Runner AI

Benchmarks

How Runner AI scores on agent readiness and AI visibility AI Readiness and GEO Score are platform assessments generated by VibeLaunch after submission.

Decision summary

Entrepreneurs and small business owners launching online stores

Overview

Runner AI is an AI-native e-commerce store builder. Describe your brand and products in plain language and Runner AI generates a complete storefront — product pages, copy, checkout, marketing, SEO, and analytics — then keeps optimizing it automatically.

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Agent Readiness

How well an agent can understand this product and reconstruct a documented workflow from its official information.

Automated agent-readiness assessment of https://www.runnerai.com/: 6 of 22 checks verified across 6 fetched pages. No substantial machine interface is documented — agents can understand and cite the product but not operate it. Absent: agent_tooling_artifacts, api_reference, authentication, request_examples, response_examples, error_documentation.

Readiness dimensions

Dimension	Score
Documentation quality	65
Execution verifiability	0
Machine interface	10
Project clarity	75
Resource discoverability	100
Workflow completeness	33

What helps agents

docs: verified during this run
llms txt: verified during this run
sitemap: verified during this run
quickstart: verified during this run
changelog: verified during this run
mcp: verified during this run

Where agents are blocked

No agent instruction files, code-distribution commands, or named slash-command skills found across fetched pages.
No api reference signal matched across 6 fetched pages.
No authentication signal matched across 6 fetched pages.
No request examples signal matched across 6 fetched pages.
No response examples signal matched across 6 fetched pages.
No error documentation signal matched across 6 fetched pages.

Check	Status	Details
Learn2 of 5 verified
Documentation	Verified	Developer/documentation pages reachable from the entry page (e.g. https://docs.runnerai.com/en/guides/getting-started).
Quickstart	Verified	Probe matched on https://docs.runnerai.com/en/guides/getting-started: /quick ?start\|getting started\|in (five\|5)/.
API reference	Not found in the audited source chain
Request examples	Not found in the audited source chain
Response examples	Not found in the audited source chain
Connect1 of 4 verified
SDK	Not found in the audited source chain
MCP interface	Verified	Probe matched on https://docs.runnerai.com/en/guides/getting-started: /model context protocol\|\bmcp\b(?!-)/.
Webhooks	Not found in the audited source chain
Authentication documentation	Not found in the audited source chain
Operate0 of 6 verified
CLI	Not found in the audited source chain
Non-interactive CLI	Not applicable	No CLI was found to evaluate for this property.
Structured CLI output	Not applicable	No CLI was found to evaluate for this property.
Structured import and export	Not found in the audited source chain
Success verification	Not found in the audited source chain
Agent tooling artifacts	Not found in the audited source chain
Maintain1 of 4 verified
Error documentation	Not found in the audited source chain
Rate limits	Not found in the audited source chain
Version information	Not found in the audited source chain
Changelog	Verified	Probe matched on https://www.runnerai.com/changelog: /changelog\|release notes\|what'?s new/.
Discover and verify2 of 3 verified
llms.txt	Verified	llms.txt published at the site root (47 lines).
Sitemap	Verified	sitemap.xml reachable and lists site pages.
Agent-native positioning	Partial	Agent-native positioning as a marketing claim without a documented path: "The homepage describes AI agents running the business but lacks concrete operational paths for AI coding agents like slash-command skills or AGENTS.md.".