Industries · Automotive

AI for automotive, from part number to published page.

Match supplier catalogs, keep fitment and attributes in one record, and produce the imagery and creative each channel needs — with a confidence on every match and a person on the edge cases.

Every pair scored One part record Every channel size
supplier catalog 92% match fitment make model engine years APPROVED

Illustrative.

The work that breaks

Every catalog has its own part number.

Fitment lives in a spreadsheet.

Content ships before the image does.

What Melmac does

Match. Record. Render. Publish.

  • Match the catalog.OEM, aftermarket and distributor numbers, with ACES/PIES mapping and a confidence level on every pair.
  • Keep one part record.Attributes, fitment, assets and channel mappings in one canonical record.
  • Images that match the spec.One approved shot becomes the crops, backgrounds and angles each channel needs.
  • Creative at every size.Brand tokens in, rendered ads out, published as part of the run.
  • Check before publish.A rubric for fitment, claims and format, with a verdict on every run.
  • Forecast the part.Demand forecasts that show the evidence behind each number and let you rewind.
Catalog management Product data Ecommerce Brand and retail marketing Aftersales
The Melmac stack: applications, process generator, models and runtime

Crosswalk, PIM, Studio and Ads are the same stack, pointed at different parts of the catalog.

Who it is for

Built for the teams that own the catalog.

The catalog is the product. The imagery and the ads are how it gets found.

OEM Aftermarket supplier Distributor Dealer group Service network Marketplace team Catalog and product data Ecommerce Marketing
What the output shows

A match you can explain.

Every pair carries the attributes, text and images that voted for it, the confidence it earned, and the person who reviewed it when the score was low.

every pair scored

Attributes, text and images vote. Low-confidence pairs go to a person.

one record per part

Attributes, fitment and assets live in one place, not five channel copies.

every size rendered

Creative is laid out at the channel's exact dimensions, not recropped later.

one quote before the run

Agreed up front. You pay when the task is done.

The questionThe old wayA Melmac run
A catalog matchVLOOKUP and a spot check.Attributes, images and text vote; every pair is scored.
A product recordOne copy per channel.One record, mapped per channel.
A campaignOne hero image, recropped.Variants rendered at each size.
A bad listingFound after it goes live.Checked against a rubric before publish.
The invoiceRetainer plus ad hoc.One quote, paid on completion.
Example output

A catalog, a record, a rendered asset.

Illustrative dry runs, not client results. The numbers belong to the example; the record is the point.

Fourteen supplier sources consolidated into one catalog draft with every row scored

One catalog from many sources

Fourteen supplier sources into one draft; every match scored, the uncertain ones sent to a person. Draft, client names withheld.

See Crosswalk →
Four brand systems feeding one content engine that produces posts at scale

Many brands, one catalog

Four brand systems, one content engine, every claim grounded in the product record. Drafts, not published. Brand names withheld.

See Ads →

Ask for the same dry run on one catalog pair or one brand.

Questions

What automotive teams ask.

What are ACES and PIES, and can Melmac map to them?

ACES and PIES are the aftermarket standards for vehicle applications and product information. We scope the mapping as part of the run: attributes are normalised, fitment is treated as evidence, and every pair carries a confidence level.

Can Melmac match OEM and aftermarket part numbers?

Yes. Crosswalk normalises descriptions, units and attributes on both sides, then matches on attributes, text and images. Every pair carries a confidence level, and the uncertain ones go to a person instead of straight into the feed.

How do you handle vehicle fitment?

Fitment is a set of attributes, not a guess. We normalise year, make, model, engine and other attributes, then let the evidence vote. Low-confidence fitment goes to a review queue.

Do you generate product images?

Yes. Studio starts from an approved shot, reviews it against the product attributes, and generates the crops, backgrounds and angles each channel needs.

Can you produce dealer or brand ads?

Ads takes a product feed and a brand file, renders each asset at the exact size the channel needs, and publishes it. Many brands can share one catalog without redrawing anything.

Does Melmac replace our PIM?

It can be the product record, or it can feed the PIM you already run. One canonical record with attributes, assets and channel mappings is the point either way.

Can this work across multiple brands and markets?

Yes. One catalog can produce work for several brands, and channel mappings are derived per market rather than re-typed.

How do we start an automotive engagement?

Pick one catalog pair, one product family or one brand. We run a dry run so you can see the matching rules or the schema before anything is processed, then agree a single price. You pay when the task is done.

Start here

Bring one catalog. See the match.

One price, agreed before anything runs. You pay when the task is done.