Use cases

Different industries. One dependable quoting interface.

A moving quote and a plumbing quote need different information. Your agent should not have to know either industry's rules. QuoteKernel provides the specialized quoting process behind a consistent MCP or API contract.

Every industry below is an illustrative example, not a customer story. Start from a ready-made industry model, then configure your own services, prices and questions. Connect the chatbot, voice agent or workflow you already use through MCP or API yourself, or through your agency or developer.

01 / Example Illustrative

Photography

Packages, event duration, travel, deliverables, second shooters and rush turnaround. QuoteKernel asks the next relevant question and applies the photographer's own policies.

The kernel asks

The package, hours of coverage, location, guest count, and when the photos are needed.

The kernel knows

Package prices, the hourly rate, travel charges, and when a guest count calls for a second photographer.

02 / Example Illustrative

Home cleaning

Property size, rooms, condition, service frequency and add-ons. Stop incomplete requests before producing a price.

The kernel asks

Square feet, bedrooms and bathrooms, standard or deep clean, extras like inside the oven or windows, one-off or recurring.

The kernel knows

The price for each size band, what each extra adds, the discount for recurring visits, and the minimum charge.

03 / Example Illustrative

Moving

Inventory, distance, stairs, crew, access and scheduling constraints. Surface missing details and stopping points before quoting.

The kernel asks

The size of the home, the move distance, stairs or elevator at each end, packing help, and the move date.

The kernel won't price

Moves outside the service area, or dates the business is fully booked. The agent hears "I'll need to check that with the team" instead of a made-up number.

04 / Example Illustrative

Plumbing

Job type, symptoms, materials, access and diagnostic uncertainty. Know when a remote estimate is appropriate and when a site visit is required.

The kernel prices

Set jobs like replacing a tap or unblocking a drain, with a call-out charge and an after-hours rate.

The kernel hands off

Jobs that need someone to look first. The customer gets a clear "we'll need to see it" and the business gets the lead.

05 / Agencies

For AI agencies

Add quoting to the agents you already deploy. Configure each client separately while keeping one integration pattern.

One connection, many kernels.

Connect once, then configure a kernel for each client on that client's prices.

A better pitch.

"My agents give real prices, and they can't be talked into a discount" is something you can show a client in one conversation.

Less risk to carry.

Your agent relays the price. It never makes one up.

06 / Developers

For developers

Call QuoteKernel from custom agents, voice agents, workflow engines and chat apps that can call tools. Keep your orchestration.

Voice agents call the same tools as chat agents, so a phone call quotes the same way as your website.

Don't see your industry?

Request it. Tell us what you quote in your early access request.