# Shoppable repair reports from vehicle photos

Canonical source: [Shoppable repair reports from vehicle photos](https://www.autoestimatepro.com/)

Publisher: AutoEstimatePro LLC. Author: AutoEstimatePro LLC.

> Upload vehicle photos for preliminary repair estimates, parts sources, and suggested maximum bids. Plan your budget before buying or repairing a vehicle.

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Upload photos and a VIN to get repair costs, labor estimates, parts sourcing, hidden-damage risk, and your best repair or bid decision — in minutes.

Start

Upload up to 10 vehicle photos on the next page. A 17-character VIN is required to generate your report.

Transform vehicle photos into complete, shoppable repair reports

MFB

Max Flip Bid

Best price for quick resale profit

MRB

Max Rebuild Bid

Optimal price for repair & resell

MSB

Max Salvage Bid

Best price for parts value

Simple 6-Step Process

## How It Works

From auction listing to max bid number in minutes — here's what happens when you run a report.

Enter VIN

Paste the VIN and upload your own vehicle photos

VIN Decode & Checks

Specs, public auction history & model recalls.

Expert Analysis

Identifies every damaged component

Cost Report

Parts & labor itemized line-by-line

Parts Links

Real vendor prices — shop before you bid

Max Bid

MFB, MRB & MSB — your ceiling number

[Start Your Assessment](https://www.autoestimatepro.com/home)

Already have credits? Go straight to the tool.

Preliminary repair planning from vehicle photos, VIN information, and parts pricing. Reports typically take 5–10 minutes; processing time varies. Public auction history may be incomplete; model recall checks do not confirm whether this VIN has unrepaired recalls. Have a professional verify the findings before bidding or authorizing repairs.

Purpose-Built Solutions

## Every Tool You Need

Purpose-built solutions for auction buyers, insurance adjusters, parts dealers, and repair shops.

On iPhone or Android? [Explore AutoEstimatePro for photo repair estimates and salvage auction bid planning](https://autoestimatepro.app/).

[Copart & IAA

### Auction Estimator & Fee Calculators

Damage analysis, max bid calculator, and full fee breakdown for Copart and IAA salvage auctions. Know your repair cost, flip ROI, and true out-the-door cost before you bid.

Explore](https://www.autoestimatepro.com/copart-auction-estimator)

[Auction Strategy

### Auction Intelligence

Smart bidding strategy, profit maximization, and risk analysis across Copart, IAA, and Manheim — including dealer-grade ROI reports for Manheim vehicles.

Explore](https://www.autoestimatepro.com/ai-auctions)

[OEM & Aftermarket

### Parts Marketplace

Browse OEM and aftermarket parts listings by vehicle and damage zone, with live eBay and Amazon pricing.

Explore](https://www.autoestimatepro.com/parts)

Android App

### [Car Repair Estimate & Parts](https://www.autoestimatepro.com/android-car-repair-estimate-app)

Create photo-and-VIN repair reports on Android. Explore AI Part Finder, itemized costs, vehicle values, bid scenarios, transport, saved reports and sharing.

[Learn more](https://www.autoestimatepro.com/android-car-repair-estimate-app)

iPhone App

### [Car Repair Estimate & Parts](https://www.autoestimatepro.com/car-repair-cost-estimator-app)

Use photos and a VIN on iPhone for preliminary repair reports, AI Part Finder, vehicle values and auction budget tools. Reopen reports and share them with your shop.

[Learn more](https://www.autoestimatepro.com/car-repair-cost-estimator-app)

[Body Shops

### Auto Repair Estimate

Modern body shop websites with photo estimate intake built in. Customers submit photos and VIN from their phone. Reports typically take 5–10 minutes; processing time varies. Your estimator verifies the final estimate.

$99.99/moSale — $299/mo

Explore](https://www.autoestimatepro.com/body-shop-solutions)

[Dealer DMS

### AutoDealerPro

Full dealer management system — inventory, leads, deal desk, QuickBooks sync, and AI listing copy. Everything a modern independent dealer needs in one place.

