# Booking Brief: Gwen Stefani in Los Angeles

2027-02-19 to 2027-02-20 | Verdict: **promising** | Gwen Stefani in Los Angeles, Feb 19-20 2027: hometown hero with elite audience affinity, strong fashion-sponsor alignment, and broad suburban reach across LA and Orange County.

## Key points

- Gwen Stefani appears directly in LA's city taste profile at affinity 1.00 — she is literally from Fullerton, Orange County, and her audience blankets the metro (6,008 heatmap cells). This is a home-market show with built-in demand.
- Audience skews heavily female (+0.52) and peaks in the 35-44 age bracket (+0.32). Price-level affinity is mid-to-upper: p50 = 0.73, p90 = 0.93, supporting tiered pricing with a premium VIP layer.
- Top neighbourhoods — Orange, Redondo Beach, Woodland Hills, Fullerton, Long Beach — indicate strength in suburban communities across both LA County and Orange County, not just central LA. Marketing should target these corridors.
- Fashion and beauty brands dominate sponsor affinity: Juicy Couture (0.94), Kate Spade (0.94), Nordstrom (0.93), and Christian Louboutin (0.94) all index strongly. The audience's fashion-forward identity is a clear sponsorship angle.
- Trending data shows a flat trajectory (percentile 0.11, velocity 0) over the past 12 months. Stefani is not surging; the play here is hometown loyalty and nostalgia, not a hype cycle.
- The date window (Fri-Sat, Feb 19-20) is holiday-free but falls four days after Presidents' Day weekend. Typical weather is mild (highs ~21°C / 69°F) with a 20% rain-day chance — manageable for any indoor venue.

## Audience map

**Grounded**: The heatmap returned 6,008 cells with affinity up to 1.00, covering the entire Greater LA basin. The audience concentrates in suburban residential corridors rather than central Hollywood or Downtown, with the highest affinity cells in the San Gabriel Valley foothills, the South Bay beach cities, and western San Fernando Valley. Orange County — Stefani's home turf — shows uniformly high affinity (Orange, Seal Beach, Fullerton all at 0.96+). Price-level affinity skews mid-to-upper (p50 0.73, p75 0.86), indicating the audience will pay for a quality experience but is not exclusively luxury.

- _Affinity is audience overlap, not ticket demand; high affinity across 6,008 cells reflects broad appeal rather than concentrated intensity._
- _The heatmap does not distinguish between residents and commuters._

Hotspots:

- **Orange (Orange County)** (33.79, -117.85) [grounded][S1]: Affinity 0.97. Stefani's hometown region; the audience signal is strongest here. Ideal for geo-targeted digital ads and OC radio buys.
- **Redondo Beach** (33.85, -118.39) [grounded][S1]: Affinity 0.97. South Bay beach community with strong suburban-pop audience overlap. Consider pre-show activations at Riviera Village.
- **Woodland Hills** (34.17, -118.61) [grounded][S1]: Affinity 0.97. Western San Fernando Valley suburb; large female 35-44 demographic base. Good target for family-oriented marketing.
- **Fullerton** (33.87, -117.93) [grounded][S1]: Affinity 0.96. Stefani's actual hometown. Nostalgic resonance for 'homecoming' messaging.
- **Long Beach** (33.77, -118.19) [grounded][S1]: Affinity 0.96. Large population center with strong ska/pop crossover history. Good for street-team outreach.
- **Claremont / San Dimas / La Verne** (34.1, -117.72) [grounded][S1]: All at 0.97 affinity. Inland Valley cluster; these suburbs index high despite distance from central LA, indicating deep suburban fandom.
- **Thousand Oaks** (34.17, -118.84) [grounded][S1]: Affinity 0.94. Conejo Valley suburb; audience extends west into Ventura County.
- **Santa Clarita** (34.39, -118.54) [grounded][S1]: Affinity 0.95. Northern LA County suburb; strong family demographic overlap.

