{
  "clusters": [
    {
      "intent_cluster_id": "cl_bedroom_01",
      "canonical_intent": "make a small bedroom feel expensive without spending much",
      "intent_type": "upgrade",
      "common_phrasings": [
        "make my room look expensive",
        "small bedroom glow up",
        "luxury bedroom on a budget",
        "how to make a cheap bedroom look rich",
        "bedroom upgrade under $500",
        "make my room look like a hotel"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "small",
        "ownership_context": "renter"
      },
      "top_components": [
        "layered neutral bedding",
        "warm ambient lighting",
        "decluttered surfaces",
        "matching color palette",
        "textured throw pillows",
        "oversized mirror"
      ],
      "success_patterns": [
        "light neutrals create perceived cleanliness and space",
        "warm side lighting increases perceived comfort more than overhead",
        "fewer visible objects on surfaces improve premium feel immediately",
        "matching 2-3 colors across bedding, curtains, and rug creates cohesion"
      ],
      "failure_patterns": [
        "too many accent colors makes the room feel chaotic instead of luxurious",
        "cheap fairy lights signal dorm, not hotel",
        "dark walls in small rooms feel oppressive, not moody"
      ],
      "example_content_ids": [
        "cnt_001",
        "cnt_013",
        "cnt_016",
        "cnt_018",
        "cnt_022"
      ],
      "confidence": 0.92,
      "origin_leaf": "43d63d6d30d51cffab166d5eb877f89bd71fda625b2c860ff2a471f26b8613a0"
    },
    {
      "intent_cluster_id": "cl_bedroom_02",
      "canonical_intent": "make a small room feel physically larger without renovation",
      "intent_type": "optimize",
      "common_phrasings": [
        "make my room feel bigger",
        "small room look larger trick",
        "how to open up a tiny bedroom",
        "visual tricks for small spaces",
        "make a cramped room feel spacious"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "tiny",
        "ownership_context": "renter"
      },
      "top_components": [
        "large mirror opposite window",
        "light wall colors",
        "low-profile furniture",
        "vertical storage",
        "sheer curtains mounted high",
        "consistent flooring visible"
      ],
      "success_patterns": [
        "mirrors reflecting natural light create strongest sense of expanded space",
        "curtains mounted at ceiling height make walls feel taller even in small rooms",
        "one large rug is better than bare floor or multiple small rugs for perceived size",
        "furniture with visible legs creates perceived floor space underneath"
      ],
      "failure_patterns": [
        "too many small decorative objects create visual clutter that shrinks perceived size",
        "dark accent walls work in photos but make real small rooms feel smaller",
        "oversized furniture in small rooms blocks sight lines and feels cramped"
      ],
      "example_content_ids": [
        "cnt_002",
        "cnt_019",
        "cnt_021",
        "cnt_017"
      ],
      "confidence": 0.9,
      "origin_leaf": "d351983d485dc218bfadfa1b2326e3948873c43589a1d0926a17c9a1ae026f2a"
    },
    {
      "intent_cluster_id": "cl_bedroom_03",
      "canonical_intent": "create a cozy bedroom aesthetic on a low budget",
      "intent_type": "upgrade",
      "common_phrasings": [
        "cozy bedroom ideas cheap",
        "warm bedroom vibes on a budget",
        "hygge bedroom makeover",
        "make my room feel warm and inviting",
        "cozy bedroom under $200"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "small",
        "ownership_context": "renter"
      },
      "top_components": [
        "warm-tone string lights or lamps",
        "chunky knit or fleece throw blanket",
        "layered pillows in warm tones",
        "soft area rug beside bed",
        "candles or candle-style LED",
        "wooden or natural material accents"
      ],
      "success_patterns": [
        "layering textures (knit + linen + fleece) creates warmth faster than color alone",
        "warm white lighting (2700K-3000K) transforms mood more than any furniture change",
        "a single thick rug beside the bed changes the feel of the entire room on first step",