Explore](https://www.autoestimatepro.com/dealer/overview)

[ChatGPT · MCP

### AutoEstimatePro for ChatGPT

Prepare photos and a VIN, review the vehicle, and confirm a report in supported ChatGPT connections. Read saved estimates using your existing account and subscription.

Explore](https://www.autoestimatepro.com/chatgpt-mcp)

[Claude · MCP App

### AutoEstimatePro for Claude

Select vehicle photos and enter a VIN in supported Claude MCP Apps. Review and explicitly confirm before using one report, then retrieve your saved results.

Explore](https://www.autoestimatepro.com/claude-mcp)

[Gemini · MCP

### AutoEstimatePro for Gemini

Connect through supported Gemini chat connections with a server URL and your existing login. Read saved reports and prepare photo estimates without a terminal. Check the setup guide for Google's account and availability requirements.

Explore](https://www.autoestimatepro.com/gemini-mcp)

Proprietary Assessment Engine

## How We Read a Damaged Vehicle

Every part goes through five classification steps — detection, damage typing, action decision, severity rating, and labor costing — before a single dollar is assigned.

01 · Detection

02 · Damage Type

03 · Severity

04 · Action

05 · Labor Cost

Damage Assessment2020 Toyota Camry SE · 1HGBH41JXMN1091862020 Camry

Front Bumper CoverPrimary

BentReplace3.5 hrsSevere

$175

Grille AssemblyPrimary

BrokenReplace1.8 hrsModerate

$90

Front Bumper Energy AbsorberRelated

DeformedReplace0.8 hrsModerate

$40

Radiator Support UpperInferred

CrackInspect1.5 hrsMinor

$0

Total Estimate

Parts: $305Labor: $190$495

Actual report output — every dimension classified automatically

Step 01 · Detection Classification

### How we know each part is damaged

Parts are tagged as visible in photos, possibly related to the impact, or inferred hidden damage. AutoEstimatePro uses a proprietary 10,367-case correlation database to flag possible related or hidden damage. These are preliminary findings, not confirmation of damage behind panels. A $0 unconfirmed line is unpriced risk, not free repair or a conservative total. Professional inspection is required.

PrimaryPrimary Damage

Directly visible, confirmed damage present in the vehicle photos. Always included in the repair estimate.

e.g. Front Bumper Cover, Grille Assembly

RelatedRelated Damage

Parts statistically expected to be damaged based on the impact zone — surfaced from real collision data even when photos don't show them.

e.g. Front Bumper Energy Absorber, Front Emblem Badge

InferredInferred Damage

Hidden or structural parts flagged through pattern analysis — components you can't see but are likely damaged based on impact type and engineering data.

e.g. Front Bumper Retainers, Hood Latch Area, Radiator Support Upper

Step 02 · Damage Type

### What physically happened

Determines repairability, parts needed, and how many labor hours the operation requires.

Missing

Part fully absent

Broken

Structural fracture

Shattered

Fragmented material

Bent

Metal deformation

Dented

Impact depression

Deformed

Shape distorted

Cracked

Partial fracture

Misaligned

Out of position

Scratch

Surface paint damage

Gouged

Deep material removal

Chipped

Small fragments missing

Punctured

Hole through material

Torn

Material separation

Corroded

Rust / oxidation

Burned

Heat or fire damage

Faded

Paint oxidation

Step 03 · Severity Rating

### How bad is the damage

Controls repair priority, labor sequencing, and how many inferred parts get flagged as likely failures.

Severe

Structural or safety-critical. Highest labor hours, most likely to cascade into inferred part failures.

Moderate

Functional or visible damage requiring skilled labor. May shift to Replace on secondary inspection.

Minor

Cosmetic or surface-level. Lowest labor estimate, least likely to affect adjacent parts.

Step 04 · Action Decision

### Replace, Repair, or Inspect

Assigned per part based on damage type, severity, and OEM repair data.

Replace

Damage exceeds repair threshold — part must be swapped. Labor covers removal, install, and fit verification.

