MacroLingo Academia AI Tool Finder
AI-JX Pilot Program ✈️
If you’re a journal or publisher ready to take a deeper dive into AI, strengthen your AI governance, and train up authors in the process, we might be a good fit for each other. We’re seeking 2 small- to medium-sized publishers to partner with on this journey. Get in touch.
The problem
Authors not disclosing AI use
Detection tools with high false-positive rates
Preventable desk rejections
Stretched teams with no AI policy bandwidth
The solution
AI-JX shifts author behavior before submission, not after. Education, targeted content, and policy updates run as one coordinated system – building a healthier author pipeline and a credible public position on AI governance at the same time.
Who this is for
Small and mid-sized publishers (SMPs)
Society publishers and independent journals
University presses and academic imprints
Teams without in-house AI policy expertise
The AI-JX framework
🎓Education
Led by Gareth Dyke, PhD
Live webinars on AI disclosure, research integrity, and responsible AI use for non-native writers.
📣Content
Led by Dr. Adam Goulston & MacroLingo
SEO blogs, social posts, and newsletters that build your author pipeline and AI governance visibility.
⚙️Policy + Tools
Joint workstream
Plain-English AI policy rewrites, tool guidance, and author submission page updates.
90-day deliverables
Sample plan – customized to your publications and goals.
🎓 Education
- Webinar: AI Tools and Research Integrity
- Webinar: Responsible AI for Non-Native Writers
- Editorial team session on interpreting AI tool outputs
📣 Content
- 4 SEO/GEO blog posts on AI ethics & disclosure
- Social posts for each webinar launch
- Monthly author-facing newsletter
- Post-webinar recap blogs
⚙️ Policy + Tools
- Full AI policy rewrite in plain English
- AI screening tool guidance for editors
- Author submission page updates
What success looks like at 90 days
Fewer desk rejections and cleaner first-pass submissions
Authors who understand disclosure requirements before they submit
A plain-English AI policy that editors can actually enforce
Editorial staff who interpret – not just receive – AI tool alerts
A content cycle ready to continue beyond the pilot
A credible public position on AI governance for your journal
Pilot partner spots: 2 remaining
Direct access to both Gareth and Adam across all three workstreams. Pilot pricing reflects this early stage – apply before spots close.
AI governance and training for your journals
