# A national snack brand's AI marketing agent recommends an AI-generated limited-edition 'celebrate our diversity' heritage pack for the festive season, with artwork showing temples, mosques, churches, a revered deity statue, festival icons and local food. Which creative policy do end shoppers most want to buy and trust: AI artwork approved by the brand's marketing team only, AI artwork checked by faith and community advisors, AI artwork checked by advisors and tested with a shopper panel from each featured community before print, artwork hand-drawn by commissioned local artists with no AI (weeks later), or AI artwork that leaves out sacred figures and religious symbols altogether?

- Share code: `rsEc44p82Bdx`
- Report type: `scenario`
- Generated: Oct 5, 2026, 11:45 PM (`2026-10-05T23:45:47.783Z`)
- Scenario: `product_testing`
- Label: SEA AI cultural heritage packaging gate 2026-10-06
- Population: Adults in Southeast Asia or Asia-Pacific who buy packaged snacks, drinks or groceries at least monthly, notice limited-edition, festive or heritage-themed packaging and brand campaigns, and live in multicultural, multi-faith societies such as Malaysia, Singapore or Indonesia.
- Respondents: 239
- Credits used: 1.99 Credit
- Analysis: v2

## Concepts
- **AI artwork, marketing-team sign-off only**: A limited-edition festive heritage pack from a snack brand you know. The artwork, generated by the brand's AI marketing agent, shows temples, mosques, churches, a famous deity statue, festival lanterns and local food to celebrate the country's diversity. The brand's marketing team approved how it looks and it is on shelves in 2 weeks. Nobody from the featured faiths or communities checked the religious details (in a recent Malaysian case, AI art gave a deity the wrong sacred weapon and the pack was recalled).
- **AI artwork + faith and community advisor check**: The same AI-generated festive heritage pack, but before printing every religious and cultural element is checked by advisors from that faith or community (right sacred objects, symbols, flags, dress and food). Anything wrong is fixed. On shelves in about 3 weeks.
- **AI artwork + advisor check + shopper-panel test**: The same AI-generated festive heritage pack, checked by faith and community advisors AND then tested before printing with a panel of shoppers from each featured community, who say whether it feels respectful and whether they would buy it. Elements the panel rejects are redrawn or removed. On shelves in about 3 to 4 weeks.
- **Commissioned local artists, no AI**: No AI. The brand commissions local artists from the featured communities to hand-draw the festive heritage artwork. Authentic and credited to the artists, but it takes 6 to 8 weeks, so the pack arrives late in the festive season in a smaller run.
- **AI artwork with no sacred figures**: The AI agent's 'safe mode': the AI-generated festive pack shows only city skylines, street scenes, festival lights and local food, with no deities, places of worship or religious symbols at all. Marketing-team sign-off only; on shelves in 2 weeks.

## Overview
End shoppers strongly favor AI artwork vetted by faith and community advisors, balancing cultural respect with timely seasonal execution. The sampled panel of 239 respondents (predominantly from Indonesia with 161 respondents and Singapore with 55 respondents, spanning 75 early majority tech adopters) showed that unvetted AI artwork triggers severe backlash. Faith-checked AI delivers the highest purchase intent and relevance while avoiding the execution delays that penalize hand-drawn local art.

### Key findings
- AI artwork vetted by community advisors achieved the highest purchase intent, outperforming internal marketing review alone.
- Internal marketing approval alone suffered severe credibility collapse, ranking lowest among all tested policies.
- Extensive dual validation with both advisors and shopper panels achieved top credibility but slipped slightly on purchase intent due to rollout timing concerns.
- Sterilizing creative by removing all sacred symbols reduced relevance compared to vetted authentic depictions.

### Concept leaderboard
Summary score across the constructs in this run.

- #1 **AI artwork + faith and community advisor check** — score 3.9518
- #2 **AI artwork + advisor check + shopper-panel test** — score 3.8087
- #3 **Commissioned local artists, no AI** — score 3.0536
- #4 **AI artwork with no sacred figures** — score 2.1645
- #5 **AI artwork, marketing-team sign-off only** — score 1.0017

### Audience screen
Is this the right panel?

- 67% in Indonesia
- 38% aged 35-44, 33% aged 25-34
- 54% low income
- 16% early-majority-mayoritas-awal, 15% early-majority (tech adoption)
- 13% pencari-promo-diskon-price-driven-deal-seeking, 7% riset-komparatif-research-heavy-value-prudent (shopping)

Use this as an initial audience screen: retarget population_query or run a follow-on Scenario if the mix does not match the intended segment.