Repair

Skilled labor restores the part to OEM condition. Hours estimated from our database per make, model, and operation.

Inspect

Physical inspection needed before a final decision. Part cost is $0 until confirmed — labor hours still estimated.

Step 05 · Labor Hours Calculation

### Where the dollar number comes from

Hours are pulled from OEM service manuals per make, model, year, and operation — including torque specs and calibration requirements.

Planning labor rates vary by report type ($25–65/hr). Verify hidden-damage risks with an in-person inspection; $0 hidden-damage items are unpriced, not free to repair.

Front Bumper CoverReplace2024 Kia Soul · 2.0L

OEM · I-CAR

Repair Procedure

1. 1Disconnect 12V negative battery cable; wait 3 min before service
2. 2Remove front fascia retainers, push-pin clips, and lower splash shield
3. 3Disengage parking sensor & camera harnesses — do not pull wiring

Torque

8 Nm

retainer bolts

Labor

3.5 hrs

per OEM time

Calibration

Required

FCW radar

Sourced from OEM service manualRev. 2024.03

## Auction history and recall context, inside your report

Included with eligible newly generated reports under your existing purchase or allowance. Older reports are not backfilled and show "Not checked for this report."

Report Output 4

### VIN Auction History

Cited exact-VIN public records, when found.

Dates, lots, outcomes and recorded final bids, with source links

A recorded bid is not the all-in purchase price

Public coverage is incomplete

No matching records does not mean a clean history

Report Output 5

### Vehicle Recalls

Official NHTSA campaigns for the model year, make and model.

Model-level campaigns, not verified unrepaired recalls for this VIN

VIN-specific recall status is not available in the report

Use the official NHTSA VIN check to confirm open recalls

A failed lookup does not invalidate the damage report

[Check your VIN at NHTSA.gov](https://www.nhtsa.gov/recalls)

Inside the app

## See what you can do. Explore the app.

From a repair estimate to the right parts and your next move. Choose a feature, then tap its example to take a closer look.

The report3

Parts2

Auction buying3

After the report3

Photos and a VIN in, an itemized plan out.

- Photos + VINStart with your photos and a VINAdd clear vehicle photos and a 17-character VIN. Available decoded details help identify the year, make, model and trim for your repair plan.
- Damage findings
- Itemized costs

1 / 11

Enlarge

Illustrative sample screen. Preliminary estimates, not a quote. Tap to view the full screen.

Meet the AutoEstimatePro assistants

## Understand your estimate. Prepare your next question.

Explore all six profiles with a saved report in mind. Your account type determines the profile in the app. 12 ready questions per profile. Chat does not use report credits.

AveryVehicle assistant

MiloRepair assistant

PanelBody shop assistant

ScoutAuction assistant

TorqueRebuild assistant

AtlasClaims assistant

Profile preview · Everyday vehicle questions

### Avery: vehicle assistant

Start with plain-language explanations of the report and a short list of things to check next.

An example question to bring

> “Explain what this report includes. Separate visible findings, possible hidden damage and items that are not priced.”

Each profile focuses explanations on an account type. Sample questions are editorial examples; AI guidance does not inspect the vehicle. Confirm repair findings, prices and decisions with the responsible people.

[Read the report-to-action guide](https://www.autoestimatepro.com/blog/six-ai-assistants-saved-repair-report-next-steps)

[Build the complete photo-estimate to body-shop plan](https://www.autoestimatepro.com/blog/photo-repair-estimate-to-body-shop-plan)

Included with Subscription

## Parts Marketplace

Browse OEM & aftermarket parts by make, model, and damage zone — live eBay & Amazon listings.

