# Soda (soda.io): agent-readiness 56/100, grade D

> Rank 632 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-23T01:50:14.575Z. Page: https://qomvia.com/site/soda-io  JSON: https://qomvia.com/api/score/soda-io

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Soda is an AI-native data quality platform designed to automate the process of finding, understanding, and fixing data quality issues. It aims to unite business and engineering teams in a shared workflow to monitor and enforce data quality standards across an organization's data stack.",
  "offerings": [
    "AI-native data quality platform",
    "Automated data quality monitoring",
    "Data quality issue detection and resolution",
    "Collaborative workflow for data teams",
    "Data quality observability",
    "Data reliability engineering tools"
  ],
  "audience": "Data engineers, data analysts, data scientists, and business users responsible for data quality and data governance in data-driven organizations.",
  "geography": "Global",
  "strengths": [
    "Focus on AI-driven automation for data quality.",
    "Promotes collaboration between business and engineering teams on data quality.",
    "Provides end-to-end capabilities from detection to resolution of data issues.",
    "Scalable monitoring for diverse data environments.",
    "Integrates with existing data infrastructure and tools."
  ],
  "unknowns": [
    "Specific pricing tiers or detailed product roadmap.",
    "Exact market share or revenue figures.",
    "Comprehensive list of all customer success stories and detailed use cases.",
    "In-depth analysis of their proprietary AI algorithms.",
    "Specific security certifications beyond general industry standards."
  ],
  "alternatives": [
    "montecarlo.com",
    "bigeye.com",
    "acceldata.com",
    "datafold.com",
    "atlan.com"
  ],
  "business": "Soda provides an AI-native data quality platform for data-driven organizations globally to automate data quality monitoring and resolution, fostering collaboration between business and engineering teams.",
  "competitors": [
    "montecarlo.com",
    "acceldata.com",
    "bigeye.com",
    "datafold.com",
    "databand.ai",
    "atlan.com",
    "collibra.com"
  ]
}

## Score by group
- Machine access: 24/24
- Content legibility: 16/26
- Discovery surface: 9/20
- Identity & policy: 0/12
- Agent-facing performance: 5/8
- Agent protocols: 2/10
Failing checks:
- [blocker] The site does not say who it is
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call
- [improvement] No stated policy for automated access
- [improvement] No machine-readable contact

## Add-on packs
- E-commerce & product feeds: 23/100 (not part of the public score)

## AI mentions and rivals
Named in 1 AI assistant answers.
- acceldata.com: not measured
- bigeye.com: not measured
- datafold.com: not measured

## FAQ
Q: Is Soda readable by AI agents?
A: Soda (soda.io) scores 56 out of 100 for agent readiness, grade D, measured today, on 23.10.2026. 0 of 3 agent classes we test can use the site, and 3 checks currently block agents outright.

Q: What stops agents from using soda.io?
A: The heaviest problems are: The site does not say who it is; No API or feed to read; No MCP endpoint to call; No stated policy for automated access; No machine-readable contact. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.

Q: How is the Soda agent-readiness score calculated?
A: Qomvia fetches public pages of soda.io as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100. E-commerce & product feeds checks are scored separately (23/100) and do not affect the public score or rank.

Q: How often is this score updated?
A: Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from today, on 23.10.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard — category ranking: https://qomvia.com/leaderboard/saas-software
- Score another site: https://qomvia.com/