Media & Publishing

Publishing is high-volume, deadline-driven, and increasingly data-dependent. AI fits all three.

Editors writing five headline variants manually. Tagging inconsistencies that break recommendation engines. Content archives with no clear classification system. SEO analysis that sits on someone's to-do list for three weeks.

We build AI systems that handle the classification, analysis, and production assistance layer of editorial operations — integrated into your CMS workflow so editors get the help where they are, not in a separate tool.

How we work

Tell us about your editorial workflow.

What we build.

Five specific AI workflows for media and publishing operations.

Article summarization and headline generation

AI generates article summaries, social snippets, push notification copy, and headline variants from full article text. Editors choose and edit. Production staff stop writing five versions of the same sentence.

Content classification and tagging

Automatically classify articles by topic, category, entity, and sentiment using your taxonomy. Consistent tagging enables better recommendation, search, and archive navigation, without a team of editors doing it manually.

SEO gap analysis and optimization suggestions

AI compares your published content against search demand data to surface topics you cover poorly, keywords your competitors rank for that you do not, and existing articles where structural improvements would lift traffic.

Audience segmentation from engagement data

Analyze reader engagement patterns (article completion rates, topic affinity, content format preferences) to build behavioral audience segments for personalization, newsletter targeting, and subscription offers.

Editorial calendar and topic research

AI monitors trending topics, news cycles, and content gap opportunities, generating weekly editorial calendar suggestions with supporting research so editors make briefing decisions faster.

Who we build for.

Digital publishers with high-volume daily content output
B2B media companies with complex content taxonomies and audience segments
Newsletter publishers managing multiple audience segments and topic verticals
Content marketing teams managing large article archives
News organizations automating production workflows without cutting editorial quality

Who this isn't for.

Publishers looking for AI to write journalism
AI assists editorial production: summarization, classification, SEO analysis. It does not replace reporters, editors, or the sourcing and verification that journalism requires. If the goal is to generate news articles autonomously, this is not what we build.
Organizations with no analytics data on content performance
Audience segmentation and editorial suggestion systems require historical engagement data. If you do not have article-level analytics, the first project is analytics implementation.
Single-person publishing operations
Our engagements are scoped for teams, not individuals. Solo publishers are better served by existing AI writing tools than a custom build.

Frequently asked questions.

How do you integrate with our CMS?: We have integrated AI content operations systems with WordPress, Ghost, Contentful, Sanity, Arc, and several proprietary CMS platforms via their APIs and webhooks. WordPress and Contentful integrations are fastest. Custom CMS platforms are evaluated on the discovery call. If there is a REST API or database access, integration is feasible.
How do you handle copyright and originality concerns?: For summarization and headline generation, the output is derived from your own content. Copyright concerns are minimal. For AI-assisted article drafting, we configure systems to generate from briefing documents and source material you provide, not from web scraping or competitor content. We include originality guidelines in the system configuration for each use case.
Can this work with paywall and subscriber data?: Yes. Subscriber engagement data (metered article views, subscription conversion events, newsletter open rates) can be incorporated into audience segmentation models. Subscriber data is treated as restricted-access data within the system. We do not use it to train models and process it only within your contracted system.
How do journalists and editors typically adopt these tools?: The tools that see fastest adoption are ones that remove friction from an existing task: headline generation at publication, automated tagging on save, SEO analysis triggered on draft completion. Tools that require editors to change their workflow or start a new session show slower adoption. We build integrations that fit into your CMS workflow, not parallel tools that require a separate login.

Ready to accelerate your editorial operations?

Tell us your daily content volume and which production task consumes the most editorial time. We will reply within one business day with a rough scope and price range.

Publishing is high-volume, deadline-driven, and increasingly data-dependent. AI fits all three.

What we build.

Five specific AI workflows for media and publishing operations.

Article summarization and headline generation

Content classification and tagging

SEO gap analysis and optimization suggestions

Audience segmentation from engagement data

Editorial calendar and topic research

AI monitors trending topics, news cycles, and content gap opportunities, generating weekly editorial calendar suggestions with supporting research so editors make briefing decisions faster.

Who we build for.

Digital publishers with high-volume daily content output

B2B media companies with complex content taxonomies and audience segments

Newsletter publishers managing multiple audience segments and topic verticals

Content marketing teams managing large article archives

News organizations automating production workflows without cutting editorial quality

Who this isn't for.

Publishers looking for AI to write journalism

AI assists editorial production: summarization, classification, SEO analysis. It does not replace reporters, editors, or the sourcing and verification that journalism requires. If the goal is to generate news articles autonomously, this is not what we build.

Organizations with no analytics data on content performance

Audience segmentation and editorial suggestion systems require historical engagement data. If you do not have article-level analytics, the first project is analytics implementation.

Single-person publishing operations

Our engagements are scoped for teams, not individuals. Solo publishers are better served by existing AI writing tools than a custom build.

Frequently asked questions.

How do you integrate with our CMS?

We have integrated AI content operations systems with WordPress, Ghost, Contentful, Sanity, Arc, and several proprietary CMS platforms via their APIs and webhooks. WordPress and Contentful integrations are fastest. Custom CMS platforms are evaluated on the discovery call. If there is a REST API or database access, integration is feasible.

How do you handle copyright and originality concerns?

For summarization and headline generation, the output is derived from your own content. Copyright concerns are minimal. For AI-assisted article drafting, we configure systems to generate from briefing documents and source material you provide, not from web scraping or competitor content. We include originality guidelines in the system configuration for each use case.

Can this work with paywall and subscriber data?

Yes. Subscriber engagement data (metered article views, subscription conversion events, newsletter open rates) can be incorporated into audience segmentation models. Subscriber data is treated as restricted-access data within the system. We do not use it to train models and process it only within your contracted system.

How do journalists and editors typically adopt these tools?

The tools that see fastest adoption are ones that remove friction from an existing task: headline generation at publication, automated tagging on save, SEO analysis triggered on draft completion. Tools that require editors to change their workflow or start a new session show slower adoption. We build integrations that fit into your CMS workflow, not parallel tools that require a separate login.

Ready to accelerate your editorial operations?

Tell us your daily content volume and which production task consumes the most editorial time. We will reply within one business day with a rough scope and price range.