E-commerce & Retail

Product Description Agent

Generates SEO-optimised, marketplace-tuned product descriptions in bulk — multi-language.

Features

5

Tech

11

Steps

5

AI Agent

Product Description Agent

Production-readyObservable
OpenAI GPT-5
Anthropic Claude 4.7
Shopify API

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

Marketplace-specific

Amazon, Daraz, Shopify, Etsy — different tone and format per platform.

Feature 02

Bulk generation

1000s of SKUs processed in one batch overnight.

Feature 03

Attribute extraction

Pulls fields from spec sheets to populate listing forms.

Feature 04

A/B variants

3 variants per product for split testing.

Feature 05

Multi-language

Same product, native-quality copy in 5 languages.

Stack

11 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

OpenAI GPT-5Anthropic Claude 4.7Shopify APIWooCommerceAmazon SP-APIDaraz APIEtsy APIDeepLMistralpgvectorInngest

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

Product dataCustomer signalCompetitor + market data

Agent

Product Description Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

OpenAI GPT-5Anthropic Claude 4.7Shopify APIWooCommerceAmazon SP-APIDaraz API+5 more

Outputs

Listing updatePrice changeOrder action
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Brand voice intake

    Lock tone, banned words, USP framing.

  2. 02

    Attribute library

    Map your product attributes to listing fields per platform.

  3. 03

    Pilot SKUs

    20 products written and reviewed before bulk.

  4. 04

    Bulk processing

    Catalogue-wide rewrite over a weekend.

  5. 05

    Performance loop

    Top-converting listings inform future writes.

Outcomes

What you can expect

Real numbers we see when Product Description Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

10×

Listing throughput

SKUs onboarded per hour vs manual.

Outcome 02

+3-8%

Margin gain

From dynamic pricing inside guardrails.

Outcome 03

−60%

Stock-out reduction

Forecasting catches re-order needs weeks ahead.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy Product Description Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

Catalogue migration

Moving stores to Shopify or Amazon — 5,000 SKUs get rewritten to platform-best-practice descriptions in 3 languages in a weekend, not a quarter.

02

Competitor-aware pricing

Hourly competitor scrape + demand signals → price-change recommendations within margin guardrails, fully auditable, reversible.

03

Pre-stockout reorder

Two weeks before a SKU runs out, agent generates a PO with quantity, supplier choice, lead time — buyer just clicks approve.

Typical engagement

From kickoff to live in 4-8 weeks

Most Product Description Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$2,000 — $6,000

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $800/wk

Embedded retainer — best for evolving scopes.

Ready to ship Product Description Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

Get started

Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery