AI · alternatives · 2026

24 alternatives to RagaAI Catalyst

Observe, evaluate and debug AI agents

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes.

1. 1
   RAGaaS▲75

   The API for building production-ready AI apps with your data

   2025 · sitegpt.ai · its alternatives →

2. 2
   Agentation▲428

   The visual feedback tool for AI agents

   Mar 2026 · agentation.com · its alternatives →

3. 3
   Atla▲492

   Automatically detect errors in your AI agents

   2025 · atla-ai.com · its alternatives →

4. 4
   EarlyAI▲356

   AI Agent for test code generation

   2024 · startearly.ai · its alternatives →

5. 5
   Powabase▲415

   Build AI apps with Postgres, RAG, and agents

   May 2026 · powabase.ai · its alternatives →

6. 6
   Progress Agentic RAG▲31

   Trusted AI answers with citations, deployed in days

   Mar 2026 · its alternatives →

7. 7
   RagMetrics▲13

   We built live AI evaluation to detect hallucinations, grounding issues, and drift as outputs are generated. This helps teams move GenAI from pilots into production.

   2025 · ragmetrics.ai · its alternatives →

8. 8
   Super RAG▲114

   Super performant RAG pipelines for AI apps

   2024 · github.com · its alternatives →

9. 9
   Agentic API Grader by SaaStr.ai▲59

   Your #1 new customer is an AI agent. Are they getting an A?

   May 2026 · saastr.ai · its alternatives →

10. 10
    DebugBase▲95

    Stack Overflow for AI agents

    Mar 2026 · debugbase.io · its alternatives →

11. 11
    Hapax▲85

    Watches your workflows. Builds your Agents. Automatically.

    Apr 2026 · askhapax.ai · its alternatives →

12. 12
    Okareo▲127

    Error discovery & evaluation for AI Agents

    2025 · okareo.com · its alternatives →

13. 13
    APIEval-20▲121

    An open benchmark for AI agents that test APIs

    May 2026 · resources.kusho.ai · its alternatives →

14. 14
    AgenticLens▲64

    Visual debugging, tracing, and replay for agent workflows

    Apr 2026 · agenticlens.in · its alternatives →

15. 15
    Agentset▲92

    APIs for building AI chat and search

    Feb 2026 · agentset.ai · its alternatives →

16. 16
    Dynamiq's Agentic AI Studio▲93

    The fast lane from agentic AI idea to production

    2025 · getdynamiq.ai · its alternatives →

17. 17
    Agent Activity▲72

    See what your AI agents do behind

    21d ago · le-max-app.com · its alternatives →

18. 18
    RAG Engine▲22

    Connect external data to AI apps in minutes

    2025 · ragengine.io · its alternatives →

19. 19
    Rag About It▲48

    Dive deep into AI Retrieval Augmented Generation (RAG)

    2024 · ragaboutit.com · its alternatives →

20. 20
    Ragner.ai▲4

    Turn APIs to agents in minutes

    2025 · ragner.ai · its alternatives →

21. 21
    Argmin AI▲32

    Hey, HN community! We've built Argmin AI after shipping LLM features where the demo worked, then the bill and latency got unpredictable in production. Prompts expanded, context grew, retrieval got noisy, retries appeared, and agent workflows added loops. Argmin AI optimizes LLM-related expenses as a system: 1. prompt and context efficiency 2. model selection and routing 3. RAG inefficiencies and caching opportunities 4. agent workflows (tool calls, retries, loop control) Changes are validated with evals and guardrails (tests, gates, judges), tailored to your quality definition and goals.…

    Jul 2026 · argminai.com · its alternatives →

22. 22
    Ragora▲5

    Private RAG+marketplace to sell your knowledge to AI agents

    Feb 2026 · ragora.app · its alternatives →

23. 23
    TraceSalesAI ▲5

    Build Agentic AI That Sells Smarter, Better, and Faster

    Dec 2025 · trigma.com · its alternatives →

24. 24
    ThickDot Agent▲14

    Ai agent automates end-to-end inventory receiving process

    2025 · agent.thickdot.com · 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 →