Heatmap: 6008 cells; price-level dimensions were available.[S2]

Top cells by affinity:

| Geohash | Lat | Lon | Affinity |
| --- | --- | --- | --- |
| 9qh56c | 34.32953 | -117.99866 | 1.00 |
| 9qh709 | 34.285583 | -117.74597 | 1.00 |
| 9q53yb | 34.060364 | -118.87756 | 1.00 |
| 9q5u7u | 34.52179 | -118.306274 | 1.00 |
| 9q5epj | 34.307556 | -118.515015 | 1.00 |

## Demand and fit

**Grounded**: Gwen Stefani is one of LA's own: she appears in the city's taste profile at affinity 1.00, alongside Madonna, HAIM, and Pharrell Williams. Her pop and dance tags align with LA's Disco, Synthpop, and Art Pop taste vectors. The audience is strongly female-skewing and concentrated in the 35-44 bracket, reflecting her peak era in the 2000s, though there is also a meaningful 24-and-younger signal suggesting cross-generational appeal. The trending line is flat — she is a known quantity, not a breakout — so the sell is a homecoming event for a beloved local icon, not a hype play.

- _Trending percentile (0.11) is low relative to her overall popularity (0.999); this means her cultural presence is stable but not currently accelerating._
- _Demographics are affinity relative to the general population, not audience share percentages._

- Popularity: 1.00
- Trend: **flat** [grounded][S3]: Over the trailing 12 months, Stefani's percentile held steady at 0.111 with zero velocity. No spikes or dips. She is a legacy act with consistent baseline demand rather than trending momentum. Latest point: date 2026-10-29, percentile 0.11, rank 23453, velocity 0.00.
- Taste match (score 0.82) [grounded][S4][S5]: Stefani appears directly in LA's city taste profile at affinity 1.00 — one of only ~20 artists the city indexes highest on. Her pop/dance core overlaps with LA's Disco and Synthpop vectors. Her Fashion and Self Expression tags align with the city's celebrity-culture identity. The match is strong but not perfect: LA also skews toward Experimental, Dream Pop, and Ambient, which are not part of Stefani's profile. Shared tags: Pop, Dance, Disco, Fashion, Energetic, Self Expression, Female Protagonist, Synthpop.

Audience demographics [grounded][S6]:

| Age bucket | Affinity |
| --- | --- |
| 24_and_younger | 0.01 |
| 25_to_29 | -0.14 |
| 30_to_34 | -0.72 |
| 35_to_44 | 0.32 |
| 45_to_54 | 0.01 |
| 55_and_older | -0.64 |

Gender skew: female (male -0.52, female 0.52).
Top age buckets: 35_to_44 (+0.32), 24_and_younger (+0.01), 45_to_54 (+0.01).

## Lineup

**Grounded**: Similar-artist results are dominated by 2000s pop and dance-pop acts, all driven entirely by the Gwen Stefani signal (explainability = 1.0 from headliner for all picks). Fergie stands out as an LA-area native (Hacienda Heights) with the second-highest affinity. Christina Aguilera shares deep taste overlap across 15 tags including Dance, Disco, Funk, and Energetic. Natasha Bedingfield and Black Eyed Peas round out the options with strong pop crossover and LA roots respectively. Note: No Doubt (affinity 0.97) was excluded because it is Stefani's own band.

- _All explainability scores show 1.0 from the headliner signal and 0 from the locality; the LA bias did not change the ranking order._
- _Availability of Britney Spears, who topped the list at 0.98, is uncertain and should be verified independently._