Directional panel mix from synthetic respondent profiles — not official statistics.

## Qualitative
### Radar
- **AI artwork, marketing-team sign-off only**: purchase_intent=1.97, relevance=2.97, uniqueness=2.12, usability=2.03, credibility=1.55
- **AI artwork + faith and community advisor check**: purchase_intent=3.84, relevance=4, uniqueness=3.16, usability=3.56, credibility=4.23
- **AI artwork + advisor check + shopper-panel test**: purchase_intent=3.76, relevance=3.81, uniqueness=3.22, usability=3.52, credibility=4.36
- **Commissioned local artists, no AI**: purchase_intent=3.33, relevance=3.58, uniqueness=3.26, usability=2.62, credibility=4.05
- **AI artwork with no sacred figures**: purchase_intent=2.57, relevance=2.98, uniqueness=2.12, usability=2.93, credibility=2.25

### Relative position by construct
Comparative rank score 0–5: per-persona concept ranking per dimension (Plackett–Luce expected rank) — 5=best of the set, 0=worst; sums to ~2.5 per concept across the panel

- **AI artwork, marketing-team sign-off only**: purchase_intent=0.04, relevance=0.04, uniqueness=0.03, usability=0.27, credibility=0.03
- **AI artwork + faith and community advisor check**: purchase_intent=4.07, relevance=4.28, uniqueness=4.01, usability=4.45, credibility=3.72
- **AI artwork + advisor check + shopper-panel test**: purchase_intent=3.86, relevance=3.89, uniqueness=3.78, usability=3.65, credibility=3.98
- **Commissioned local artists, no AI**: purchase_intent=2.77, relevance=2.43, uniqueness=3.16, usability=1.76, credibility=3.36
- **AI artwork with no sacred figures**: purchase_intent=1.76, relevance=1.85, uniqueness=1.52, usability=2.36, credibility=1.44

