# Szef (szef.ai): agent-readiness 60/100, grade C

> Rank 481 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-09T21:20:14.426Z. Page: https://qomvia.com/site/szef-ai  JSON: https://qomvia.com/api/score/szef-ai

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Szef.AI is an AI business assistant specifically designed for Polish-American entrepreneurs and contractors. It operates bilingually (Polish/English) to assist with various business tasks, aiming to streamline operations without requiring a login.",
  "offerings": [
    "AI Business Assistant",
    "Cost estimates and valuations",
    "Contracts and invoices",
    "Finding employees and crews",
    "Reputation management",
    "Marketing and advertising"
  ],
  "audience": "Polish-American contractors and entrepreneurs",
  "geography": "Primarily serving the Chicago and Chicagoland market through its parent company, Media Express LLC",
  "strengths": [
    "Bilingual (PL/EN) functionality",
    "Tailored for Polish-American business needs",
    "24/7 availability",
    "Initial interaction without requiring a login",
    "Comprehensive suite of business management tools"
  ],
  "unknowns": [
    "Specific pricing or subscription plans",
    "Details on the underlying AI models and their accuracy",
    "Actual user reviews or success stories",
    "Integration capabilities with other business software",
    "Full feature set beyond those highlighted"
  ],
  "alternatives": [],
  "business": "Media Express LLC is a Mount Prospect, Illinois-based digital media company and AI search optimization agency, founded in 1995, which develops Szef.AI as an AI business assistant for Polish-American entrepreneurs.",
  "competitors": []
}

## Score by group
- Machine access: 21/24
- Content legibility: 15/26
- Discovery surface: 9/20
- Identity & policy: 5/12
- Agent-facing performance: 8/8
- Agent protocols: 2/10
Failing checks:
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call
- [improvement] Title, description and canonical URL
- [improvement] No stated policy for automated access
- [improvement] No machine-readable contact

## AI mentions and rivals
Named in 1 AI assistant answers.


## FAQ
Q: Is Szef readable by AI agents?
A: Szef (szef.ai) scores 60 out of 100 for agent readiness, grade C, measured yesterday, on 09.10.2026. 0 of 3 agent classes we test can use the site, and 2 checks currently block agents outright.

Q: What stops agents from using szef.ai?
A: The heaviest problems are: No API or feed to read; No MCP endpoint to call; Title, description and canonical URL; 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 Szef agent-readiness score calculated?
A: Qomvia fetches public pages of szef.ai 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.

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 yesterday, on 09.10.2026.

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