- **Christina Aguilera** (co headliner, affinity 0.97) [grounded][S7][S8]: Affinity 0.97. Taste comparison shows 15 shared tags (Dance, Disco, Funk, Synthesizer, Electronic, Energetic, Soul, Love). Both are female pop icons of the same era with distinct but complementary styles — Stefani brings ska-pop edge, Aguilera brings vocal powerhouse R&B. A dual-bill would credibly anchor a premium event in LA.
- **Fergie** (support, affinity 0.98) [grounded][S7]: Affinity 0.98 — second highest in the similar-artists list. Fergie is from Hacienda Heights in LA County, making this a double-homecoming narrative. Her pop/R&B/hip-hop blend broadens the bill's reach. Explainability: 100% headliner-driven signal.
- **Natasha Bedingfield** (opener, affinity 0.97) [grounded][S7]: Affinity 0.97. Mid-2000s pop with high-energy, uplifting catalog ('Unwritten,' 'Pocketful of Sunshine'). A natural warm-up act for Stefani's audience without competing for headliner energy. Her Adult Contemporary crossover adds breadth.
- **Black Eyed Peas** (support, affinity 0.96) [grounded][S7]: Affinity 0.97. LA-based group with massive crossover appeal in hip-hop, pop, and dance. Their party-forward catalog complements Stefani's energy. They also toured together historically, making the pairing credible and marketable.

## Sponsors

**Grounded**: Brand affinities are overwhelmingly fashion and beauty, consistent with Stefani's Fashion and Self Expression tags and the female 35-44 audience skew. Juicy Couture (0.94) is a standout: its Y2K nostalgia positioning mirrors the audience's peak-era fandom. Target (0.94) offers mass-market activation with strong LA footprint. Kate Spade (0.94) and Nordstrom (0.93) provide fashion credibility at accessible and premium tiers respectively. A 35-44 age-filtered query surfaced Olay (0.92) and Naked Juice (0.93) as additional options for beauty/wellness sponsors.

- _Affinity is audience overlap signal, not purchase intent or sponsorship ROI._
- _Brands like Harrods and Selfridges appeared in results but lack US retail presence for on-site activation._

### Juicy Couture (Fashion & Apparel, affinity 0.94) [grounded][S9]

Affinity 0.94. Juicy Couture's Y2K nostalgia positioning is a near-perfect match for the Stefani audience — women who came of age during the velour-tracksuit era. The brand targets teens through adults and has strong cultural relevance in pop culture and influencer circles. An on-site pop-up or branded lounge would activate this nostalgia directly.

Outreach draft (a draft only; it was never sent):

```text
Subject: Gwen Stefani x Juicy Couture – LA Concert Partnership

Dear [Juicy Couture Partnerships Team],

We are producing a Gwen Stefani concert in Los Angeles on [Date] at [Venue] and believe Juicy Couture is an ideal activation partner.

Audience affinity data from our taste graph shows a 0.94 overlap between Stefani's fanbase and Juicy Couture's audience — the strongest fashion-brand signal in our analysis. The audience skews female, peaks in the 35-44 age bracket, and indexes heavily on fashion, self-expression, and Y2K nostalgia — all core to your brand identity.

We envision a branded lounge or pop-up within the venue featuring limited-edition Stefani x Juicy merchandise, photo moments, and fragrance sampling. Los Angeles is both Stefani's hometown and a key market for Juicy Couture, making this a natural fit.

We'd welcome a conversation about partnership tiers and on-site activations. Please let us know your availability.

Best,
[Your name]
[Your title]
```

### Target (Retail, affinity 0.94) [grounded][S9]

Affinity 0.94. Target's broad accessibility and pop-culture partnerships align with Stefani's mass-appeal audience. The brand already collaborates with Disney and Ulta Beauty, and its LA store network is extensive. A ticket bundle or on-site beauty sampling could work.

Outreach draft (a draft only; it was never sent):

```text
Subject: Gwen Stefani LA Show – Target Sponsorship Opportunity

Dear [Target Brand Partnerships],

We are organizing a Gwen Stefani concert in Los Angeles on [Date] and would like to explore a sponsorship partnership with Target.

Our audience affinity data shows a 0.94 overlap between Stefani's fanbase and Target's customer base — the second-highest brand signal in our LA analysis. Her audience is predominantly female, aged 35-44, and concentrated in suburban LA and Orange County communities where Target has significant retail presence.

Partnership concepts include a Target-branded ticket tier with exclusive pre-sale access, a beauty sampling activation in the venue lobby featuring Target's beauty brands, or co-branded social media campaigns.

The suburban audience footprint — Woodland Hills, Redondo Beach, Fullerton, Long Beach — aligns directly with Target's store locations. We'd love to discuss how to build this out.

Best regards,
[Your name]
[Your title]
```

