DEFEND.
Guide
Defensible Values: A Framework for Modern Appraisers
What makes a valuation hold up under client and lender scrutiny — and how to systematize evidence in every workfile.
Marcus ReidJun 5, 20269 min read
NEW: Faster equipment comps research
Learn moreGuides, market reports, and product updates for equipment appraisers building defensible values in a shifting market.
A look at how modern appraisal teams are using Comp Chirp to surface defensible comps faster — without sacrificing rigor.
What makes a valuation hold up under client and lender scrutiny — and how to systematize evidence in every workfile.
Auction velocity, listing density, and brand share-of-voice shifts across the heavy equipment category this month.
Pipe comp results, market signals, and valuation references directly into the tools your team already lives in.
How we measure brand share-of-voice across listings, auctions, and dealer activity — and why it matters for valuation.
Small workflow habits that turn good appraisals into review-proof deliverables your clients can trust.
A preview of upcoming features across comps, market research, and team workflow we're shipping next.
When a hammer price is a data point and when it's a one-off — a practical guide to weighting auction evidence.
Which parts of USPAP compliance belong to your process — and which can be enforced by your tooling.
How Comp Chirp attributes share-of-voice across listings, dealer networks, and auction lots per equipment class.
Distance is only one factor. Here's the layered approach we use to select regionally appropriate comps.
Query comps, listings, and market signals programmatically. Everything you need to build on top of Comp Chirp.
One email a month. Market moves, methodology deep-dives, and new Comp Chirp features for equipment appraisers.