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Heart Framework AI Recipe Test
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An example comparion using Helio to create complete the Heart framework
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GoalsSignalsMetricsVARIATION A: Chat GPTVARIATION B: Google Bard
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Goals are tasks performed by users or problems they may encounter.Signals that will tell you if the goal is accomplishedMetrics transform signals into measurement scales based on user behaviorCONTEXT OF EVALUATIONRESULTCONTEXT OF EVALUATIONRESULT
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HappinessEnsure users feel satisfied with the payment process, minimizing frustration and confusion. User understands what they are paying for, how much they are paying.Positive user feedback, low bounce rates, high completion rates.User satisfaction ratings (e.g., surveys, NPS scores), time spent on page, bounce rate.ImpressionsImpressions
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Net Positive Alignment142%Net Positive Alignment189%
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Detailed63%Detailed62%
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Helpful71%Helpful73%
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Innovative12%Innovative30%
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Fun30%Fun49%
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Long19%Long8%
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Confusing3%Confusing5%
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Overwhelming9%Overwhelming9%
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Unnecessary3%Unnecessary3%
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NPSNET PROMOTER SCORE21.57NET PROMOTER SCORE36.63
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EngagementWe want users to engage with the command bar and suggestions rather than asking for help.Bard AI's more expansive list of category suggestions provides an engaging feature for more users to interact with.First click interaction with the tool.Interest - First clickInterest - First click
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New Chat22%New Chat1%
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Command Bar59%Command Bar60%
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Command Suggestions12%Command Suggestions39%
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AdoptionIdeally, users first act will be to use the provided recipe, or interact with the tool more.Chat GPT produces twice as many participants who want to type in a new command, indicating dissatisfaction with the current results.Action mapping users' decisions after using the tool.User next stepsUser next steps
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Regenerate new response36%Regenerate new response34%
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Type in a new command20%Type in a new command10%
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Try a different AI tool11%Try a different AI tool7%
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Save and use recipe67%Save and use recipe83%
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Other4%Other7%
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RetentionWe want to move users out of neutrality and towards feeling like they will use the tool again.Over 10% of users believe they are unlikely to use Chat GPT to find a recipe again, comapred to only 3% of Bard users.Understand likelihood for participants to re-engaged with the tool after first use.Likelihood to use againLikelihood to use again
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Very Likely44%Very Likely52%
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Somewhat Likely32%Somewhat Likely33%
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Neutral14%Neutral12%
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Somewhat Unlikely7%Somewhat Unlikely2%
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Very Unlikely4%Very Unlikely1%
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Task SuccessUsers should have success using the command bar and the suggested commands.Bard's suggested commands provide more places for successful interaction.Gauge amount of users successful when given a goal/directive.Type in commandType in command
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Success65%Success81%
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https://my.helio.app/report/01HE1J6XXV1959DKWVGFG47JC7?section_id=108459https://my.helio.app/report/01HE1JCFZ3JTKMSY05DZKYNG5Y?section_id=108469
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