Workflows
For multi-step generation processes or custom integration requirements, we build automated workflows that connect directly to your systems and data sources.
General Workflows
Article workflow – Generate longform articles optimized for SEO and GEO. The workflow includes built-in editing and versioning, so content can be reviewed, revised, and tracked through multiple iterations before publishing.
Image bundle workflow – Attach a zip file of product images alongside your input data so the model can reference visuals during generation. This produces more accurate, detail-rich content by grounding descriptions in what the product actually looks like rather than relying on metadata alone.
Aggregated generation workflow – When your input sheet contains multiple rows that share the same grouping key (e.g. a reference ID, a parent SKU, or any column you designate), this workflow groups them together and generates content once per unique key, with the full context of every related row. Useful for parent/child product structures, colorway variants, or any dataset where isolated row-by-row generation would lose important cross-row context.
Joint translation workflow – Translate multiple related text fragments together in a single pass - for example, the headline, body copy, button labels, and meta description of the same web page. Because the model sees all fragments at once, it maintains consistent terminology, tone, and cross-references across the whole piece, avoiding the drift that happens when each snippet is translated in isolation.
Custom Workflows
Fashion retail brand – Automated generation of structured product content (title, short description, bullet points, color code, material code) from product images and metadata. Output formatted for direct CMS import without manual reformatting.
Global automotive manufacturer – Large-scale contextual web page translation within custom Excel templates, integrated into existing content approval workflows.
Travel and hospitality platform – Contextual content translation with custom export formatting and direct CMS integration for seamless publishing.
Questions?
Contact us to learn more.