{
  "meta": {
    "title": "LinkedIn Ads CAC exercise",
    "company": "Fictional B2B SaaS, ~£14k ACV, mid-market",
    "period": "Calendar 2025",
    "currency": "GBP",
    "n_deals": 70,
    "total_revenue_gbp": 966500,
    "channels": [
      "LinkedIn Ads",
      "Content/SEO",
      "Outbound",
      "Referral",
      "Direct",
      "Events"
    ],
    "paid_media_channels": [
      "LinkedIn Ads",
      "Content/SEO",
      "Outbound",
      "Events"
    ],
    "note": "Synthetic, deliberately messy. No per-touch timestamps — only close_date + sales_cycle_days."
  },
  "deals": [
    {
      "deal_id": "D1001",
      "account": "Account K5",
      "close_date": "2025-01-14",
      "amount_gbp": 14000,
      "sales_cycle_days": 126,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "Direct"
      ],
      "touch_count": 2,
      "self_reported_source": null
    },
    {
      "deal_id": "D1002",
      "account": "Account I2",
      "close_date": "2025-01-22",
      "amount_gbp": 7000,
      "sales_cycle_days": 110,
      "first_touch": "Referral",
      "last_touch": "Events",
      "touch_channels": [
        "Referral",
        "Events"
      ],
      "touch_count": 2,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1003",
      "account": "Account A1",
      "close_date": "2025-02-12",
      "amount_gbp": 11000,
      "sales_cycle_days": 58,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1004",
      "account": "Account B5",
      "close_date": "2025-03-05",
      "amount_gbp": 14000,
      "sales_cycle_days": 41,
      "first_touch": "Content/SEO",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "Content/SEO",
        "LinkedIn Ads"
      ],
      "touch_count": 2,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1005",
      "account": "Account F5",
      "close_date": "2025-03-08",
      "amount_gbp": 16000,
      "sales_cycle_days": 41,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1006",
      "account": "Account G3",
      "close_date": "2025-03-10",
      "amount_gbp": 14000,
      "sales_cycle_days": 71,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1007",
      "account": "Account M4",
      "close_date": "2025-03-16",
      "amount_gbp": 13000,
      "sales_cycle_days": 178,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1008",
      "account": "Account A2",
      "close_date": "2025-03-20",
      "amount_gbp": 9500,
      "sales_cycle_days": 34,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1009",
      "account": "Account M1",
      "close_date": "2025-04-04",
      "amount_gbp": 11000,
      "sales_cycle_days": 34,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1010",
      "account": "Account L4",
      "close_date": "2025-04-07",
      "amount_gbp": 13000,
      "sales_cycle_days": 71,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1011",
      "account": "Account A3",
      "close_date": "2025-04-08",
      "amount_gbp": 13000,
      "sales_cycle_days": 92,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1012",
      "account": "Account K3",
      "close_date": "2025-04-08",
      "amount_gbp": 16000,
      "sales_cycle_days": 84,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1013",
      "account": "Account E1",
      "close_date": "2025-04-17",
      "amount_gbp": 10000,
      "sales_cycle_days": 34,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn"
    },
    {
      "deal_id": "D1014",
      "account": "Account C1",
      "close_date": "2025-04-25",
      "amount_gbp": 22000,
      "sales_cycle_days": 34,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "LinkedIn Ads",
        "Events",
        "Content/SEO"
      ],
      "touch_count": 3,
      "self_reported_source": null
    },
    {
      "deal_id": "D1015",
      "account": "Account F3",
      "close_date": "2025-05-03",
      "amount_gbp": 12000,
      "sales_cycle_days": 151,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1016",
      "account": "Account J3",
      "close_date": "2025-05-10",
      "amount_gbp": 8000,
      "sales_cycle_days": 84,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1017",
      "account": "Account D2",
      "close_date": "2025-05-11",
      "amount_gbp": 18000,
      "sales_cycle_days": 151,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "LinkedIn Ads",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1018",
      "account": "Account F4",
      "close_date": "2025-05-18",
      "amount_gbp": 12000,
      "sales_cycle_days": 41,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1019",
      "account": "Account H1",
      "close_date": "2025-05-22",
      "amount_gbp": 14000,
      "sales_cycle_days": 151,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1020",
      "account": "Account A4",
      "close_date": "2025-05-27",
      "amount_gbp": 15500,
      "sales_cycle_days": 84,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1021",
      "account": "Account C2",
      "close_date": "2025-06-02",
      "amount_gbp": 42000,
      "sales_cycle_days": 52,
      "first_touch": "Content/SEO",
      "last_touch": "Outbound",
      "touch_channels": [
        "Content/SEO",
        "LinkedIn Ads",
        "Events",
        "Outbound"
      ],
      "touch_count": 4,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1022",
      "account": "Account L5",
      "close_date": "2025-06-02",
      "amount_gbp": 7000,
      "sales_cycle_days": 34,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1023",