### Excerpts
#### AI artwork + advisor check + shopper-panel test
**purchase_intent**
- "I would buy this without hesitation because it reflects real community feedback." (Slightly positive)
- "They might wait to see if the delay is worth the extra input, weighing trust against timing." (Slightly positive)
- "I would probably buy this — it fits my needs well enough that I would try it." (Slightly positive)
- "I am unlikely to buy this because the extra time might push prices out of my comfort zone." (Slightly positive)
- "I would probably buy this because it fits my need for reliable, respectful products." (Slightly positive)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Slightly positive)
- "I might wait too long for this. Timing matters when my family needs snacks for gatherings." (Slightly positive)
- "I would probably buy this — it fits my needs well enough that I would try it." (Slightly positive)
- "I would probably buy this — it fits my needs well enough that I would try it." (Slightly positive)
- "They are unlikely to buy this; it does not fit how they usually shop or spend." (Neutral)
**relevance**
- "This speaks directly to my work in inter-faith dialogues where diverse input is key." (Strongly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Strongly positive)
- "This speaks directly to a real need in my life — it feels made for someone like me." (Slightly positive)
- "It misses my tight schedule since I need snacks ready before communal iftars start." (Slightly positive)
- "It feels relevant to how I value community input on things we share." (Slightly positive)
- "This feels relevant to how I live and work since I value input from the community." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This is mostly irrelevant to them; they can barely see where it would fit." (Neutral)
**uniqueness**
- "This stands out from what I usually see; it feels notably different." (Slightly positive)
- "It stands out slightly more than advisor-only checks but remains familiar." (Slightly positive)
- "This feels very similar to options they already know; hard to tell apart." (Slightly positive)
- "This stands out from what I usually see, and it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "It feels distinct because of the panel step others skipped." (Neutral)
**usability**
- "This seems somewhat hard or inconvenient for how I usually do things. Extra steps feel like more friction." (Slightly positive)
- "I could use it if I planned months ahead, but that's not my habit." (Slightly positive)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly positive)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly positive)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly positive)
- "This looks easy enough for me, but I would not struggle with it if the timing was better." (Slightly positive)
- "The process seems slightly more complex without clear added benefit." (Neutral)
- "The process seems more friction than needed for shelf use." (Neutral)
- "This looks easy enough for me; I would not struggle with it." (Neutral)
- "The extra weeks make it hard to plan around grocery budgets." (Neutral)
**credibility**
- "Seeing that shoppers from each community tested it builds strong trust." (Strongly positive)
- "I am unsure because it might be credible, but I am not convinced yet." (Slightly positive)
- "I feel this is trustworthy since both advisors and shoppers are involved." (Slightly positive)
- "I am unsure if the panel really knows what matters for the traditions I follow here." (Slightly positive)
- "It feels professional, though I worry about delays affecting trust." (Slightly positive)
- "I am unsure — it might be credible, but I am not convinced yet." (Slightly positive)
- "I am unsure — it might be credible, but I am not convinced yet." (Slightly positive)
- "I am skeptical; I would need a lot more proof before believing it." (Slightly positive)
- "This feels highly trustworthy to them—solid, credible, and well put together because real people tested it." (Slightly positive)
- "This feels highly trustworthy to them — solid, credible, and well put together." (Slightly positive)
#### AI artwork + faith and community advisor check
**purchase_intent**
- "I might buy this someday, but I am not sure it is worth it for me right now while managing my micro-business budget." (Slightly positive)
- "I would probably buy this because it fits my needs well enough that I would try it without too much worry." (Slightly positive)
- "I would probably try this if it fits my budget since the advisor check adds trust." (Slightly positive)
- "I might buy this if the price fits my monthly budget for festive supplies." (Slightly positive)
- "I'd buy this without hesitation because it aligns with what I look for in halal and respectful brands." (Slightly positive)
- "They would probably buy this; it fits my needs well enough that I would try it." (Slightly positive)
- "I would probably buy this — it fits my needs well enough that I would try it." (Neutral)
- "They would buy this without hesitation as it matches what they look for in respectful products." (Neutral)
- "They would probably try this since it feels safer than c1." (Neutral)
- "They would probably buy this — it fits their needs well enough that they would try it." (Neutral)
**relevance**
- "This fits my habit of checking values before spending during festive seasons." (Strongly positive)
- "It matches how I try to honor tradition while moving forward in my work." (Strongly positive)
- "This speaks directly to a real need in my life — it feels made for someone like me." (Strongly positive)
- "It connects well with how I live because it respects my faith and household budget." (Slightly positive)
- "This fits my life perfectly as I need festive items that do not compromise my faith." (Slightly positive)
- "It fits my need for respectful items, though I wish regular people were involved too." (Slightly positive)
- "This fits right into how they celebrate holidays with the kids while keeping things practical and respectful." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it during festive seasons." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "It touches their life but isn't a top priority right now." (Neutral)
**uniqueness**
- "This stands out from what I usually see; it feels notably different." (Slightly positive)
- "This stands out from what I usually see; it feels notably different from generic AI art." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see on standard packaging; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This feels very similar to options they already know; hard to tell apart." (Neutral)
- "It's a bit different but still feels like a standard fix." (Neutral)
**usability**
- "This seems somewhat hard or inconvenient for how I usually do things, given the brief production delay." (Slightly positive)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly positive)
- "I could probably use this with a bit of effort; nothing special compared to what I expect." (Slightly positive)
- "I could probably use this with a bit of effort, and nothing special stands out." (Slightly positive)
- "This looks easy enough for me; I would not struggle with it." (Slightly positive)
- "I can use this easily without worrying about offending customers or family members." (Slightly positive)
- "It is straightforward to purchase without worrying about errors." (Neutral)
- "They could use this easily given the clear community validation." (Neutral)