        "natural materials (wood, wicker, dried plants) add warmth without looking cluttered"
      ],
      "failure_patterns": [
        "too many throw pillows makes the bed unusable and feels performative",
        "cool-tone LED strips create the opposite of cozy",
        "mixing too many textures without a unified color palette feels messy, not cozy"
      ],
      "example_content_ids": [
        "cnt_003",
        "cnt_020",
        "cnt_015"
      ],
      "confidence": 0.91,
      "origin_leaf": "00e407ebe74e75f937bd455e79d7925515128377cdcc07110b9a4577ba9fcf99"
    },
    {
      "intent_cluster_id": "cl_bedroom_04",
      "canonical_intent": "renter-friendly bedroom makeover with no permanent changes",
      "intent_type": "optimize",
      "common_phrasings": [
        "renter bedroom ideas",
        "apartment bedroom makeover no damage",
        "bedroom decor without holes in walls",
        "temporary bedroom upgrade for renters",
        "decorate rental bedroom without losing deposit"
      ],
      "constraint_defaults": {
        "budget_band": "medium",
        "space_size": "small",
        "ownership_context": "renter"
      },
      "top_components": [
        "command strips and removable hooks",
        "peel-and-stick wallpaper accent wall",
        "freestanding shelving",
        "tension rod curtains",
        "removable adhesive mirrors",
        "plug-in wall sconces"
      ],
      "success_patterns": [
        "peel-and-stick wallpaper on one wall creates focal point without damage",
        "command strips hold surprisingly heavy frames — 3M rated strips are reliable",
        "plug-in sconces with cord covers look like hardwired at 10% of the cost",
        "replacing builder-grade light fixtures with plug-in pendants transforms the room"
      ],
      "failure_patterns": [
        "cheap peel-and-stick wallpaper bubbles and peels within months in humid rooms",
        "too many temporary solutions (command strips, tape, lean-art) can look unfinished",
        "removable adhesive on textured walls often fails — test a hidden spot first"
      ],
      "example_content_ids": [
        "cnt_004",
        "cnt_011",
        "cnt_023",
        "cnt_024"
      ],
      "confidence": 0.88,
      "origin_leaf": "552486975e85c4f1676b46ae7cc24d5d4b5b778d0fb712a8dddfe9bdb387ba52"
    },
    {
      "intent_cluster_id": "cl_bedroom_05",
      "canonical_intent": "declutter and organize a bedroom without buying new furniture",
      "intent_type": "optimize",
      "common_phrasings": [
        "declutter my bedroom",
        "organize small bedroom no closet",
        "bedroom organization hacks",
        "clean up messy bedroom fast",
        "minimalist bedroom transformation"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "small",
        "ownership_context": "unknown"
      },
      "top_components": [
        "under-bed storage bins",
        "door-mounted organizers",
        "drawer dividers",
        "one-in-one-out rule",
        "clear surface policy",
        "vertical stacking"
      ],
      "success_patterns": [
        "clearing bedside table to 1-2 items has outsized visual impact",
        "under-bed storage with wheels recovers 15-20 sq ft of usable space",
        "the hardest part is letting go — start with obvious duplicates and broken items",
        "organizing by frequency of use (daily items accessible, seasonal items stored) prevents relapse"
      ],
      "failure_patterns": [
        "buying organizers before purging just organizes clutter more neatly",
        "Instagram-style display shelving creates new surfaces to clutter",
        "clear bins look good empty but ugly when full of real stuff"
      ],
      "example_content_ids": [
        "cnt_009",
        "cnt_018"
      ],
      "confidence": 0.87,
      "origin_leaf": "ec0001224ca35de339c61c8f96cc9dd9e24f1946edec396d1bd3d1390db9babc"
    },
    {
      "intent_cluster_id": "cl_bedroom_06",
      "canonical_intent": "make a dorm room feel adult and stylish instead of institutional",
      "intent_type": "transform",
      "common_phrasings": [
        "dorm room makeover",
        "make dorm look grown up",
        "college bedroom upgrade",
        "dorm room that doesn't look like a dorm",
