TRUST-FIRST ESTIMATE INTELLIGENCE

Understand the estimate. Then help us learn what actually matters.

This validation beta keeps the simple report you tested and adds only the feedback we need to learn whether the product is genuinely useful before we build more.

Validation-beta privacy: We are testing whether the product is useful, not trying to collect everything we can. Product events and structured report metrics may be recorded when deployed, but the beta is designed not to transmit your free-text shop explanation, ZIP code, VIN, name, email, or street address.

QUICK REPORT

Tell us the basics

You do not need to understand cars or decode the entire estimate to start.

Year

Make

Model

Mileage (optional)

Estimate total ($)

What repair or service is being recommended? What did the shop or mechanic tell you?

That's enough to start. If you have more estimate details, you can add them now—but you do not have to.

App status: Ready

AUTO OWNER TOOLKIT

Repair Estimate Trust Report

Estimate clarity——

Interpretation confidence——

Quote reasonableness——

Suggested next step——

Plain-English explanation

Why this repair may be recommended

What could happen if it is deferred

Important: These are general possibilities, not a prediction for this vehicle. Actual urgency depends on the condition found during inspection.

What we can say

What we cannot say yet

What would improve confidence

Questions worth asking the shop

Would another quote help?

Did this report help you understand your estimate?

This short feedback is optional and is one of the main things we are testing.

What are you most likely to do next?

FUTURE PRODUCT TEST

Would you want a deeper Quote Comparison Report?

A future report could normalize multiple quotes, compare repair scope, parts, labor and warranty, and add trustworthy benchmark pricing when available.

Coming back after speaking with the shop or getting another quote?

Optional outcome data can help us learn whether the report leads to useful decisions. No name or contact information is required.

What happened?

Second quote ($) (optional)

Final amount paid ($) (optional)

Was the second/final repair scope roughly the same?

Important: This beta is an information and decision-support tool. It does not diagnose the vehicle, certify a repair price, judge a shop's honesty, or determine whether a vehicle is safe to operate.

VALIDATION GOAL

Learn before we overbuild.

Start simpleDo not overwhelm owners with technical fields.

Teach, don't intimidateAssume no automotive background.

Explain uncertaintyAsk for more information only when it matters.

Stay neutralHelp the owner understand—not accuse the shop.

Understand the estimate. Then help us learn what actually matters.

Tell us the basics

Improve confidence

Estimate line items

Repair Estimate Trust Report

Want a stronger answer?

Plain-English explanation

Why this repair may be recommended

What could happen if it is deferred

What we can say

What we cannot say yet

What would improve confidence

Questions worth asking the shop

Would another quote help?

Safety-related note

Did this report help you understand your estimate?

Would you want a deeper Quote Comparison Report?

Coming back after speaking with the shop or getting another quote?

Learn before we overbuild.