{
  "ticker": {
    "uuid": "cca6a8f5-fe42-4de3-9298-f453b45da194",
    "symbol": "LPSN",
    "name": "LivePerson Inc",
    "exchange": "NASDAQ",
    "country": "US",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "QQQ",
    "stage": 1,
    "stage_name": "Basing",
    "phase": "1b",
    "phase_label": "Stage 1B \u00b7 Basing",
    "transition": "stage_1_building",
    "transition_label": "Base still building",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -22.275,
    "architecture_energy": 25.181,
    "architecture_maturity": 100.0,
    "architecture_confidence": 94.777,
    "architecture_tenure": "Extended",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 32.11,
        "rotation_up": 29.09,
        "upward_expansion": 18.16,
        "deceleration": 42.95,
        "rotation_down": 36.39,
        "downward_expansion": 68.16
      },
      "activity_lines": [
        1.998,
        1.942727,
        2.086857,
        2.252624
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": -0.5
    },
    "latest_close": 2.62,
    "trend_reference": 2.486333,
    "distance_from_trend": 0.053761,
    "trend_direction": "Weakening",
    "fair_value": 17.527279,
    "distance_from_fair_value": -0.850519,
    "fair_value_direction": "Improving",
    "relative_strength": -53.359136,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.135314,
    "excess_performance": -0.322767,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.053761,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.265846,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.850519,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.038216,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.533591,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.19574,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.135314,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.717183,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 2372039,
      "relative_activity": 3.797782,
      "balance": 0.717183,
      "dry_up": 1.323679,
      "accumulation_observations": 1,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.121116,
      "annualized_volatility": 0.847683,
      "from_high_reference": -0.862467,
      "from_low_reference": 0.871429
    },
    "levels": {
      "trend_reference": 2.486333,
      "fair_value_reference": 17.527279,
      "structural_low": 1.4,
      "invalidation": "A renewed decline below the structural range low, widening the discount to current Fair Value while Trend falls, weakens the base diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 44,
        "median_return": -0.108809,
        "positive_rate": 0.386364,
        "directional_follow_through": 0.613636,
        "median_excess_return": -0.085737,
        "regime_survival": 0.909091,
        "best_return": 1.5323,
        "worst_return": -0.556391,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 15,
        "median_return": -0.058011,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.666667,
        "median_excess_return": -0.12773,
        "regime_survival": 0.8,
        "best_return": 1.170543,
        "worst_return": -0.736834,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 8,
        "median_return": -0.455551,
        "positive_rate": 0.125,
        "directional_follow_through": 0.875,
        "median_excess_return": -0.450276,
        "regime_survival": 0.75,
        "best_return": 0.201882,
        "worst_return": -0.758138,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 4,
        "median_return": -0.730266,
        "positive_rate": 0.0,
        "directional_follow_through": 1.0,
        "median_excess_return": -1.060668,
        "regime_survival": 0.75,
        "best_return": -0.70931,
        "worst_return": -0.75415,
        "sufficient": false
      }
    ],
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        "label": "Downward Expansion",
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        "start": "2023-03-31",
        "end": "2023-12-29",
        "tenure": "Extended",
        "return": -0.14059,
        "active": false
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      {
        "regime": "balance",
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        "tenure": "Developing",
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      {
        "regime": "downward_expansion",
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        "tenure": "Established",
        "return": -0.62782,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
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        "end": "2024-09-06",
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      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "tenure": "New",
        "return": -0.126907,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "end": "2025-01-10",
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        "return": 0.483494,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-02-28",
        "tenure": "Developing",
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        "active": false
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      {
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        "active": false
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        "end": "2025-07-04",
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        "date": "2026-04-24",
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      },
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        "date": "2026-05-22",
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        "date": "2026-06-05",
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      {
        "date": "2026-07-03",
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      {
        "date": "2026-07-10",
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        "relative_strength": -73.697175,
        "stage": 4,
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        "direction": -71.07848,
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      },
      {
        "date": "2026-07-17",
        "close": 1.68,
        "volume": 232384,
        "typical_volume": 608657.65,
        "trend": 2.683667,
        "fair_value": 18.827792,
        "relative_strength": -73.672923,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -78.39315,
        "energy": 75.092659,
        "activity_lines": [
          1.830667,
          1.937273,
          2.184667,
          2.374452
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      },
      {
        "date": "2026-07-24",
        "close": 1.53,
        "volume": 271298,
        "typical_volume": 590823.6,
        "trend": 2.597667,
        "fair_value": 18.383753,
        "relative_strength": -74.294564,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -84.489589,
        "energy": 90.855671,
        "activity_lines": [
          1.713333,
          1.847636,
          2.103095,
          2.300022
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      },
      {
        "date": "2026-07-31",
        "close": 1.77,
        "volume": 431282,
        "typical_volume": 554003.35,
        "trend": 2.527,
        "fair_value": 17.998946,
        "relative_strength": -69.038126,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -66.49821,
        "energy": 81.437268,
        "activity_lines": [
          1.708,
          1.814182,
          2.052381,
          2.246624
        ]
      },
      {
        "date": "2026-08-07",
        "close": 2.62,
        "volume": 2372039,
        "typical_volume": 624585.4,
        "trend": 2.486333,
        "fair_value": 17.527279,
        "relative_strength": -53.359136,
        "stage": 1,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -22.275436,
        "energy": 25.180592,
        "activity_lines": [
          1.998,
          1.942727,
          2.086857,
          2.252624
        ]
      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}