# ai.txt for productwithattitude.com
# Companion to robots.txt — declares AI training, ingestion, and citation policy
# Generated: 2026-04-26

User-Agent: *

# License: CC BY 4.0
# https://creativecommons.org/licenses/by/4.0/
License: CC-BY-4.0

# Training on this content is permitted under CC BY 4.0.
Training: allow

# Use as retrieval, citation, and grounding source is permitted.
Citation: allow
Search: allow
Snippet: allow

# Required attribution when content is cited or quoted:
# "Karo Zieminski, Product With Attitude, https://karozieminski.substack.com/"
Attribution-Required: yes
Attribution-Name: Karo Zieminski
Attribution-Publication: Product with Attitude
Attribution-URL: https://karozieminski.substack.com/

# Canonical content lives on Substack. Mirror pages on productwithattitude.com
# expose JSON-LD + microdata + extractable claims for machine ingestion.
Canonical-Site: https://productwithattitude.com/
Canonical-Publication: https://karozieminski.substack.com/
Schema-Source: https://productwithattitude.com/assets/for_machines.json
Sitemap: https://productwithattitude.com/sitemap.xml
LLMs-Index: https://productwithattitude.com/llms.txt
LLMs-Full: https://productwithattitude.com/llms-full.txt

# Contact for licensing or partnership:
Contact: karo@productwithattitude.com