      "account": "Account H5",
      "close_date": "2025-06-03",
      "amount_gbp": 7000,
      "sales_cycle_days": 151,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1024",
      "account": "Account M5",
      "close_date": "2025-06-05",
      "amount_gbp": 7000,
      "sales_cycle_days": 110,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1025",
      "account": "Account N5",
      "close_date": "2025-06-08",
      "amount_gbp": 14000,
      "sales_cycle_days": 110,
      "first_touch": "Referral",
      "last_touch": "Referral",
      "touch_channels": [
        "Referral"
      ],
      "touch_count": 1,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1026",
      "account": "Account A5",
      "close_date": "2025-06-15",
      "amount_gbp": 8000,
      "sales_cycle_days": 84,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1027",
      "account": "Account J2",
      "close_date": "2025-06-20",
      "amount_gbp": 7000,
      "sales_cycle_days": 178,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1028",
      "account": "Account E2",
      "close_date": "2025-06-23",
      "amount_gbp": 13000,
      "sales_cycle_days": 71,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "Direct"
      ],
      "touch_count": 2,
      "self_reported_source": "Saw your ads on LinkedIn"
    },
    {
      "deal_id": "D1029",
      "account": "Account L3",
      "close_date": "2025-07-04",
      "amount_gbp": 13000,
      "sales_cycle_days": 138,
      "first_touch": "Referral",
      "last_touch": "Events",
      "touch_channels": [
        "Referral",
        "Events"
      ],
      "touch_count": 2,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1030",
      "account": "Account J5",
      "close_date": "2025-07-09",
      "amount_gbp": 31000,
      "sales_cycle_days": 63,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1031",
      "account": "Account C3",
      "close_date": "2025-07-14",
      "amount_gbp": 16500,
      "sales_cycle_days": 78,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "LinkedIn Ads",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1032",
      "account": "Account H2",
      "close_date": "2025-07-15",
      "amount_gbp": 11000,
      "sales_cycle_days": 101,
      "first_touch": "Outbound",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Outbound",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1033",
      "account": "Account J4",
      "close_date": "2025-07-16",
      "amount_gbp": 7000,
      "sales_cycle_days": 71,
      "first_touch": "Referral",
      "last_touch": "Events",
      "touch_channels": [
        "Referral",
        "Events"
      ],
      "touch_count": 2,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1034",
      "account": "Account N1",
      "close_date": "2025-07-23",
      "amount_gbp": 8000,
      "sales_cycle_days": 34,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "Direct"
      ],
      "touch_count": 2,
      "self_reported_source": null
    },
    {
      "deal_id": "D1035",
      "account": "Account D3",
      "close_date": "2025-07-28",
      "amount_gbp": 15000,
      "sales_cycle_days": 84,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Events",
      "touch_channels": [
        "LinkedIn Ads",
        "Events"
      ],
      "touch_count": 2,
      "self_reported_source": "A colleague recommended us"
    },
    {
      "deal_id": "D1036",
      "account": "Account G1",
      "close_date": "2025-08-02",
      "amount_gbp": 9000,
      "sales_cycle_days": 41,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1037",
      "account": "Account B1",
      "close_date": "2025-08-03",
      "amount_gbp": 12500,
      "sales_cycle_days": 63,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1038",
      "account": "Account G5",
      "close_date": "2025-08-03",
      "amount_gbp": 15000,
      "sales_cycle_days": 41,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1039",
      "account": "Account L1",
      "close_date": "2025-08-05",
      "amount_gbp": 18000,
      "sales_cycle_days": 41,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1040",
      "account": "Account E3",
      "close_date": "2025-08-15",
      "amount_gbp": 9500,
      "sales_cycle_days": 151,
      "first_touch": "Referral",
      "last_touch": "Referral",
      "touch_channels": [
        "Referral"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn"
    },
    {
      "deal_id": "D1041",
      "account": "Account H4",
      "close_date": "2025-08-17",
      "amount_gbp": 13000,
      "sales_cycle_days": 110,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1042",
      "account": "Account K4",
      "close_date": "2025-08-19",
      "amount_gbp": 8000,
      "sales_cycle_days": 92,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1043",
      "account": "Account G4",
      "close_date": "2025-08-21",
      "amount_gbp": 9000,
      "sales_cycle_days": 126,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1044",
      "account": "Account C4",
      "close_date": "2025-08-29",
      "amount_gbp": 12000,
      "sales_cycle_days": 84,
      "first_touch": "Direct",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "Direct",
        "LinkedIn Ads"
      ],
      "touch_count": 2,
      "self_reported_source": null
    },
    {
      "deal_id": "D1045",
      "account": "Account C5",
      "close_date": "2025-09-09",
      "amount_gbp": 19500,
