SnapMenu — a sales tool that became a product feature

LLM Product Sales

An LLM-backed service that turns photos of a menu into Edible-shaped JSON. Built to unblock Alex's prospecting workflow, then folded into onboarding and in-product menu creation.

Where it started

A sales process that was working — but barely scaling

SnapMenu started inside Alex’s sales process, not on a product roadmap. His instinct for cold outreach was to show, not tell — rather than describe what Edible could do for a restaurant, send the prospect a live demo of their own menu, already rendered in Edible. When a restaurant saw their menu working — formatted, allergen-aware, ready to share — the value landed in a way no generic demo could match.

The problem was the process behind it. For every prospect, Alex would find what menus they had publicly available on Google or their site, then use Edible’s existing dashboard — a series of forms and steps — to recreate the menu by hand: create a menu, add a section, write the section title, add a menu item, define allergen information, repeat for every item and every section. The dashboard ultimately produces a JSON object that powers Edible’s menu viewer; Alex was effectively transcribing a restaurant’s menu by hand into that JSON, item by item, so the viewer could render a demo link he could send.

The state of things

  • Each demo cost hours of manual data entry before anything could be sent
  • Sales activity was directly rate-limited by demo production
  • The work was necessary for selling — and actively preventing selling
  • Alex kept doing it because the conversion uplift from a personalised demo was real
The insight

The bottleneck wasn't rendering. It was extraction.

Edible could already render menus from JSON — the viewer was the cheap, reliable part of the pipeline. The slow part was upstream: turning a photo of a menu, or a photo of an allergen spreadsheet, into the structured JSON the viewer needed. So we built SnapMenu as an LLM-backed microservice that automates exactly that step.

SnapMenu accepts photos — menu cards, allergen spreadsheets, whatever Alex finds while prospecting — and runs them through an LLM with a prompt we wrote against Edible’s existing JSON schema. The output drops straight into the same pipeline the manual dashboard produces, so the rendered demo is indistinguishable from a hand-built one, just produced in a fraction of the time.

Workflow fit

From a folder of photos to a sendable demo

Alex uses SnapMenu as a service: upload the photos he collected during prospecting, receive back a generated menu JSON and a demo link he can send. What used to take an evening became a review and a send — and combined with the menu embed, the demo link is something a restaurant can place natively on its own site rather than only on a hosted URL. The sales process didn’t change. The ceiling on it did.

The piece we did not build first was a fully end-to-end “point it at a restaurant’s website” feature. That is a small additional lift, and worth doing — but the value was already in the data-extraction step. Build the bottleneck, not the wrapper.

The unexpected win

From sales tool to product feature

The purpose at the outset was to solve Alex’s sales-time problem. In doing it, we ended up creating a feature for the application itself. The same SnapMenu service is now used in two places inside the product:

  • Onboarding. New users no longer face the same form-by-form click-through Alex was doing manually. They upload a few photos of their existing menu, and SnapMenu generates an initial draft to refine.
  • Inside the dashboard. Existing users can seed new menu creation via SnapMenu rather than building from a blank form every time.

That matters specifically because of what Edible is for. A large part of Edible’s value proposition is removing the operational friction between the kitchen (who drafts a menu) and the front-of-house (who has to publish it and pass on the allergen information). The form-by-form transcription was exactly the kind of friction Edible exists to remove — and SnapMenu now removes it at onboarding and at every menu update.

There is also a tighter link between sales and product now. The thing that greets a new user on day one is the same thing that powers Alex’s outreach. What gets shown in a demo is what someone gets when they sign up.

Outcomes

What was delivered. And what we learned.

  • 01

    A sales pipeline no longer rate-limited by data entry

    What used to take an evening per demo became a review and a send. Alex's pursuit capacity is no longer capped by how fast he can transcribe menus into a form.

  • 02

    Onboarding that starts from a photo, not a blank form

    New restaurants no longer face the same form-by-form click-through Alex was doing manually. They upload a few photos of their existing menu and get an initial draft to refine — friction removed at the exact moment a user is deciding whether the product is for them.

  • 03

    One investment, two use cases

    The same service powers Alex's outreach and the first-run experience inside the product. Sales pitch and onboarding became the same artefact.

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