent observability and evaluation that scores every production run for quality, drift and risk — and can pause or block a risky action before it executes.

    Also: Observability

  20. Sim, Inc.

    Open-source AI workspace where teams build, deploy and monitor agents on one canvas — visually or in code, across 1,000+ integrations.

    Also: Observability