        "stylish dorm room ideas"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "tiny",
        "ownership_context": "student"
      },
      "top_components": [
        "matching bedding set (not mismatched sheets)",
        "desk lamp with warm light",
        "small area rug",
        "headboard (attach to bed frame or lean against wall)",
        "coordinated storage containers",
        "one statement art piece"
      ],
      "success_patterns": [
        "matching bedding is the single highest-impact change — replaces 'camp bed' feel instantly",
        "one cohesive color scheme across bedding, storage, and decor signals intentionality",
        "a headboard (even DIY or leaned) transforms a mattress into a bed",
        "hiding visible cords and cables makes a bigger difference than adding new decor"
      ],
      "failure_patterns": [
        "tapestries and fairy lights together signal 'trying to decorate a dorm' not 'adult space'",
        "too many personal photos in mismatched frames feels cluttered",
        "neon signs and LED strips code as teenager, not adult"
      ],
      "example_content_ids": [
        "cnt_005"
      ],
      "confidence": 0.89,
      "origin_leaf": "11c4031c6012634b94026b75f864eb2ec0022dce379563ebf36ae727072b4172"
    },
    {
      "intent_cluster_id": "cl_bedroom_07",
      "canonical_intent": "create a calming bedroom for better sleep",
      "intent_type": "upgrade",
      "common_phrasings": [
        "calming bedroom ideas",
        "bedroom for better sleep",
        "relaxing bedroom aesthetic",
        "peaceful bedroom makeover",
        "sleep-friendly bedroom design"
      ],
      "constraint_defaults": {
        "budget_band": "medium",
        "space_size": "unknown",
        "ownership_context": "unknown"
      },
      "top_components": [
        "blackout curtains",
        "cool-tone neutral bedding (white, sage, soft blue)",
        "removal of screens and work items",
        "white noise machine or app",
        "lavender or eucalyptus elements",
        "soft, indirect lighting only"
      ],
      "success_patterns": [
        "removing the desk/work area from the bedroom has the biggest impact on sleep quality",
        "blackout curtains are the single most cited improvement for actual sleep improvement",
        "a dedicated phone charging station outside arm's reach reduces screen time in bed",
        "the room should feel boring — that's the point — stimulation is the enemy of sleep"
      ],
      "failure_patterns": [
        "TV in bedroom contradicts every sleep study regardless of how calming the show is",
        "overly themed 'spa bedroom' can feel performative rather than restful",
        "scented candles left burning are a fire hazard — use diffusers or sachets instead"
      ],
      "example_content_ids": [
        "cnt_006",
        "cnt_014",
        "cnt_015"
      ],
      "confidence": 0.9,
      "origin_leaf": "76ef3962e28e336e07e0bdc4f75952ea14d930708969b3f44faeab30dc06431c"
    },
    {
      "intent_cluster_id": "cl_bedroom_08",
      "canonical_intent": "make a dark bedroom feel brighter without changing light fixtures",
      "intent_type": "repair",
      "common_phrasings": [
        "brighten a dark room",
        "dark bedroom feels depressing",
        "no natural light bedroom ideas",
        "basement bedroom too dark",
        "make north-facing room brighter"
      ],
      "constraint_defaults": {
        "budget_band": "low",
        "space_size": "unknown",
        "ownership_context": "renter"
      },
      "top_components": [
        "large mirror to reflect available light",
        "light-colored bedding and curtains",
        "daylight-temperature bulbs (5000K)",
        "metallic or glass surface accents",
        "light-colored area rug",
        "sheer curtains (maximize window light)"
      ],
      "success_patterns": [
        "swapping bulbs to daylight temperature (5000K) is the cheapest fix with the biggest impact",
        "a mirror placed opposite or adjacent to the window doubles perceived light",
        "white or cream bedding reflects more ambient light than dark bedding",
        "removing heavy dark curtains and replacing with sheers can transform daytime brightness"
      ],
      "failure_patterns": [
