VIN-level market intelligence · Operating across the U.S.

Know what the market is doing before your competitors do.

ETIMUS continuously monitors dealership inventory across every major platform, tracking every price move, listing change, and behavioral pattern — and delivers it as actionable intelligence at the individual VIN level.

Millions
of VIN observations tracked and maintained across U.S. markets
Daily
Continuous monitoring — no batched feeds or stale snapshots
All major
Dealership platforms normalized into one unified intelligence model
VIN-level
Every signal tied to an individual vehicle, not aggregated averages
How it works

From raw listings to market intelligence

Three layers turn fragmented, inconsistent platform data into a clear picture of what the market is actually doing.

01

Continuous monitoring

Automated processes observe active dealership listings across all major platforms — detecting changes in price, availability, and content as they happen, without relying on self-reported feeds.

02

VIN-level normalization

Platform-aware classification aligns inconsistent source data into a unified VIN-centric model. Every vehicle builds a persistent historical record, so continuity is preserved even when source systems are inconsistent or incomplete.

03

Behavioral signals

Raw changes become meaning: pricing volatility, inventory aging, stagnation risk, dealer patterns, and market momentum — converted into signals you can act on.

What ETIMUS surfaces

A behavioral map of the market

Not just a list of vehicles — a living record of how inventory moves, prices shift, and dealers behave over time.

Inventory movement

Appearance, disappearance & re-entry

Track when vehicles enter and leave the market, how long they persist, and when they reappear — across dealers and geographies.

Pricing behavior

Volatility, stagnation & timing patterns

Identify price cuts, repeated adjustments, and long-stagnant listings that signal dealer pressure or weak demand.

Vehicle-level memory

Full history for every VIN

Each VIN accumulates a persistent record of every observed state: pricing history, platform presence, content changes, and classification over time.

Dealer intelligence

Behavioral patterns by dealer

Observe how individual dealers manage pricing, inventory churn, and listing strategy — revealing patterns invisible from a single snapshot.

Operational intelligence

Built for monitoring, comparison, and decision-making at scale

Whether you're benchmarking pricing strategy, monitoring competitor inventory, or identifying acquisition opportunities — ETIMUS gives you the underlying market reality, not a curated feed.

Use cases

Who uses ETIMUS

Designed for any organization where knowing what the automotive market is actually doing creates a meaningful advantage.

Dealers & Groups

Competitive pricing intelligence

See how your inventory and pricing compares to regional competitors in real time. Spot stale competitor listings before they reprice, and act before the market moves past you.

Lenders & Insurers

Market value verification

Ground valuations in observed market behavior, not just published averages. Know how long comparable vehicles actually sit, and at what price they ultimately move.

Analysts & Researchers

Market trend monitoring

Track inventory levels, pricing shifts, and behavioral changes across makes, models, and regions over time — with VIN-level fidelity that aggregate reports cannot match.

Intelligence in practice

What a signal actually looks like

ETIMUS doesn't surface averages. It surfaces moments — specific, observable shifts in individual vehicles that reveal what's happening in a market before it shows up anywhere else.

This is the kind of signal ETIMUS produces continuously, across millions of VINs, in markets across the U.S.

Signal detected · Chicago Metro
2021 Jeep Wrangler Unlimited
Pressure signal
Day 1
Listed at $38,995 — Highland, IL dealer
Day 8
No change. Listing persists across 3 platforms.
Day 19
Price drops to $37,795 — $1,200 reduction
Same day
2 comparable VINs disappear from nearby markets
ETIMUS flags: Likely dealer pressure on aging unit. Regional supply tightening on comparable trim. Price cut after 19 stagnant days precedes broader market movement — visible here before aggregate reports catch it.
Illustrative example based on the type of signals ETIMUS surfaces.
The automotive market is noisy, fragmented, and constantly shifting. ETIMUS creates continuity — a living intelligence layer that turns that noise into clarity.

Request a briefing.

See sample market signals for your region, or read the whitepaper for the full technical picture. We'll show you what ETIMUS is observing right now.