Dashboard
Vehicle Inventory Pipeline

Import, enrich, and export dealer inventory feeds

Hash-chain architecture ensures every stage — parsing, descriptions, images, slides, pricing — only runs when its inputs actually change. No wasted compute, no stale data.

Open Dashboard → How it works →
5
Import Sources
5+
Export Targets
11
Description Styles
6
Pipeline Stages
Pipeline

How the hash chain works

Each stage computes a hash of its inputs. If the hash hasn't changed, the stage is skipped. Only real changes trigger real work.

1
Import
CSV rows hashed. New or changed rows queued for parsing. Unchanged rows just update last_seen.
2
Parse
Extract features, images, prices. Compute FeatureHash, ImageHash, ValueHash, WriterInputHash.
3
Describe
Generate descriptions per channel (HTML, text, social, SEO, voice, print). Template or AI-powered.
4
Image & Overlay
Process vehicle photos. Apply dealer watermarks and branding overlays. Generate slide graphics.
5
Price & Lease
Estimate market value, compute monthly payments, fetch lease programs. TTL-driven refresh.
6
Export
Build pre-formatted rows for each platform. Dirty rows regenerated before file write.
Features

What you get

Purpose-built for automotive inventory at scale.

Multi-source import
vAuto, Max Digital, Vincue, Hoot, HomeNet. Each parsed into a normalized schema with per-row hash tracking.
11 description styles
HTML, plain text, social, SEO meta, voice scripts, window stickers. Each with its own writer version and dealer config.
Per-channel editing
Override any generated description for a specific VIN on a specific channel. Manual edits flagged and preserved across regeneration.
Image pipeline
Watermark and branding overlays. Dealer-configurable rules. Hash-based change detection prevents reprocessing unchanged images.
Rule-driven slides
Financing, warranty, CTA slides filtered by make, year, condition. Injected into vehicle image galleries automatically.
Epoch-based invalidation
Seven dealer epochs, system epochs, parser versions. Each concern has its own invalidation signal — no unnecessary regeneration.
Import Sources

Connect your feed provider

vAuto
Max Digital
Vincue
Hoot
HomeNet
Export Targets

Publish to every platform

Pre-formatted rows ready to write. Each platform gets its own export format with version-tracked generation.

Ready to manage your feeds?
Sign in to configure imports, descriptions, and exports for your dealership.
Open Dashboard →