        "painting walls white in a truly dark room makes it look washed out, not bright — off-white works better",
        "adding more lamps without considering color temperature creates warm but still dim feeling",
        "glass and metallic accents help only when there's some light to reflect — they don't generate light"
      ],
      "example_content_ids": [
        "cnt_007",
        "cnt_012"
      ],
      "confidence": 0.86,
      "origin_leaf": "fe7735113ede75e8b5d7e119d93aca293f77ee5cdb5628b32a03441c5a9156ec"
    },
    {
      "intent_cluster_id": "cl_bedroom_09",
      "canonical_intent": "create boutique hotel vibes in a home bedroom",
      "intent_type": "express_identity",
      "common_phrasings": [
        "hotel bedroom at home",
        "boutique hotel room vibes",
        "make bedroom feel like a luxury hotel",
        "five star hotel bedroom decor",
        "turn bedroom into hotel suite"
      ],
      "constraint_defaults": {
        "budget_band": "medium",
        "space_size": "medium",
        "ownership_context": "owner"
      },
      "top_components": [
        "white hotel-quality duvet and sheets (300+ thread count)",
        "symmetrical bedside tables with matching lamps",
        "upholstered headboard",
        "luggage rack or bench at foot of bed",
        "fresh flowers or single plant",
        "tray with carafe and glass on nightstand"
      ],
      "success_patterns": [
        "symmetry is the defining feature of hotel rooms — matching nightstands and lamps signal luxury",
        "all-white bedding with texture (waffle weave, sateen, linen) looks expensive at any price point",
        "removing all personal items (family photos, books, clothes) creates hotel-level visual calm",
        "a folded throw at the foot of the bed is a small detail that signals intentional styling"
      ],
      "failure_patterns": [
        "decorative pillows with words or slogans break the hotel illusion immediately",
        "exposed closet contents (open closet doors) undermine the entire aesthetic",
        "artificial flowers in a hotel-style room read as cheap — real flowers or no flowers"
      ],
      "example_content_ids": [
        "cnt_008",
        "cnt_025",
        "cnt_016"
      ],
      "confidence": 0.91,
      "origin_leaf": "88045ccd2a0f71d269436728abf6691410b203b4c46b94653e3e019f9e9d3cef"
    },
    {
      "intent_cluster_id": "cl_bedroom_10",
      "canonical_intent": "make a bedroom look expensive without following current trends",
      "intent_type": "avoid",
      "common_phrasings": [
        "timeless bedroom design",
        "bedroom decor that won't look dated",
        "classic bedroom style not trendy",
        "bedroom that ages well",
        "avoid trendy bedroom mistakes"
      ],
      "constraint_defaults": {
        "budget_band": "medium",
        "space_size": "unknown",
        "ownership_context": "owner"
      },
      "top_components": [
        "solid wood furniture (not painted trendy colors)",
        "neutral wall colors (warm white, greige, soft sage)",
        "quality basics over statement pieces",
        "natural materials (linen, cotton, wool, wood)",
        "classic shapes (no extreme curves or angles)",
        "brass or matte black hardware"
      ],
      "success_patterns": [
        "investing in one quality piece (bed frame or dresser) anchors the room better than many cheap trendy items",
        "neutral base with personality in easily swappable items (pillows, art, throws) allows evolution without redecorating",
        "natural materials age better — linen gets softer, wood develops patina, metal oxidizes beautifully",
        "avoiding the color of the year means your room won't scream 2024 in 2028"
      ],
      "failure_patterns": [
        "all-grey-everything (2018-2022 trend) already looks dated and cold",
        "accent walls in bold trendy colors require repainting when trend passes",
        "furniture in trendy shapes (extreme curves, terrazzo patterns) cannot be un-trendy'd later"
      ],
      "example_content_ids": [
        "cnt_010",
        "cnt_022"
      ],
      "confidence": 0.88,
      "origin_leaf": "7ca563e23e67d80afde47bdc05173b0a81028f006da03abb5877c3197727691a"
    }
  ],
  "count": 10,
  "origin_leaf": "ae9ff79a53582020afe59b1642c067353e266f3a1d98ad6a8e23fc0288bf53b8"
}