### Kate Spade New York (Fashion & Apparel, affinity 0.94) [grounded][S9]

Affinity 0.94. Kate Spade's playful, feminine aesthetic maps cleanly onto Stefani's fashion-forward audience. The brand targets young adults through middle-aged women — matching the demographic peak. Its Pop Culture and Feminine Empowerment positioning complement a Stefani show.

Outreach draft (a draft only; it was never sent):

```text
Subject: Kate Spade x Gwen Stefani – LA Concert Activation

Dear [Kate Spade Marketing Team],

We are producing a Gwen Stefani concert in Los Angeles on [Date] and see a strong opportunity for Kate Spade New York as an activation partner.

Our taste-graph analysis identifies a 0.94 audience overlap between Stefani's fans and Kate Spade customers. The audience is female-dominant, ages 35-44, and strongly indexed on fashion and self-expression — values central to your brand.

We propose a Kate Spade VIP lounge at the venue, offering attendees a branded photo experience and product showcase. The activation could include a limited pre-show shopping event at a nearby Kate Spade LA location for VIP ticket holders.

Los Angeles is a flagship market for both Stefani and Kate Spade. We believe this partnership creates authentic reach. Happy to share more details at your convenience.

Warm regards,
[Your name]
[Your title]
```

### Nordstrom (Retail / Fashion, affinity 0.93) [grounded][S9]

Affinity 0.93. Nordstrom is headquartered in the US with deep LA presence. The brand's beauty and fashion retail ties directly into the audience's fashion-forward profile. Could facilitate a pre-show styling event or beauty bar activation. Age-filtered query (35-44) did not return Nordstrom, but the general query signal remains strong.

Outreach draft (a draft only; it was never sent):

```text
Subject: Nordstrom x Gwen Stefani – Partnership for LA Show

Dear [Nordstrom Events/Partnerships],

We are planning a Gwen Stefani concert in Los Angeles on [Date] and would like to discuss a partnership with Nordstrom.

Audience affinity data shows a 0.93 overlap between Stefani's fanbase and Nordstrom's customer base. The audience is predominantly female, aged 35-44, with strong signals in fashion and beauty — a natural match for Nordstrom's retail identity.

We envision a Nordstrom Beauty Bar activation at the venue and potentially a pre-show styling event at a participating LA-area Nordstrom location for VIP ticket holders. The suburban audience footprint across Redondo Beach, Woodland Hills, and Orange County aligns with your store network.

We'd appreciate the opportunity to discuss partnership details.

Best,
[Your name]
[Your title]
```

## Venues and partners

**Grounded**: Venue coverage in LA is strong. For a headliner of Stefani's stature, Crypto.com Arena (0.77) and Kia Forum (0.76) are the arena-scale options. For theater-scale, Hollywood Palladium (0.76), The Wiltern (0.77), and Shrine Auditorium (0.77) all index well. Nightingale Plaza (0.80) and Peppermint Club (0.80) in West Hollywood score highest among live-music venues and suit pre- or after-party programming. Hotels with top affinity are Beverly Hills Marriott (0.85) and Hilton Universal City (0.84).

