Dario Codipietro

Case study · 2023 · Lead Product Designer

Samsung Food: Recipe AI

As Lead Product Designer at Samsung Food, I owned Recipe AI, generative tweaks that convert any recipe, from the first concept to the fix after its Samsung Food+ launch.

Role
Lead Product Designer
Team
PM, engineering lead, design team
Shape
Two test rounds, two launches, one fix
The Change diet journey in Samsung Food+ across five screens: the recipe page, the Personalize recipe sheet, the diet preselected, the wait for the conversion and the converted recipe to review.

Context

Ingredient substitutions answered strong demand only in part. User feedback made it clear that adapting whole recipes to dietary requirements and restrictions would give users fully personalised alternatives as they browsed for recipes.

We had already started testing a proof of concept internally, which generated and converted recipes from presets or custom prompts with our food graph as context. In Q2 2023 Samsung asked for headline AI features, and the request played into those experiments.

Concept tests

I run user research to inform a direction or to validate a solution.

InformWhere the team disagrees or is undecided on direction, research gives it findings to decide on.

ValidateOnce direction is agreed, research checks that the solution holds up with users.

We explored AI concepts for creators, users and inspiration, took two sets, AI inspiration and Cooking Ideas, to moderated willingness-to-pay tests, and rated users’ appetite for each against its technical cost.

Willingness to pay, Cooking Ideas. AI tools on the recipe page, from changing the diet to adapting a recipe to the pantry.

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Willingness to pay, AI inspiration. Search by prompt, and an assistant that plans a course of recipes.

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Prioritising recipe conversion

Converting recipes tested best and met the least resistance with users, who called it a good use of AI.

On that response we went ahead with Cooking Ideas first and made recipe conversion one of our headline AI features.

01Round one

Converting a recipe into a reviewed copy

As with a swap, the converted recipe was saved as a copy, after a prompt to review it. These screens predate the Samsung Food visual system and use Whisk’s green.

Round one, full feature for Beta users. A Braze message introduces the feature, and the Personalise sheet converts the recipe to vegan.

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Testing the balance tweak and its entry

In Q3 2023 we tested balance at three strengths from a chip labelled Balance or Personalize, with and without the Braze message, and in a third variant from the Health Score tab too.

Personalize became the label on every later board, and the Samsung Food+ design kept the strengths and the Health Score entry.

Usability test, Q3 2023. Balance at three strengths, with a note for recipes that a balanced version would barely change.

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02Round two

Changing a recipe’s diet

Change diet went live in Samsung Food+ on iOS and Android, with the diet preselected from the user’s preferences and a prompt to check the result against them before saving. A conversion could take up to 20 seconds, so the wait had its own screen.

Round two, Change diet in Samsung Food+. The Premium journey from October and November 2023, including the state for a recipe that cannot fit the chosen diet.

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Releasing the tweaks by audience

For the IFA launch in September 2023, only Beta users on Android saw the four tweaks, under a Beta tag. At the Samsung Food+ launch, balance was open to Premium users and led Basic users to the upgrade. A three-shot trial for Basic users was drawn and parked for a later release.

Beta, at IFA. The Personalize sheet with its Beta tag.

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Basic, at the Samsung Food+ launch. The balance sheet with its Plus tag.

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03After launch

Separating the free editor from the paid tweak

After the Samsung Food+ launch, users complained that they had lost the free recipe editor. They had most likely taken the new Personalize button for it.

The December fix made the button open a choice between editing the recipe manually, which stays free, and personalising it with AI, tagged Plus or Beta. An option in the August design jam had drawn the same choice, questioned then as too complex to build.

Hot fix, December 2023. Personalize recipe opens a choice between a manual edit in the Recipe Builder and the AI tweak behind the Samsung Food+ paywall.

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What was parked, and what was released

Parked

  • Prompt-generated recipes and creator tools
  • The AI inspiration concepts
  • A three-shot trial for Basic users

Released

  • Four tweaks in Beta at IFA, on Android
  • The tweaks in Samsung Food+, on iOS and Android
  • The diet preselected from preferences
  • A review before saving the converted copy
  • A choice between the free editor and the AI tweak

Outcome

Recipe AI went live in Beta at IFA in September 2023 and in Samsung Food+ on iOS and Android later that year. The tweaks performed very well with users in testing.

When this went live, generative AI was new, and the users who tested it were happy with the conversions. Now that many people expect AI output to be slop, I would test the converted recipes as thoroughly as the journey, and add notes from people who cooked them. The roadmap took the tweaks to every user and gave creators their own tools in the Recipe Builder.

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Contact

Get in touch

Product design lead across research, design systems and handover, with coding agents in the loop. Contract, outside IR35, or a permanent lead role.

Available
Now
Location
London, remote or hybrid, UK and EU
Right to work
UK settled status, EU citizen
  • RolesLead Product Designer, Principal Product Designer, Design Engineer
  • Experience10+ years
  • ScopeResearch, design systems, prototyping, handover, QA with agents
  • LanguagesEnglish, Italian, Spanish
  • Email[email protected]
  • LinkedInlinkedin.com/in/dariocodipietro

Professional profile

Copy into your coding agent

Skills

  • Product design, end to end
  • UX and interaction design
  • Visual design and motion
  • Prototyping in Figma and code
  • Design systems at scale
  • User research and testing
  • A/B testing and analytics
  • Strategy and discovery
  • AI product design
  • Design to code, with agents
  • Accessibility, WCAG 2.2 AA
  • Leadership and mentoring

Platforms

iOS, Android, responsive web, smart TV and connected devices

Sectors

  • AI products
  • B2B SaaS
  • Consumer apps
  • Streaming, media and sport
  • Health, wellness and food
  • Legal tech
  • Telecoms and utilities

Tools

  • Figma
  • FigJam
  • Figma Make
  • Claude Design
  • Framer
  • Axure RP
  • Storybook
  • Claude Code
  • Cursor
  • Codex
  • MCP
  • GitHub
  • Linear
  • Jira
  • Confluence
  • Notion
  • Miro
  • Prolific
  • Lyssna
  • Maze
  • PostHog
  • Amplitude

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