Ship 10× more products. Recover more abandoned carts. Read every review.

Product description generation, in 90% of cases — especially for brands with 100+ SKUs. A workflow that takes supplier data or product specs and turns them into brand-voice descriptions lets you ship new products 10× faster without hiring a copywriter for each batch. One brand I worked with went from 40 SKUs drafted per week manually to 400+ using the workflow, with no additional headcount. ROI is immediate and unambiguous.

Yes — all major platforms have public APIs. Shopify is the most common (Admin API, Metafields, Flow integration). WooCommerce via REST API. BigCommerce via their API. The workflow reads product data, writes descriptions, syncs inventory, or triggers customer messages based on whatever event shape you need. For Shopify Plus clients we can also wire into Shopify Flow for deeper automation.

Done well, yes — and it outperforms generic templates by a wide margin. The workflow references the specific product the customer looked at (with the photo), pulls reviews of that product into the email, and sends a second touch only if the cart is still active after 48 hours. One brand saw abandoned-cart recovery rate go from 8% to 19% after switching to the workflow. The personalisation feels helpful, not stalkerish, because it mirrors what the customer themselves was considering.

A sentiment-and-insight workflow reads every incoming review across Amazon, Shopify, Trustpilot, and Google, clusters by product and theme, surfaces trending complaints and praise weekly, and drafts responses for the customer service team. At volume (1,000+ reviews/month), this is transformative — you catch product issues in days not months, and response rate on negative reviews can double without adding headcount.

Pilot Workflow: $990 USD (€900 / £790 / A$1,490), 3 days, one live automation — fully credited toward the Sprint. 14-day Sprint: $6,500 USD fixed (€6,000 / £5,200 / A$9,800) for one full workflow. Monthly running cost: $60–$300 USD depending on volume. For a DTC brand doing $1M+ annual revenue where one recovered abandoned cart is worth $50–$200, payback is usually within 4–8 weeks.

Done naively, yes. Done properly, no — and often helps. The workflow writes to a brief that includes target keywords, category context, brand voice, and product-specific differentiators. Outputs are unique per SKU (not templated) and pass Google's helpful-content evaluation when written with real specs and real brand voice. We shadow-check every batch against Google's Rich Results Test for Product schema markup. AI descriptions hurt SEO only when they're generic, duplicated, or obviously written without human review — which is the failure mode of cheap bulk tools, not this workflow.