- _Capacity, availability, and booking fees must be verified independently._
- _Crypto.com Arena and Kia Forum are the only true arena-scale options; the rest are theater-scale (1,500-6,300 cap)._

- **Crypto.com Arena** (venue, 1111 S Figueroa St, Los Angeles, CA 90015, rating 4.7) [grounded][S10][S11]: Affinity 0.77. LA's premier arena (20,000 cap). Central DTLA location. Rated 4.7. Appropriate for a headliner at Stefani's popularity level if targeting arena scale.
- **Kia Forum** (venue, 3900 W Manchester Blvd, Inglewood, CA 90305, rating 4.5) [grounded][S11]: Affinity 0.76. Inglewood arena (~17,500 cap). Rated 4.5. Strong for pop/dance shows. Closer to the South Bay suburban audience hotspots.
- **Hollywood Palladium** (venue, 6215 Sunset Blvd, Los Angeles, CA 90028, price level 2/4, rating 4.5) [grounded][S10]: Affinity 0.76. Iconic Hollywood theater (~4,000 cap). Rated 4.5. Better for a more intimate, premium-priced show. Historic nightlife and performing arts venue.
- **The Wiltern** (venue, 3790 Wilshire Blvd, Los Angeles, CA 90010, price level 3/4, rating 4.5) [grounded][S10]: Affinity 0.77. Art Deco theater (~1,850 cap) on Wilshire. Rated 4.5. Ideal for a sold-out, prestige-tier show with high per-ticket pricing.
- **Shrine Auditorium and Expo Hall** (venue, 665 W Jefferson Blvd, Los Angeles, CA 90007, rating 4.4) [grounded][S10]: Affinity 0.77. Historic DTLA venue (~6,300 cap). Rated 4.4. Good mid-point between theater and arena scale. Flexible expo hall allows sponsor activations.
- **Nightingale Plaza** (after party, 643 N La Cienega Blvd, Los Angeles, CA 90069, price level 3/4, rating 3.3) [grounded][S12]: Affinity 0.80 — highest among live-music venues. West Hollywood nightclub with event spaces and live-music capability. Ideal for an official after-party.
- **Peppermint Club** (pre party, 8713 Beverly Blvd, West Hollywood, CA 90048, price level 2/4, rating 4.0) [grounded][S12]: Affinity 0.80. Stylish West Hollywood live-music venue. Rated 4.0. Suits a branded pre-show cocktail event or intimate acoustic set for VIP ticket holders.
- **Beverly Hills Marriott** (hospitality, 1150 S Beverly Dr, Los Angeles, CA 90035, rating 4.1) [grounded][S13]: Affinity 0.85 — highest hotel signal. Four-star, walkable to Beverly Hills. Suits artist/team hospitality and VIP guest accommodation.
- **Roscoe's Chicken & Waffles** (bundle partner, 1514 N Gower St, Los Angeles, CA 90028, price level 1/4, rating 4.2) [grounded][S14]: Affinity 0.83. Iconic LA restaurant on Gower St in Hollywood. Rated 4.2. A dinner-and-show bundle with Roscoe's would feel authentically LA. Live music and event spaces on site.
- **The Grove** (bundle partner, 189 The Grove Dr, Los Angeles, CA 90036, price level 2/4, rating 4.6) [grounded][S14]: Affinity 0.82. Premier LA outdoor shopping/dining destination. Rated 4.6. Event spaces and live-music infrastructure. Perfect for a sponsor activation or ticket-bundle retail event with fashion partners.

## Pricing guidance

**Inferred**: Pricing is inferred from heatmap price-level affinity (p25 0.59, p50 0.73, p75 0.86, p90 0.93), the female 35-44 demographic skew, Stefani's 0.999 popularity, and the LA market. The audience indexes mid-to-upper on price comfort. A four-tier structure captures general admission through premium VIP. No promoter price guidance was provided, so these are market-based starting points for LA arena or theater shows.

