ProductsDecision software

Will It Flip

Vehicle acquisition evaluator · MVP · Product preview

A VIN-based vehicle evaluator that combines asking price and reconditioning cost with transparent margin math and a 0–100 flip score.

Local product preview · explore the interface and workflow below.

Inside the product

How it works

  1. Enter a VIN, the asking price, and estimated reconditioning cost.

  2. Decode the vehicle identity and compare costs with the configured comps provider.

  3. Read the score alongside its margin and confidence factors; MVP comparables are mock data.

  4. Verify real market prices and inspect the car before making an acquisition decision.

What it solves

A low asking price does not automatically make a car a good acquisition. The evaluator makes costs, margin, demand, and data confidence visible before a buyer investigates further.

Capabilities

  • NHTSA VIN decoding
  • Asking-price and reconditioning-cost inputs
  • Explainable margin, ROI, demand, and confidence factors
  • Provider adapters for future market comps; the MVP uses clearly labeled mock comps

Where it gets hard

  • Mock comparable prices must never be represented as live market evidence
  • A score cannot replace inspection or verified acquisition and resale costs

In the loop

The MVP uses transparent scoring and provider adapters, with mock comparables clearly marked.

The buyer verifies market evidence, inspects the vehicle, and decides whether to proceed.

Actual product interfaces. Captions identify local previews and sample data. Screenshots do not expose private workspaces or production records.

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