- "It is ready when I need it, around three weeks from now." (Neutral)
- "This looks easy enough for me; I would not struggle with it." (Neutral)
**credibility**
- "This feels highly trustworthy to me—solid, credible, and well put together by people who know best." (Strongly positive)
- "I am unsure — it might be credible, but I am not convinced yet." (Slightly positive)
- "It feels more credible since advisors check the work, though I still want to see the final product." (Slightly positive)
- "I am still cautious but the advisor check makes it more believable than AI alone." (Slightly positive)
- "I am unsure if it is fully credible yet. I need more proof that the advisors are reputable." (Slightly positive)
- "Advisors make it believable but I want to know if regular people approve too." (Slightly positive)
- "I am unsure if the advisors represent enough voices from all the faiths shown." (Slightly positive)
- "This feels highly trustworthy to them because solid oversight makes the brand look credible. It is well put together compared to unchecked options." (Slightly positive)
- "This feels highly trustworthy to me — solid, credible, and well put together." (Slightly positive)
- "They are unsure — it might be credible, but they are not convinced yet." (Slightly positive)
#### Commissioned local artists, no AI
**purchase_intent**
- "They would buy this without hesitation; it matches what they have been looking for." (Strongly positive)
- "I would buy this without hesitation; it matches what I have been looking for." (Slightly positive)
- "I might buy this someday, but I am not sure it is worth it for me right now." (Slightly positive)
- "I might buy this someday for collection but not for immediate festive use." (Slightly positive)
- "I am unlikely to buy this because it takes too long and costs more than I budget for snacks." (Neutral)
- "I am unlikely to buy this because it does not fit how I usually shop or spend during the busy season." (Neutral)
- "I'm unlikely to buy this since the timing doesn't match when I shop for celebrations." (Neutral)
- "I would try this next year if they plan ahead but this season I need faster stock for my gatherings." (Neutral)
- "I'd probably buy this if I spotted it early, as it fits my appreciation for local talent." (Neutral)
- "I would probably buy this — it fits my needs well enough that I would try it." (Neutral)
**relevance**
- "This is somewhat relevant, but it is not a priority in their day-to-day." (Strongly positive)
- "This has nothing to do with my life, routines, or problems right now." (Slightly positive)
- "It fits my respect for craftsmanship and family traditions well." (Slightly positive)
- "It aligns with my respect for local creators but misses my timing needs. I plan holiday shopping early." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it when it is available sooner." (Slightly positive)
- "This feels relevant to how I live or work, but I can see myself using it only if time allowed." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it to support regional culture." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This is somewhat relevant, but it is not a priority in their day-to-day." (Neutral)
**uniqueness**
- "They have not seen anything like this before—it feels genuinely unique to them." (Slightly positive)
- "This stands out from what I usually see because it supports real creators." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This stands out from what I usually see; it feels notably different." (Neutral)
- "This is a bit different from alternatives, but not in a memorable way." (Neutral)
- "This is a bit different from alternatives, but not in a memorable way." (Neutral)
- "This is a bit different from alternatives, but not in a memorable way." (Neutral)
**usability**
- "This seems somewhat hard or inconvenient for how they usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "I could use this with effort but the wait adds friction to my plans." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things since I need it sooner." (Slightly negative)
- "This seems somewhat hard or inconvenient for how they usually do things." (Slightly negative)
**credibility**
- "I trust the craftsmanship here more than any AI-generated option currently available." (Slightly positive)
- "I am skeptical about the timeline since local artists often get busy during festive seasons." (Slightly positive)
- "I am unsure — it might be credible, but I am not convinced yet." (Slightly positive)
- "I am skeptical; I would need a lot more proof before believing it." (Slightly positive)
- "I am skeptical; I would need a lot more proof before believing it." (Slightly positive)
- "I am unsure—it might be credible, but I am not convinced yet." (Slightly positive)
- "I am skeptical; I would need a lot more proof before believing it." (Slightly positive)
- "This feels highly trustworthy to me—solid, credible, and well put together." (Slightly positive)
- "They are skeptical; they would need a lot more proof before believing it." (Slightly positive)
- "I am skeptical; I would need a lot more proof before believing it." (Neutral)
#### AI artwork with no sacred figures
**purchase_intent**
- "I would probably buy this — it fits my needs well enough that I would try it." (Neutral)
- "They are unlikely to buy this; it does not fit how they usually shop or spend." (Neutral)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Neutral)
- "I'm unlikely to buy this since it avoids the meaningful parts I usually seek." (Neutral)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Neutral)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Neutral)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Neutral)
- "I'd buy this without hesitation if I needed it quick. Still not my first pick for festive seasons." (Neutral)
- "Given their budget and habits they would not buy this as it is not worth the cost to them." (Slightly negative)
- "They are unlikely to buy this; it does not fit how they usually shop or spend." (Slightly negative)
**relevance**
- "This feels relevant to how I live or work; I can see myself using it." (Slightly positive)
- "This is somewhat relevant, but it is not a priority in their day-to-day." (Slightly positive)
- "This is somewhat relevant, but it is not a priority in my day-to-day." (Neutral)
- "It misses my needs since I want to see symbols that reflect our faith in daily life." (Neutral)
- "This misses my needs because I want authentic cultural representation." (Neutral)
- "It fits my life as a generic option, but misses the spiritual connection I want." (Neutral)
- "Somewhat relevant for busy weeks, it lacks what I want in cultural items." (Neutral)
- "It fits my work life but misses the spiritual touch I expect during holidays." (Neutral)
- "This is somewhat relevant but misses the cultural celebration aspect I look for." (Neutral)
- "This is mostly irrelevant to them; they can barely see where it would fit." (Neutral)
**uniqueness**
- "This is the same as what I already see everywhere — nothing new for me." (Neutral)
- "It feels different but more like a generic safe option." (Neutral)
- "I have not seen anything like this before — it feels genuinely unique to me." (Slightly negative)
- "This is the same as what I already see everywhere—nothing new for me." (Slightly negative)
- "This stands out from what I usually see; it feels notably different." (Slightly negative)
- "This stands out from what I usually see; it feels notably different." (Slightly negative)
