Auto upholstery inquiries split into roughly five categories: leather seat replacement on modern luxury cars (Mercedes, BMW, Lexus), headliner repair on aging cars with sagging fabric, convertible top replacement, full interior restoration on classic muscle cars and vintage Euros, and custom stitching upgrades (diamond pattern, contrast piping, Alcantara inserts). Each has wildly different pricing, material requirements, and bay time. A customer with a 2014 BMW asking about replacing tan leather with black needs a totally different answer than a customer with a 1968 Camaro asking about a full interior restoration.

SleekAI maps job templates as wp_posts with material requirements, bay hours, and price ranges. Material catalog (Bridge of Weir, Alea, Spinneybeck, OEM-grade vinyl) lives as product posts with per-yard pricing. Vehicle-specific patterns and material counts are stored on a vehicle-fitment custom post. The bot resolves vehicle to job template, applies the material choice, and returns a real ballpark with turnaround estimate.

Generic bots have no concept of why a 1968 Camaro full restoration costs $5,800 and takes three weeks while a modern BMW leather swap costs $2,400 and takes four days. They quote a single range or punt to email. SleekAI knows the difference because the job templates and vehicle fitment data live in WordPress and the bot reads them directly.

Auto upholstery is a craft business with quote complexity that scales by vehicle vintage and job scope. A modern BMW leather swap and a 1968 Camaro full restoration are completely different conversations, and a generic chatbot that quotes both at $2,500 to $7,000 loses both customers. SleekAI gives shops the structured template logic to answer each correctly.

Classic car restoration customers are educated and detail-obsessed. They know what OEM-correct means, they have opinions about Legendary versus Distinctive Industries reproduction patterns, and they want a shop that talks their language. A bot that quotes OEM-reproduction Alea houndstooth at $185 per yard for 22 yards on a 1968 Camaro SS earns credibility in one message that a generic bot loses in five.

Modern leather swap customers care about completion speed and color match. A 2014 BMW with tan interior that the owner wants in black needs a 4-day turnaround quote and confidence the color match will be right. The bot quotes the matching Bridge of Weir leather, labor hours, and bay date in chat.

Headliner repair and convertible top jobs are the predictable middle of the market. Customers know roughly what they need and just want a price and a date. The bot returns both in one message.

Insurance work tags conversations so your team handles the paperwork correctly. The bot collects claim numbers and damage descriptions, returns a quote suitable for adjuster review, and routes the inquiry to whoever handles your insurance accounts. Deposits on long jobs are the conversion gate.

Restorations tie up bay capacity for weeks, so 50 percent deposits protect against no-shows. The bot quotes the deposit in chat, generates a Stripe link, and removes the awkwardness of asking for deposit later. Bay scheduling is the operational backbone.

Shops with three bays running classic restorations cannot accept a fourth job, and the bot prevents over-quoting by reading the bay calendar before offering a slot. Customers see the next realistic date, not a vague we will get back to you.