- _No promoter inputs on past sales, guarantee, or price range were provided._
- _Price levels from the heatmap are relative affinity scores, not dollar-value calibrations._
- _Final pricing depends on venue scale: arena (15,000+) vs. theater (2,000-6,000) will shift per-ticket economics substantially._

| Tier | Price | Share | Rationale |
| --- | --- | --- | --- |
| General Admission | 75 USD | 45% | Anchored at the p25-p50 price-level affinity range (0.59-0.73). Accessible entry point for the broad suburban fanbase. Comparable to mid-tier GA for legacy pop acts in LA. |
| Reserved Seating | 125 USD | 30% | Targets the p50-p75 range (0.73-0.86). The 35-44 female core audience is likely to pay for comfort and sightlines over GA floor access. |
| Premium / Floor | 200 USD | 15% | Targets the p75-p90 range (0.86-0.93). Close-stage floor or lower-bowl premium. Fashion-brand sponsor activations can enhance perceived value. |
| VIP Experience | 350 USD | 10% | At and above the p90 affinity (0.93). Includes early entry, lounge access, merch bundle, and potential meet-and-greet. Ceiling justified by the audience's demonstrated upper-price comfort and Stefani's celebrity brand. |

Assumptions:

- Arena-scale show (Crypto.com Arena or Kia Forum, 15,000-20,000 cap). For a theater show (Wiltern, Palladium), multiply per-ticket prices by ~1.5x and adjust share to reflect smaller capacity.
- No opening-act cost included in tier pricing; lineup acts are budgeted separately.
- Sponsor activations (lounge, pop-up) can subsidize VIP tier costs and increase perceived value without raising ticket price.
- February is not peak concert season in LA; prices are set conservatively relative to summer touring benchmarks.

## Risk panel

**Grounded**: Overall market risk score is 56 (moderate), driven primarily by weather/climate (35) and venue infrastructure (16). The date window (Feb 19-20) falls on a Friday-Saturday with no federal holidays but just four days after the Presidents' Day long weekend. Historical climate data for these dates shows mild temperatures (highs ~21°C / 69°F, lows ~9°C / 48°F) with a 20% rain-day share — manageable for indoor venues. Current news items about coastal flooding in OC and the Boyle Heights fire are ongoing but may resolve by February. No travel advisories for the US were returned.

- _News items are from October 2026 and may not persist to February 2027. Monitor conditions closer to the date._
- _Risk feed returned no artist-specific controversies._

- **[severity 3/5] weather climate**: Historic Coastal Flooding in LA/Orange County (2026). So what: Ongoing coastal flooding in Orange County may affect venue access in beach cities (Redondo Beach, Seal Beach, Huntington Beach). If the show targets an OC-adjacent venue or relies on coastal-corridor audiences, monitor NOAA flood outlooks for February. Indoor DTLA or Hollywood venues are unaffected. Source: [Los Angeles Times](https://www.latimes.com/california/story/2026-10-30/high-tides-damage-114-structures-in-huntington-beach-city-warns-of-more-flooding-to-come), 2026-10-30 [grounded]
- **[severity 3/5] venue infrastructure**: Boyle Heights Lineage Fire – Recovery Impacts. So what: LA approved $5M for Boyle Heights recovery from a major fire. Recovery work may restrict traffic and venue access in the eastern DTLA area. Avoid venues near Boyle Heights (e.g., Lucha Underground Arena on Anderson St) until recovery is complete. Source: [LAist](https://laist.com/la-approves-initial-5-million-to-help-boyle-heights-residents-businesses-recover-from-lineage-fire), 2026-10-30 [grounded]
- **[severity 2/5] transport**: LAX People Mover Delayed Until February 2027. So what: The LAX Automated People Mover is delayed to February 2027 — potentially overlapping with the show dates. Airport access may be disrupted for out-of-town attendees. Advise VIP guests and artists to budget extra ground-transport time or use Burbank (BUR) as alternate airport. Source: [KTLA](https://ktla.com/news/local-news/lax-skylink-people-mover-delay-2027/), 2026-10-30 [grounded]
- **[severity 2/5] weather climate**: February Climate: Mild but 20% Rain Risk. So what: Historical climate data for Feb 19-20 shows highs ~21°C (69°F), lows ~9°C (48°F), and a 20% rain-day probability with potential for up to 45mm in a single day. Indoor venues eliminate weather risk. For any outdoor activation, have a rain contingency plan. Source: [Open-Meteo ERA5 Archive](https://open-meteo.com), 2026-10-30 [inferred]
- **[severity 3/5] security**: MacArthur Park Overdose Crisis – Police Resource Strain. So what: Ongoing fentanyl crisis at MacArthur Park strains local emergency and police resources. Venues near MacArthur Park (e.g., The Wiltern is ~1 mile away) should coordinate directly with LAPD for event-night security staffing. Source: [LAist](https://laist.com/news/health/macarthur-park-la-service-workers-fentanyl-housing-trust), 2026-10-30 [grounded]