- "This stands out from what they usually see because of the safe mode. It feels notably different but also a bit generic compared to full heritage packs." (Slightly negative)
- "This stands out from what I usually see; it feels notably different." (Slightly negative)
- "This stands out from what I usually see; it feels notably different." (Slightly negative)
- "This feels very similar to options I already know; hard to tell apart from generic city skyline packaging." (Slightly negative)
**usability**
- "This looks effortless for someone with their habits — clear and simple." (Slightly positive)
- "I could probably use this with a bit of effort; nothing special." (Neutral)
- "This seems somewhat hard or inconvenient for how they usually do things." (Neutral)
- "The packaging looks easy enough for them to handle without issue." (Neutral)
- "Easy to buy but lacks the spirit I want for my kids." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually look for meaningful holiday products." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
- "Simple to use, but it doesn't offer the depth I need for my family." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things." (Neutral)
**credibility**
- "I am skeptical; I would need a lot more proof before believing it." (Neutral)
- "It feels too cautious and low quality for the price." (Neutral)
- "I am skeptical; I would need a lot more proof before believing it." (Neutral)
- "I am skeptical; I would need more proof before believing the claims." (Neutral)
- "I am skeptical of this approach because avoiding the subject entirely feels overly cautious rather than authentic." (Slightly negative)
- "I am unsure if this truly represents our faith without showing our symbols." (Slightly negative)
- "I do not trust this approach as it seems more like marketing caution than genuine respect." (Slightly negative)
- "I am skeptical and would need more proof before believing it. Safe mode feels like a compromise not a solution." (Slightly negative)
- "I don't trust this approach at all—it feels like an avoidance tactic rather than proper representation." (Slightly negative)
- "I am skeptical; I would need a lot more proof before believing it." (Slightly negative)
#### AI artwork, marketing-team sign-off only
**purchase_intent**
- "Given their budget and habits, they would not buy this—it is a clear no for them." (Neutral)
- "Saya tidak akan beli ini karena saya lebih suka produk yang sudah dicek kebenarannya dulu." (Neutral)
- "They hesitate to buy this without proof that the symbols are correct for their community." (Neutral)
- "They might buy this someday, but they are not sure it is worth it for them right now." (Slightly negative)
- "No way I'd spend here, especially with my tight budget. Better save my rupiah for trusted brands I know." (Slightly negative)
- "I am unlikely to buy this; it does not fit how I usually shop or spend my limited savings." (Slightly negative)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Slightly negative)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Slightly negative)
- "I would not buy this because the risk of disrespect is too high for our religious holidays." (Slightly negative)
- "Given my budget and habits, I would not buy this — it is a clear no for me." (Slightly negative)
**relevance**
- "It doesn't fit my routine because I need products that respect religious norms to sell well during festivals." (Neutral)
- "It fits my need for festive goods but misses the trust I need for religious items I share with others." (Neutral)
- "It misses the mark since I need products that respect my faith and heritage without errors." (Neutral)
- "It misses my need for products that honor the traditions I practice daily with my family." (Neutral)
- "It's not my priority since I need to feel sure the packaging is respectful before choosing it." (Neutral)
- "It fits the festive season need, but I worry about offending neighbors during open house visits." (Neutral)
- "This is mostly irrelevant to me; I can barely see where it would fit." (Neutral)
- "This is somewhat relevant, but it is not a priority in my day-to-day." (Neutral)
- "This misses their need for products that honor both their Chinese roots and Islamic practices." (Neutral)
- "This misses their life since they avoid products that might cause social friction or disrespect." (Neutral)
**uniqueness**
- "It looks like any other mass-produced festive snack pack on the shelves." (Slightly negative)
- "This stands out from what I usually see; it feels notably different." (Slightly negative)
- "It feels like many other standard packs I see, and the lack of community input makes it hard to distinguish." (Slightly negative)
- "This feels generic and risky compared to what I usually look for." (Slightly negative)
- "This is the same as what I already see everywhere with nothing new for me except the added risk." (Slightly negative)
- "It feels like a standard AI job that could go wrong, which I have seen in other products." (Slightly negative)
- "This is the same generic AI art I see everywhere without proper cultural checks." (Slightly negative)
- "This stands out from what I usually see; it feels notably different due to the lack of oversight." (Slightly negative)
- "This is the same as what I already see everywhere — nothing new for me." (Slightly negative)
- "This is the same as what I already see everywhere — nothing new for me." (Slightly negative)
**usability**
- "This seems somewhat hard or inconvenient for how they usually do things." (Neutral)
- "They could probably use this with a bit of effort; nothing special." (Neutral)
- "This seems somewhat hard or inconvenient for how I usually do things because I would need to worry about the accuracy." (Neutral)
- "From my experience, using this would feel frustrating if I had to explain errors later." (Slightly negative)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly negative)
- "It might be confusing if the symbols are mixed up and I have to explain it to my child." (Slightly negative)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly negative)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly negative)
- "This seems somewhat hard or inconvenient for how I usually do things." (Slightly negative)
- "From my experience, this would be confusing or frustrating to use." (Slightly negative)
**credibility**
- "They do not trust this at all — it feels off or low quality to them." (Slightly negative)
- "I do not trust this at all — it feels off or low quality to me because no one from the community verified it." (Slightly negative)
- "I am unsure—it might be credible, but after hearing about past AI design mistakes, I'm not convinced." (Slightly negative)
- "I am skeptical; I would need a lot more proof before believing it is safe for my family." (Slightly negative)
- "I am skeptical because marketing sign-off isn't enough for religious content." (Slightly negative)
- "I am skeptical because marketing sign-off alone does not feel enough for sacred symbols." (Slightly negative)
- "I do not trust this at all because no community voices were involved in the design." (Slightly negative)
- "I do not trust this at all — it feels off or low quality to me." (Strongly negative)
- "The lack of community input makes them distrust the accuracy and respect shown in the design." (Strongly negative)
- "They are skeptical; they would need a lot more proof before believing it." (Strongly negative)

