The Molly Report

Auction-grade due diligence. On demand

Auction-grade due diligence. On demand

Auction-grade due diligence. On demand

A bidder's best friend

Deep research, delivered fast. Molly Report puts an army of AI analysts on a single VIN, surfaces what the listing leaves out, and lands a fully sourced dossier in your inbox in about an hour.

A bidder's best friend

Deep research, delivered fast. Molly Report puts an army of AI analysts on a single VIN, surfaces what the listing leaves out, and lands a fully sourced dossier in your inbox in about an hour.

Know what to pay. Know when to pass.

Molly Report grounds every bid in evidence: verified comps, documented history, flagged risks.

"The Molly Report is a comprehensive, VIN-specific provenance dossier that talks back. Delivered in minutes, built for the discerning collector staring down their dream car, who understands that information is power and time is money."

Tyler Berry, CEO Coffey & Sons

Dossier in your pocket

Read it on your phone in the auction tent. Open it on your laptop in the hotel lobby. Send the PDF to your shop, your broker, your partner.


One dossier, every surface, every decision-maker in the loop.

Currently in Closed Beta

The Molly Report is being refined alongside a small group of serious collectors. New members added on a rolling basis. Request access below.

AI-extensive. Human-verified.

Dozens of AI analysts deployed in parallel across archives, registries, forums, and press. Adversarial review challenges every verdict.


Humans verify where accuracy can't be left to a model.

Discovery Has Evolved

Today's customers want instant answers, not a list of links to sift through.

If AI doesn't know your brand, your customers won't either.

Conversion Multiplier

Customers who arrive through AI answers are up to nine times more likely to convert. (Source)

Why? They arrive pre-sold, with trust already established by the AI that recommended you.

Excellence Meets Intelligence

We craft AI visibility strategies for luxury brands where every interaction counts and one conversion can shape the bottom line.


Your clients expect excellence. Your strategy should reflect it.

Hybrid Atelier Model

We blend the precision of custom software with the strategic depth of expert consulting.


AI-native from the ground up, our platform pairs intuitive intelligent tools with deep research and dedicated expert guidance. Every solution is bespoke for your brand, not the masses.

The information advantage

The most valuable cars in the world are bought on information most buyers never have time to find. Molly Report changes that. Dozens of AI analysts deploy in parallel across the sources serious collectors have always relied on, surfacing the provenance, service history, comps, and red flags that decide whether a price is fair and a story is whole.

And if you don't understand something, just ask Molly.

The dossier is the beginning of the conversation, not the end of it. Follow up on any claim, drill into any source, get a plain-language answer in seconds. The most comprehensive collector car intelligence available anywhere, on tap.

FAQs

FAQs

What exactly do I get?

A VIN-specific dossier on a single collector car, delivered in about an hour. It covers provenance, ownership history, service records and gaps, condition signals, market comps, and any red flags surfaced during research. Every claim is sourced and traceable. The dossier is available on web, mobile, and PDF, and Molly is available afterward to answer follow-up questions on any finding.

How is this different from a Carfax or a vehicle history report?

Carfax and similar products are built for the mass market: title checks, accident reports, basic ownership counts. They're a starting point. Molly Report is built for collector cars, where value lives in the details those reports were never designed to capture: documented service intervals, registry entries, period press, forum chatter, auction provenance, condition language, and the small inconsistencies that decide whether a car is what it claims to be.

How much does a dossier cost?

Pricing during closed beta is set on a per-dossier basis and shared with members at sign-up.

© 2025 Coffey & Sons Labs, Inc

Coffey & Sons does not collect, store, or share personal data. Some 3D vehicle models are used under Creative Commons Attribution 4.0 (CC BY 4.0) and remain the intellectual property of their original creators. Models are artistic representations and not affiliated with or endorsed by their respective manufacturers unless explicitly stated.

© 2025 Coffey & Sons Labs, Inc

Coffey & Sons does not collect, store, or share personal data. Some 3D vehicle models are used under Creative Commons Attribution 4.0 (CC BY 4.0) and remain the intellectual property of their original creators. Models are artistic representations and not affiliated with or endorsed by their respective manufacturers unless explicitly stated.