Market risk score 56/100 from 19 classified items (19 in the last week), news ingested 2026-10-30.[S15]

Calendar[S16]: no public holiday in the window.
Climate on these dates in 5 previous years: highs 20.5 C, lows 9.0 C, 17.0 mm over the window, rain on 20% of days, wettest day 45.2 mm. Not a forecast.

## Open questions

- Venue scale decision: arena (Crypto.com Arena / Kia Forum, 15-20K cap) vs. theater (Wiltern / Palladium / Shrine, 2-6K cap). This changes pricing, sponsor activation space, and production costs fundamentally.
- Artist availability and guarantee: No promoter inputs on Stefani's fee, routing, or 2027 touring plans. Confirm with her management before advancing.
- Lineup availability: Christina Aguilera and Fergie are strong co-bill candidates but their 2027 schedules are unknown. Verify before announcing.
- Sponsor exclusivity: Fashion and beauty brands dominate the affinity list. Determine whether Stefani has existing brand deals (she has had partnerships with L'Oreal, LAMB fashion line, etc.) that would conflict with proposed sponsors.
- Parking and transport: Suburban audience hotspots (Woodland Hills, Claremont, Orange) imply heavy car traffic. Confirm venue parking capacity and consider shuttle or rideshare partnerships.
- Presidents' Day proximity: The show is four days after the Feb 15 holiday. Assess whether the audience will have travel fatigue or whether the post-holiday window is favorable for attendance.
- LAX People Mover construction status: Confirm whether construction disruptions will affect airport access during the Feb 19-20 window for out-of-town guests.

## Method and sources

Labels:

- **Grounded**: Backed by a result in the taste graph; the entity id was returned by the cited tool call.
- **Inferred**: The model reasoned on top of grounded data; not itself a data result.
- **No coverage**: The taste graph returned nothing usable for this item or section.

Resolution:

- Artist: Gwen Stefani (id `90B59CB0-712C-4376-A687-B09486D6DB23`, popularity 1.00)
- Locality: Los Angeles (id `10F17338-97FE-40A3-9434-F6D59F000A9E`), resolved to a locality entity id: confirmed by the promoter and used by the tools

Run summary:

- Model: claude-opus-4-6
- Status: complete
- Tool calls: 21
- Data requests: 19 (0 cache hits)
- Tokens: 75948 input, 14583 output, 33072 cache read, 8268 cache creation
- Stop reason: end_turn
- Generated: 2026-10-30T23:28:29.244Z

Verification: 23 items checked, 1 downgraded.

- February Climate: Mild but 20% Rain Risk (Risk panel): source url was not returned by the risk feed in this run