## Charts
### Panel mix
Directional panel mix from synthetic respondent profiles — not a census.

#### Respondent age range
Type: bar
n = 239. Synthetic panel age mix among successful respondents.
Labels: 18-24, 25-34, 35-44, 45-54, 55+
- **Respondents**: 33, 79, 92, 25, 10

#### Respondent income category
Type: bar
n = 239. Region-adjusted relative income labels from synthetic profiles (not actual household income).
Labels: Low, Lower-middle, Middle, Upper-middle, Suppressed
- **Respondents**: 130, 51, 34, 13, 11

#### Tech adoption
Type: bar
n = 239. Tech adoption among successful respondents.
Labels: Early Majority Mayoritas Awal, Early Majority, Late Majority Mayoritas Akhir, Late Majority, Laggards Konservatif Tradisional, laggards, Early Adopters, Early Adopters Pengadopsi Awal, Suppressed
- **Respondents**: 39, 36, 35, 34, 24, 19, 19, 13, 20

#### Shopping style
Type: bar
n = 239. Shopping style among successful respondents.
Labels: Pencari Promo Diskon Price Driven Deal Seeking, Riset Komparatif Research Heavy Value Prudent, Belanja Terbujuk Media Sosial Social Commerce Live Stream Influenced, Belanja Impulsif Spontaneous Impulse Buying, Research Heavy Value Prudent, Pencari Promo Diskon, Suppressed
- **Respondents**: 31, 17, 16, 12, 10, 10, 143

