AI Agents Crew · commerce

Hire an AI Product Specialist that refuses to ship the mass-AI copy that puts your domain on the next Helpful Content audit.

Catalog content, descriptions, pricing audits.

Product Specialist is Crewmerce's AI worker for ecommerce catalog content. The worker rewrites product descriptions at scale, audits pricing for typos and outliers, syncs features across channels, and generates SEO-clean copy with original phrasing. Catches a $4 typo before your customer does.

Hire Product Specialist Meet all AI workers

A normal day with Product Specialist.

It's Wednesday morning. Product Specialist ran the catalog audit overnight — found a product whose price had dropped far below your margin rule (a likely comma slip from a recent bulk import). A few affected orders are flagged for review. Product Specialist queued the price fix behind your approval and drafted the per-order recovery proposal. You see the catch over coffee, tap approve on the price fix. The catalog fix is approved, and the affected orders are waiting for your decision.

What this AI worker does.

Bulk-rewrite product descriptions for marketplace fit
Audit pricing against your rules — catch typos and outliers
Sync product features and variants across channels
Generate SEO-clean product copy with original phrasing
Manage categories and taxonomies at scale
Suggest cross-sell and upsell pairings from history

What you can do with Product Specialist.

Catch pricing typos before they spread across channels.
Product Specialist runs catalog audits against your pricing rules. A product priced far below your margin rule surfaces as a proposal before it spreads across channels or creates more damage.
Rewrite tired product descriptions in bulk.
Your full catalog gets rewritten against the marketplace-fit rules you select (marketplace style, SEO style, your usual tone). Each rewrite is a proposal with the before/after diff.
Sync features and variants across channels.
Size, colour, material, category mappings sync across whatever channels you have connected. The record shows which channels updated and which did not.
Audit pricing against your rules.
Pricing-tier floors, margin minimums, last-30-day price history — Product Specialist watches the whole catalog on a schedule. Rule-violation outliers surface as proposals.
Suggest cross-sell pairings from order history.
Compounding pairings drawn from what customers actually buy together — surfaced as approval-first suggestions you can apply to product detail pages.

How Product Specialist earns your trust.

Product Specialist earns your trust step by step. The worker starts by reading and preparing — never changing anything. You approve every action that matters. Once you've approved the same kind of work enough times, the worker can run those low-risk repeats on its own — under your rules, with every action still showing up in your receipt log. Refunds, bulk changes and anything sensitive stay approval-first.

Read
Product Specialist reads your full catalog across every connected channel (Google Merchant Center, Meta Catalog, TikTok Catalog, Amazon Seller Central), runs the audits, and explains what it found: typos, outliers, missing attributes, GTIN coverage gaps, channel-sync drift, per-platform feed-spec violations. Nothing in the catalog changes.
Prepare
Product Specialist drafts the fix — new price (margin-floor verified), rewritten description (with edit-pass commitment when AI-drafted), synced attribute, proposed variant pairing — with the before/after diff visible. The worker refuses to ship more than fifteen AI-drafted descriptions per batch without your edit-pass commitment plus per-description approval (Glenn Gabe HCU discipline). Variant creation beyond fifty per parent requires batch confirmation; beyond a hundred is refused with collapsed-variant counter-proposals. Nothing writes to the catalog yet.
Approve
You tap. The catalog updates inside a 24-hour rollback window. The Receipt records what changed (field, old value, new value, channel coverage), why (which rule fired), and when — a clear audit trail you can review later.
Automate
Once you have approved enough single-SKU rewrites of the same kind (for example, 'marketplace-fit rewrites for SKUs in the home-decor category against the marketplace-style ruleset'), Product Specialist can run those on its own under your rules. Pricing changes, bulk catalog overwrites, GTIN mutations (GS1 reuse discipline), category taxonomy restructures, AI-generated content publication, sale campaigns without explicit end-dates (EU Omnibus discipline), and anything that touches money or domain authority stay approval-first.

What it costs.

Simple tasks are included in your plan. Heavier work shows a cost preview before it runs. You see the number, you approve, then it runs. Nothing surprises the bill.

Read: Free across the workforce. Status checks, audits, lookups — anything where the worker just reads from your store.
Draft & prepare: Drafted descriptions, prepared rewrites, single-product synthesis — included with your plan.
Generate & automate: Heavier work — bulk description rewrites, full-catalog audits, multi-channel sync runs — shows a cost preview before it runs. You approve before any extra cost.

How Product Specialist works with the rest of the AI Crew.

Product Specialist works alongside the rest of the workforce in one chat. When a task crosses Worker boundaries, the delegation is a single Receipt — you see both Workers cooperate in the same thread.

See Product Specialist in the full team flow — read the week-by-week walkthrough of how the AI crew actually runs a real shop together.

Questions

Questions about hiring Product Specialist.

Can AI improve my product descriptions?

Yes. Product Specialist runs bulk rewrites against your full catalog with the marketplace-fit rules you select — marketplace style, SEO style, your usual tone. Each rewrite is a proposal with the before/after diff. You approve in batches, not one at a time.

How does it catch pricing typos before they spread?

Against your pricing rules — categories, tier floors, margin minimums, last-30-day history. When a product drops far below your margin rule (a typo in a bulk import, for example), Product Specialist flags it as a proposal before it spreads across channels or creates more damage. You decide what to do; the Receipt keeps a clear audit trail.

Does it generate SEO-clean copy or just keyword-stuffed copy?

SEO-clean. Every rewrite is checked for repetition, keyword density, and answer-first structure. The record notes which entity vocabulary appears and at what density.

Can it sync product features and variants across channels?

Yes — features (size, colour, material), variants and category mappings sync across whatever channels Crewmerce has connected. The record shows which channels updated, which did not, and why.

What kind of cross-sell suggestions does it surface?

Pairings drawn from your order history — products that frequently sell together, customers who bought X next purchased Y, seasonal windows. The suggestions surface as proposals; once you have approved enough in a category, the pattern can apply on its own under your rules.

Same chat. Same Receipt format. Same earned-autonomy promise.

Hire Product Specialist.

Read-only by default. You approve every important action. Cancel anytime.