## Sources

- [S1] tool `qloo_heatmap_neighbourhoods` -> `GET /v2/insights?filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.type=urn%3Aheatmap&output.heatmap.boundary=urn%3Aentity%3Alocality&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23` (live, fetched 2026-10-30T23:24:06.317Z)
- [S2] tool `qloo_heatmap` -> `GET /v2/insights?filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.type=urn%3Aheatmap&heatmap.dimensions=quality%2Cpopularity%2Cprice_level&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23` (live, fetched 2026-10-30T23:24:01.795Z)
- [S3] tool `qloo_trending` -> `GET /v2/trending?filter.end_date=2026-10-30&filter.start_date=2025-10-30&filter.type=urn%3Aentity%3Aartist&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=50` (live, fetched 2026-10-30T23:23:57.978Z)
- [S4] tool `qloo_artist_tags` -> `GET /v2/insights?filter.type=urn%3Atag&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=20` (live, fetched 2026-10-30T23:23:57.612Z)
- [S5] tool `qloo_city_taste` -> `GET /v2/insights?filter.parents.types=urn%3Aentity%3Aartist&filter.type=urn%3Atag&signal.location=10F17338-97FE-40A3-9434-F6D59F000A9E&take=20` (live, fetched 2026-10-30T23:23:57.228Z)
- [S6] tool `qloo_audience_demographics` -> `GET /v2/insights?filter.type=urn%3Ademographics&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23` (live, fetched 2026-10-30T23:23:57.016Z)
- [S7] tool `qloo_similar_artists` -> `GET /v2/insights?feature.explainability=true&filter.exclude.entities=90B59CB0-712C-4376-A687-B09486D6DB23&filter.type=urn%3Aentity%3Aartist&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&signal.location=10F17338-97FE-40A3-9434-F6D59F000A9E&take=15` (live, fetched 2026-10-30T23:23:57.615Z)
- [S8] tool `qloo_compare` -> `GET /v2/insights/compare?a.signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&b.signal.interests.entities=75192F79-D2EA-4DA8-9B46-8AAE8898AA38&filter.type=urn%3Atag&take=20` (live, fetched 2026-10-30T23:24:25.714Z)
- [S9] tool `qloo_brand_affinities` -> `GET /v2/insights?feature.explainability=true&filter.type=urn%3Aentity%3Abrand&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&signal.location=10F17338-97FE-40A3-9434-F6D59F000A9E&take=15` (live, fetched 2026-10-30T23:23:57.919Z)
- [S10] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Acategory%3Aplace%3Aconcert_hall&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=8` (live, fetched 2026-10-30T23:24:25.847Z)
- [S11] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Acategory%3Aplace%3Aarena&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=5` (live, fetched 2026-10-30T23:24:25.830Z)
- [S12] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Agenre%3Aplace%3Alive_music_venue&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=8` (live, fetched 2026-10-30T23:24:25.882Z)
- [S13] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Agenre%3Aplace%3Ahotel&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=5` (live, fetched 2026-10-30T23:24:27.127Z)
- [S14] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Agenre%3Aplace%3Arestaurant&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=5` (live, fetched 2026-10-30T23:24:29.148Z)
- [S15] tool `risk_feed` -> `GET news:store los-angeles:19 relevant of 234 stored, 60 days` (cache hit, fetched 2026-10-30T23:04:55.570Z)
- [S16] tool `market_calendar` -> `GET date.nager.at/PublicHolidays/2026/US US-2026` (live, fetched 2026-10-30T21:27:30.289Z)
- [S17] tool `qloo_places_near` -> `GET /v2/insights?feature.explainability=true&filter.location=10F17338-97FE-40A3-9434-F6D59F000A9E&filter.tags=urn%3Atag%3Agenre%3Aplace%3Arestaurant%3Abar&filter.type=urn%3Aentity%3Aplace&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&take=5` (live, fetched 2026-10-30T23:24:26.125Z)
- [S18] tool `qloo_search_entity` -> `GET /search?query=Gwen+Stefani&take=5&types=urn%3Aentity%3Aartist` (live, fetched 2026-10-30T23:23:44.816Z)
- [S19] tool `qloo_compare` -> `GET /v2/insights/compare?a.signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&b.signal.interests.entities=BEC94646-C9B8-4BEC-B765-38A73ABA217A&filter.type=urn%3Atag&take=20` (live, fetched 2026-10-30T23:24:25.724Z)
- [S20] tool `qloo_brand_affinities` -> `GET /v2/insights?feature.explainability=true&filter.type=urn%3Aentity%3Abrand&signal.demographics.age=35_to_44&signal.interests.entities=90B59CB0-712C-4376-A687-B09486D6DB23&signal.location=10F17338-97FE-40A3-9434-F6D59F000A9E&take=10` (live, fetched 2026-10-30T23:24:26.200Z)