[Toyota](https://www.autoestimatepro.com/parts/make/toyota)

[Honda](https://www.autoestimatepro.com/parts/make/honda)

[Ford](https://www.autoestimatepro.com/parts/make/ford)

[Chevrolet](https://www.autoestimatepro.com/parts/make/chevrolet)

[BMW](https://www.autoestimatepro.com/parts/make/bmw)

[Nissan](https://www.autoestimatepro.com/parts/make/nissan)

[Jeep](https://www.autoestimatepro.com/parts/make/jeep)

[Hyundai](https://www.autoestimatepro.com/parts/make/hyundai)

[Kia](https://www.autoestimatepro.com/parts/make/kia)

[Subaru](https://www.autoestimatepro.com/parts/make/subaru)

[Mercedes](https://www.autoestimatepro.com/parts/make/mercedes)

[Audi](https://www.autoestimatepro.com/parts/make/audi)

[Browse Parts Marketplace](https://www.autoestimatepro.com/parts)

Included with subscription · Live eBay & Amazon listings · 27 damage zones

## Frequently Asked Questions

### How does AutoEstimatePro analyze vehicle damage?

Photos and VIN information are used to identify visible damage and suggest repair actions, parts costs, and labor hours. A professional must verify the findings.

### How long does a report take?

Reports typically take 5–10 minutes after submission; processing time varies.

### What is included in every AutoEstimatePro damage report?

Reports include a preliminary damage breakdown, parts and labor estimates, parts sourcing, and bid-planning guidance where applicable. Findings and prices require verification.

### How does AutoEstimatePro detect hidden or related damage not visible in photos?

AutoEstimatePro uses a proprietary 10,367-case correlation database to flag possible related or hidden damage. The analysis considers the visible impact and vehicle information; it cannot confirm damage behind panels or replace a physical inspection. Related or inferred damage is unconfirmed until inspected. A $0 line for unconfirmed hidden or related damage is unpriced risk, not free repair or a conservative total; actual repair costs may be higher.

### How are repair labor costs calculated in the report?

Estimated operation hours are multiplied by the rate for the report type. Labor assumptions are $25/hour for DIY/auction rebuild, $50/hour for auction flip/part-out, and $65/hour for repair/insurance. These are planning assumptions, not local shop quotes.

### How much does an AutoEstimatePro damage report cost?

A single report is $4.99. Pro Buyer is $49.99/month — 20 reports/month + full AutoDealerPro DMS. Purchased report credits never expire; subscription allowances reset each billing period.

### How accurate are the repair cost estimates?

Reports are preliminary estimates that need professional verification before bidding or authorizing repairs. There is no guaranteed accuracy percentage against shop quotes. Photo quality, parts availability, local labor rates, and hidden damage affect the final cost.

### Does AutoEstimatePro work for Copart or IAA vehicles?

You can submit your own vehicle photos and VIN information for Copart, IAA, or other auction vehicles. No Copart or IAA membership is required to use AutoEstimatePro.

### Can I use AutoEstimatePro on iPhone or Android?

Yes. The iPhone and Android apps offer photo-and-VIN reports, AI Part Finder, itemized repair costs, vehicle values, auction bid and transport tools, saved reports, and shareable web links. Professional verification is required before bidding or authorizing repairs.

### Does AutoEstimatePro work with my estimating software?

AutoEstimatePro provides a structured first-draft breakdown of parts, labor, and paint alongside your estimating workflow. Your estimator must verify the report and owns the final estimate.

The next auction is happening right now

## Every bid without a report is a gamble.

For less than a tank of gas, get every number you need — plus the full DMS to run your lot. One avoided mistake pays for the year.

20 AutoEstimatePro damage reports/month

Full AutoDealerPro DMS — cloud-based

Inventory, CRM & deal desk

Recon kanban & service workflow

1-click report → vehicle import

AI multi-marketplace listing publisher

QuickBooks Online sync

Hidden damage detection from photos

Max bid calculator (MFB / MRB / MSB)

Repair cost, labor estimate & real-time parts sourcing

Parts Marketplace — eBay, Amazon, OEM & LKQ by VIN

After repair value (ARV)

Shareable links

Structured repair estimate (parts, labor, paint)

Priority support

[Get Pro Buyer for $49.99/mo](https://www.autoestimatepro.com/pricing)[Try 1 Report First](https://www.autoestimatepro.com/pricing)

No subscription · Credits never expire · Secure checkout via Stripe
