gap engine / oakland batch 2026-08-12

Batch Index

Ranked by combined leak (pre + post purchase, $/mo) x the top cluster's automatability_score. See each business's own report.md for the full pre/post purchase split and the gate table.

• Downtown Toyota of Oakland (auto-dealer-used), qualified=YES: $6,835/mo combined leak, rank 6,152. Top gap: Drove out, vehicle not available or already sold (inventory-availability, automatability 0.90). downtown-toyota-of-oakland.report.md
• Volkswagen of Oakland (auto-dealer-used), qualified=NO: $5,603/mo combined leak, rank 5,043. Top gap: No callback or status updates (comms-responsiveness, automatability 0.90). volkswagen-of-oakland.report.md
• Downtown Subaru of Oakland (auto-dealer-used), qualified=NO: $5,141/mo combined leak, rank 4,884. Top gap: Never sent promised quote / no follow-up (follow-up-quote, automatability 0.95). downtown-subaru-of-oakland.report.md
• Coliseum Lexus of Oakland (auto-dealer-used), qualified=YES: $4,370/mo combined leak, rank 3,496. Top gap: Reserved/held vehicle sold to someone else (inventory-availability, automatability 0.80). coliseum-lexus-of-oakland.report.md
• Honda of Oakland (auto-dealer-used), qualified=YES: $3,624/mo combined leak, rank 3,262. Top gap: Can't reach anyone by phone / endless transfers (phone-access, automatability 0.90). honda-of-oakland.report.md
• Oakland Kia (auto-dealer-used), qualified=YES: $3,690/mo combined leak, rank 2,952. Top gap: Surprise charges / hidden fees at signing (pricing-transparency, automatability 0.80). oakland-kia.report.md
• Mercedes-Benz of Oakland (auto-dealer-used), qualified=NO: $3,268/mo combined leak, rank 2,941. Top gap: No follow-up / no callback after service or inquiry (comms-responsiveness, automatability 0.90). mercedes-benz-of-oakland.report.md
• Cypress Auto (auto-dealer-used), qualified=YES: $1,138/mo combined leak, rank 797. Top gap: Order not ready / cancelled after driving out (scheduling-confirmation, automatability 0.70). cypress-auto.report.md
• Broadway Automotive & Transmission (auto-dealer-used), qualified=NO: $789/mo combined leak, rank 316. Top gap: Refused service / turned away (intake-qualification, automatability 0.40). broadway-automotive-transmission.report.md
• Classic Cars West (auto-dealer-used), qualified=NO: $313/mo combined leak, rank 282. Top gap: Unresponsive to buyer follow-up (comms-responsiveness, automatability 0.90). classic-cars-west.report.md
• ion cars (auto-dealer-used), qualified=NO: $186/mo combined leak, rank 19. Top gap: Dishonest / misleading information (staff-attitude, automatability 0.10). ion-cars.report.md

All scored businesses

• arthaus works
• bay area bicycle law
• broadway automotive transmission
• burneikis law p c personal injury accide
• classic cars west
• coliseum lexus of oakland
• cranbrook group inc
• cypress auto
• dolan law firm pc personal injury lawyer
• downtown subaru of oakland
• downtown toyota of oakland
• harris personal injury lawyers inc
• honda of oakland
• i accident lawyer
• ion cars
• kleczek law office
• law offices of john e hill
• marquardt property management
• mercado sacramento pc
• mercedes benz of oakland
• morris law pc a criminal defense firm
• mynd property management
• oakland kia
• pacific workers the lawyers for injured
• pointer and buelna llp lawyers for the p
• siegal richardson llp
• silver law firm
• topdog law personal injury lawyers
• volkswagen of oakland
• wilshire law firm