Nico Silva
Lead Forward Deployed Engineer
Nico leads forward deployed engineering at Judini. His team embeds with operations organizations to turn manual, document-heavy processes into AI-operated workflows, and stays through production: the deployment behind the numbers on this blog processes roughly 1,000 vehicle-purchase evaluations a week for a leading automotive marketplace, with about 50% of deals auto-approved in under two minutes.
Everything published here comes from that work: real deal jackets, real state title rules, real postmortems. No surveys of surveys.
Articles
- The Auto Lender Back Office: an Operations Guide
- The AI Vendor Checklist for Automotive Dealership Operations
- The Auto Dealer Compliance Stack: a 2026 Operations Guide
- Auction Arbitration Prevention: the Complete Playbook
- Contracts in Transit: the Complete Operational Guide
- Deskflow: an AI Coworker for Dealership Operations
- Dealer Group Operations Economics: the 2026 Numbers
- The Deal Jacket: Every Document and Where It Breaks
- Floorplan Curtailment: the Complete Operational Guide
- The 53-Hour Blind Spot: Monitoring AI Judgment in Production
- State-by-State Dealer Title Transfer Operations: the Complete Guide
- Title Clerk Turnover and the Institutional Knowledge Nobody Wrote Down
- Why an AI Document Review Tool Needs a Real Audit Trail
- How to Cut Funding Delay at an Auto Lender: a Practical Playbook
- Human-in-the-Loop AI for Dealership Operations, Explained
- How to Reduce Contracts in Transit: a Practical Checklist
- The Real Cost of a 20-Person Document Review Team
- Why Is My CIT So High? A Diagnostic Checklist
- The Vehicle Evaluation Operations Playbook
- The FTC Safeguards Rule and Your Dealership's Back Office
- The FTC Used Car Rule: What the Buyers Guide Actually Requires
- Missing Signature or Notarization: the Number One Title Rejection
- What Happens When Your Best Title Clerk Quits
- What Happens When Your Best Operations Employee Leaves?
- How a National Vehicle Purchasing Platform Cut Errors From 7% to 1%
- Why the DMV Keeps Rejecting Your Dealership's Paperwork
- Five Rules That Keep an LLM From Inventing Compliance Facts
- The Expired License Nobody Caught Until the Audit
- Federal Odometer Disclosure Rules Every Title Clerk Should Know
- Why 'Mary Smith' vs 'Mary A. Smith' Costs You Deals
- Shadow Runs: Swapping the Model Under a Live Compliance System
- Clearing a Title Backlog Without Adding Headcount
- AI vs. Manual Title Processing: Comparing Real Error Rates
- AI Coworker vs. RPA: What's Different for a Dealership Back Office
- How to Evaluate AI Vendors for Dealership Operations
- From 12 Reviewers to 6: The Economics of AI Transaction Processing
- How One High-Volume Buying Operation Cut Its Error Rate From 7% to 1%
- Reducing Manual Review on a Vehicle Buying Platform
- How to Process More Vehicle Evaluations Without Adding Staff
- What an AI Operations Implementation Timeline Should Actually Look Like
- How to Actually Check an AI Vendor's References
- From POC to Production: Deploying Enterprise AI Agents in 30 Days
- Odometer Discrepancies at Auction: Where the Liability Actually Sits
- How to Reduce Auction Arbitration Claims
- The NAAA Arbitration Policy, Explained for Sellers
- Title in Transit at Auction: Why a Sold Unit Can't Actually Transact
- Evaluating a BPO Vendor for Auto Finance Back-Office Work
- CFPB Enforcement Against Buy-Here-Pay-Here Dealers
- Fraud and Chargeback Prevention in Auto Lending Without Slowing Funding
- Integrating AI Document Review With Your Loan Origination System
- Automating Stip Collection Without Losing the Fraud Catch Rate
- TILA and Regulation Z Disclosure Compliance for Auto Lenders
- The CIT Aging Report: How to Read It Like an Operator
- E-Contracting vs. Paper: the Real Funding-Speed Difference
- GLBA Privacy Rule for Auto Dealers: What Actually Has to Happen
- IRS Form 8300: the Cash Transaction Your Intake Clerk Has 15 Days to Catch