### Word cloud
- buy (1046)
- see (689)
- usually (589)
- somewhat (566)
- hard (560)
- festive (542)
- relevant (523)
- day (519)
- enough (506)
- makes (420)
- trustworthy (409)
- community (404)
- fits (390)
- looks (386)
- already (371)
- trust (362)
- similar (352)
- needs (344)
- symbols (342)
- real (341)
- credible (338)
- different (332)
- highly (329)
- highly trustworthy (322)
- check (314)
- somewhat relevant (314)
- local artists (161)
- festive season (148)
- shopper panel (148)
- sacred figures (134)
- religious symbols (81)
- heritage pack (51)
- faith advisors (26)
- community advisors (13)
- cultural symbols (12)
- marketing approval (4)
- cultural disrespect (2)
- brand trust (1)
- dual validation (1)
- limited edition (1)
- buy this (927)
- i usually (345)
- saya (199)
- is somewhat relevant (301)
- feels highly trustworthy (296)
- highly trustworthy to (289)
- this feels highly (287)
- somewhat relevant but (282)
- this is somewhat (280)
- it fits (333)
- not a priority (274)
- similar to (335)
- feels very similar (264)
- a priority in (258)
- day to day (258)
- well put together (257)
- and well put (254)
- probably buy this (251)
- hard to (304)
- would probably buy (247)
- to tell apart (239)
- seems somewhat hard (238)
- relevant but (292)
- this looks (287)
- this seems somewhat (236)
- stands out (285)
- credible and well (234)
- hard or inconvenient (234)
- solid credible and (234)
- to buy (283)

#### Top themes — AI artwork + faith and community advisor check
Type: horizontal_bar
Identifies the core drivers and blockers powering the winning advisor-checked creative policy.
Labels: Trust, Fit For Me, Novelty, Packaging, Usability
- **Mentions**: 234, 215, 9, 5, 4

#### Aspect gap — AI artwork + faith and community advisor check vs AI artwork + advisor check + shopper-panel test
Type: horizontal_bar
Highlights the critical credibility and usability gaps between internal sign-off and community consultation.
Labels: Credibility, Usability
- **Mean difference**: -0.13, 0.03

#### Mean purchase intent by country
Type: heatmap
Illustrates how cultural oversight policies resonate across distinct regional markets.
Labels: AI artwork + faith and community advisor check, AI artwork + advisor check + shopper-panel test, Commissioned local artists, no AI, AI artwork with no sacred figures, AI artwork, marketing-team sign-off only
- **IDN**: 3.83, 3.73, 3.33, 2.54, 1.95
- **MYS**: 4.1, 4, 3.52, 2.66, 1.98
- **SGP**: 3.83, 3.81, 3.35, 2.62, 2
- **THA**: 3.71, 3.68, 3.18, 2.53, 2.02
- **VNM**: 3.79, 3.68, 3.39, 2.4, 1.94

## Actions
- Prioritize AI artwork + faith and community advisor check for further validation, then run a pricing pulse on the winning concept.
- Address usability feedback on AI artwork + faith and community advisor check before launch.
- Consider launching the product market fit scenario analysis next.

## Why they chose
We asked why: 239 people who made a choice. Percents are of these 239, so you can compare them to other runs.

### Most shared reasons
- **44%** advisors check symbols → respect guaranteed → trust outweighs delay → choose AI artwork + faith and community
- **19%** no faith check → possible disrespect → risk too high → choose AI artwork + faith and community
- **15%** shopper panel test → true representation → inclusion worth wait → choose AI artwork + advisor check + shop
- **10%** panel feedback loop → community consent → validation justifies time → choose AI artwork + advisor check + shop
- **7%** reject and redraw → final product safe → quality control key → choose AI artwork + advisor check + shop
- **3%** local artists draw → real cultural voice → authenticity over speed → choose Commissioned local artists, no AI
- **1%** artist credits listed → local empowerment → community support matters → choose Commissioned local artists, no AI
- **1%** Other reasons

Path percents are not market share. They are the share of people we asked why who stated that reason.