Amazon Listing Automation

From product catalog
to live Amazon listing.

Upload a product catalog. Our multi-agent AI pipeline handles image analysis, keyword research, copy generation, and quality control — then publishes straight to Amazon and generates product videos, automatically.

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17
AI Agents
4-Layer
Hybrid Search
SP-API
Direct Publish
OneDrive
Video Pipeline
Live
SSE Telemetry
Full
Audit Trail

Everything you need, from generation to go-live

Built for e-commerce teams that need to move fast without sacrificing quality — or losing track of who did what.

Generate

A 17-agent pipeline that writes the listing for you

Multi-Agent Pipeline

A 17-agent LangGraph state machine executes per-product workflows with automated checkpointing, retry logic, and deterministic attribute extraction.

4-Layer Hybrid Search

Dense vector search (pgvector) and native BM25 full-text search (ParadeDB pg_search) run independently against the full keyword catalog, are fused with Reciprocal Rank Fusion, then re-ranked by a cross-encoder for final relevance.

AI Image Analysis

A vision model reads main and lifestyle images to extract accurate product features and specs that feed directly into title, bullet, and description generation.

Keyword & Ad Engine

Candidate keywords are judged, deduplicated, and filtered for negative and competitor terms before being split into search-term and ad-keyword pools sized for real campaign use.

Bulk XLSX Processing

Upload a product catalog spreadsheet with hundreds of SKUs. Celery fans work out across every row in parallel, then aggregates results back into one run.

Human-in-the-Loop Review

Listings move from 'Unverified' to 'Verified' only after passing automated QC audits and receiving explicit human sign-off — before anything ships anywhere.

Publish

Ship straight from the platform — no manual export

Publish to Amazon (SP-API)

Push title, bullets, description, search terms, and images directly to live Amazon listings via the Listings Items API — Seller Central and Vendor Central both supported, with live per-SKU progress streamed to the screen.

Delete Listings & Clear Attributes

Remove a listing entirely, or surgically clear a single attribute (an image slot, a bullet point, search terms) without touching the rest of the listing — with a dry-run mode for both.

Product Video Generation

Auto-render a product video from your catalog's own images and upload it straight to your OneDrive — secured by your own Microsoft sign-in, so no video credential ever touches the server.

Real-time Execution Telemetry

Redis-backed Server-Sent Events stream live progress for every job — pipeline runs, Amazon publishes, and video renders alike — every step, as it happens.

Govern

Full visibility into who did what, and what it cost

Role-Based Access Control

Administrators manage users, configure organization settings, and see everything. Regular users get scoped access to their own pipeline runs and outputs.

Per-User LLM Keys & Cost Tracking

Admins can assign each user their own encrypted OpenAI, DeepSeek, or Gemini key — avoiding shared rate limits — while every call's tokens and cost are tracked per user, per model, with admin-editable pricing.

Full Audit Trail & Analytics

Every consequential action — publishes, deletions, video jobs, content edits, logins — is logged and attributed to the person who did it, filterable in an activity log and visualized per-user in a 30-day analytics dashboard.

Vector DB & SharePoint Ingestion

Client keyword catalogs sync automatically from SharePoint into a dedicated pgvector store per client, keeping every client's retrieval pool current without manual uploads.

How it works

From spreadsheet to live Amazon listing, in four steps.

01

Upload Your Catalog

Import your product catalog as an XLSX file. Each row becomes an independently processed listing job.

02

Pipeline Runs Automatically

The 17-agent state machine analyzes images, retrieves keywords through 4-layer hybrid search, drafts copy, and validates against Amazon policies.

03

Review & Verify

Check each listing in the output library. Nothing moves forward until a human explicitly signs off.

04

Publish Everywhere

Push verified listings straight to Amazon via SP-API, and auto-generate product videos to OneDrive — all from the same workspace.

Ready to streamline your listings?

Sign in with your organizational credentials to access the workspace.

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