- How to Cut Stip Resolution Time in Half
- Synthetic Identity Fraud During Funding: the Rising Chargeback Risk
- AI Coworker vs. RPA vs. Chatbot: What Fits Ops Work
- The Deal Jacket Audit Compliance Checklist
- Dealership Data Breach Notification: What the 2023 Safeguards Amendment Requires
- What to Expect From a Deskflow Implementation Timeline
- NMVTIS: How Title-Brand Checks Should Fit Your Buying Workflow
- TILA and Regulation Z: the Compliance Math BHPH Dealers Can't Miss
- Post-Sale Audit Failed: What Happens Next
- Preparing for a Floorplan Audit (SOT Check): a Practical Checklist
- Curtailment at Day 31, 61, and 91: What Changes at Each Stage
- How Deskflow Integrates With Your DMS and CRM
- How to Avoid Curtailment Fees Without Slashing Prices
- What Is Curtailment? a Plain Explanation for Ops Leaders
- 20 Group Composite Benchmarking: What Operations Metrics Actually Get Compared
- Why Days Supply Above 60 Erases Your Front-End Gross
- Dealer Group M&A Due Diligence: the Operational Red Flags Buyers Actually Find
- Floorplan Interest Per Unit: 2026's Quiet Margin Killer
- Gross Profit Per Unit Normalization: Why 2026 Feels Different
- PE-Owned Dealer Groups and the 2026 Headcount Pressure
- Does AI Replace Title Clerks? What the Data Actually Says
- California Dealer Title Transfer: the Operations Guide
- How to Scale a Title Department Without Hiring
- Title Clerk Workload Too High: What Actually Fixes It
- Tribal Knowledge Risk: the Operational Gap No Org Chart Shows
- Why Title Clerks Quit So Fast
- Florida Dealer Title Transfer: the Operations Guide
- Illinois Dealer Title Transfer: the Operations Guide
- Pennsylvania Dealer Title Transfer: the Operations Guide
- New York Dealer Title Transfer: the Operations Guide
- Ohio Dealer Title Transfer: the Operations Guide
- Texas Dealer Title Transfer: the Operations Guide
- Arizona Dealer Title Transfer: the Operations Guide
- Georgia Dealer Title Transfer: the Operations Guide
- Michigan Dealer Title Transfer: the Operations Guide
- North Carolina Dealer Title Transfer: the Operations Guide
- Virginia Dealer Title Transfer: the Operations Guide
- Washington Dealer Title Transfer: the Operations Guide
- Lienholder Errors on Dealer-Financed Deals: Why Titles Bounce
- Wrong Sales Tax on a Title Application: a State-by-State Trap
- When Temp Tags Expire Before the Title Clears
- Tennessee Dealer Title Transfer: the Operations Guide
- One Digit Wrong: How a VIN Typo Kills a Title Submission
- Title Stuck 'In Transit': What a Dealership Can Actually Do
- Our Approval Rate Fell 10 Points. The Model Was Innocent.
- Reducing Cost Per Vehicle Acquisition Without Cutting Corners
- Automating Vehicle Appraisal Document Review: Where It Actually Helps
- Electronic Lien and Title (ELT): What It Fixes and What It Doesn't
- Lien Payoff Verification: the Step That Determines If You Overpay
- The 20% Problem: Designing for the Deals That Are Not Simple
- What's a Normal Arbitration Loss Rate? Benchmarking Remarketing Performance
- Improving Condition Report Accuracy Before It Costs You an Arbitration
- Digital vs. Physical Auction Lanes: Where the Operational Risk Shifts
- Why Dealer Relationship Managers Quietly Keep a Funding-Speed Scorecard
- Recovery Rate and Days-to-Sale: the KPIs That Actually Matter in Remarketing
- Valuation Errors in Vehicle Buying: What They Actually Cost
- Cost Per Transaction: a Realistic Benchmark for Used-Car Operations
- Why F&I Commission Gets Tied to Funding Speed
- Back-Office Workload Under a Hiring Freeze: What Actually Gives
- Lender Keeps Asking for More Stips: What's Actually Happening
- LIFO Recapture Tax Risk: What Happens If Inventory Drops Too Fast
- The Red Flags Rule: Identity Theft Checks Your F&I Desk Can't Skip
- Decision Fatigue in the Evaluation Queue: Why Errors Cluster Late in a Shift
- Using an Outdated DMV Form Is Still a Top Rejection Cause