Automotive
When Temp Tags Expire Before the Title Clears
Temp tags run 10 to 90 days depending on the state. When the permanent title hasn't cleared by then, the buyer can't legally drive the car they paid for.
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AI Agents in Production
Real-world lessons from deploying AI voice agents, document processing, and workflow automation in the enterprise.
Title Requirements by State
Tennessee Dealer Title Transfer: the Operations Guide
Tennessee titles route through county clerks, not a DMV, and a separate Motor Vehicle Commission licenses dealers; drive-out tags are mail-ordered.
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One Digit Wrong: How a VIN Typo Kills a Title Submission
A single wrong VIN character is the second most common reason DMV title paperwork gets rejected. Here's why it happens and how to catch it before you file.
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Title Stuck 'In Transit': What a Dealership Can Actually Do
A title marked 'in transit' can mean 5 days or 90. The fix isn't waiting longer, it's knowing which of four real processes is holding it up.
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Our Approval Rate Fell 10 Points. The Model Was Innocent.
Approval rate dropped from 49% to 39% right after we sped up processing. The cause wasn't the model getting stricter, it was a race condition.
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Reducing Cost Per Vehicle Acquisition Without Cutting Corners
Cost per vehicle acquisition is mostly a labor metric, not a marketing one. Cutting evaluation time, not ad spend, is what actually moves it.
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Automating Vehicle Appraisal Document Review: Where It Actually Helps
Appraisal AI is marketed at pricing, but the real bottleneck is verifying title, lien payoff, and ID across roughly five documents per evaluation.
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Electronic Lien and Title (ELT): What It Fixes and What It Doesn't
ELT replaces the paper mail step between a lienholder and the DMV, and nothing else. Here's what still causes title delays after a dealership adopts it.
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Lien Payoff Verification: the Step That Determines If You Overpay
A wrong lien payoff figure costs money immediately: understated, the buyer overpays; overstated or unreleased, the deal stalls while funds get untangled.
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The 20% Problem: Designing for the Deals That Are Not Simple
Roughly one deal in five is not a clean title transfer: deceased owner, LLC, trust, out-of-state title, jumped chain. That 20% sets the real cost.
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What's a Normal Arbitration Loss Rate? Benchmarking Remarketing Performance
No one publishes an industry-wide arbitration loss rate. What predicts whether yours is high is unit mix, channel, and root-cause split, not a percentage.
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Improving Condition Report Accuracy Before It Costs You an Arbitration
Condition report accuracy drops later in a shift, from volume, not carelessness. That drift is what turns inspection reports into arbitration claims.
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