      "sales_cycle_days": 34,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Referral",
      "touch_channels": [
        "LinkedIn Ads",
        "Referral"
      ],
      "touch_count": 2,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1046",
      "account": "Account N4",
      "close_date": "2025-09-09",
      "amount_gbp": 14000,
      "sales_cycle_days": 126,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1047",
      "account": "Account K2",
      "close_date": "2025-09-13",
      "amount_gbp": 9000,
      "sales_cycle_days": 63,
      "first_touch": "Outbound",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Outbound",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1048",
      "account": "Account B2",
      "close_date": "2025-09-19",
      "amount_gbp": 17000,
      "sales_cycle_days": 58,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1049",
      "account": "Account I3",
      "close_date": "2025-09-20",
      "amount_gbp": 13000,
      "sales_cycle_days": 167,
      "first_touch": "Outbound",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Outbound",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1050",
      "account": "Account J1",
      "close_date": "2025-09-22",
      "amount_gbp": 11000,
      "sales_cycle_days": 34,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "Direct"
      ],
      "touch_count": 2,
      "self_reported_source": null
    },
    {
      "deal_id": "D1051",
      "account": "Account D4",
      "close_date": "2025-09-30",
      "amount_gbp": 24000,
      "sales_cycle_days": 167,
      "first_touch": "Content/SEO",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "Content/SEO",
        "LinkedIn Ads"
      ],
      "touch_count": 2,
      "self_reported_source": "Podcast"
    },
    {
      "deal_id": "D1052",
      "account": "Account D1",
      "close_date": "2025-10-03",
      "amount_gbp": 13500,
      "sales_cycle_days": 78,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "LinkedIn Ads",
        "Direct"
      ],
      "touch_count": 3,
      "self_reported_source": null
    },
    {
      "deal_id": "D1053",
      "account": "Account F2",
      "close_date": "2025-10-04",
      "amount_gbp": 11000,
      "sales_cycle_days": 41,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1054",
      "account": "Account I1",
      "close_date": "2025-10-05",
      "amount_gbp": 31000,
      "sales_cycle_days": 178,
      "first_touch": "Referral",
      "last_touch": "Referral",
      "touch_channels": [
        "Referral"
      ],
      "touch_count": 1,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1055",
      "account": "Account I4",
      "close_date": "2025-10-09",
      "amount_gbp": 13000,
      "sales_cycle_days": 52,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1056",
      "account": "Account I5",
      "close_date": "2025-10-10",
      "amount_gbp": 16000,
      "sales_cycle_days": 167,
      "first_touch": "Outbound",
      "last_touch": "Outbound",
      "touch_channels": [
        "Outbound"
      ],
      "touch_count": 1,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1057",
      "account": "Account E4",
      "close_date": "2025-10-11",
      "amount_gbp": 16000,
      "sales_cycle_days": 110,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": "Someone on LinkedIn / your posts"
    },
    {
      "deal_id": "D1058",
      "account": "Account B4",
      "close_date": "2025-10-22",
      "amount_gbp": 9000,
      "sales_cycle_days": 151,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn Ads"
    },
    {
      "deal_id": "D1059",
      "account": "Account H3",
      "close_date": "2025-10-23",
      "amount_gbp": 20000,
      "sales_cycle_days": 84,
      "first_touch": "Events",
      "last_touch": "Events",
      "touch_channels": [
        "Events"
      ],
      "touch_count": 1,
      "self_reported_source": "Met at a conference"
    },
    {
      "deal_id": "D1060",
      "account": "Account B3",
      "close_date": "2025-11-06",
      "amount_gbp": 10500,
      "sales_cycle_days": 52,
      "first_touch": "LinkedIn Ads",
      "last_touch": "LinkedIn Ads",
      "touch_channels": [
        "LinkedIn Ads"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1061",
      "account": "Account K1",
      "close_date": "2025-11-09",
      "amount_gbp": 18000,
      "sales_cycle_days": 151,
      "first_touch": "Referral",
      "last_touch": "Events",
      "touch_channels": [
        "Referral",
        "Events"
      ],
      "touch_count": 2,
      "self_reported_source": "Referral"
    },
    {
      "deal_id": "D1062",
      "account": "Account G2",
      "close_date": "2025-11-10",
      "amount_gbp": 12000,
      "sales_cycle_days": 63,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1063",
      "account": "Account D5",
      "close_date": "2025-11-18",
      "amount_gbp": 11500,
      "sales_cycle_days": 92,
      "first_touch": "LinkedIn Ads",
      "last_touch": "Outbound",
      "touch_channels": [
        "LinkedIn Ads",
        "Outbound"
      ],
      "touch_count": 2,
      "self_reported_source": "Outbound / SDR emailed me"
    },
    {
      "deal_id": "D1064",
      "account": "Account M2",
      "close_date": "2025-11-20",
      "amount_gbp": 12000,
      "sales_cycle_days": 63,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "Google search"
    },
    {
      "deal_id": "D1065",
      "account": "Account L2",
      "close_date": "2025-11-25",
      "amount_gbp": 26000,
      "sales_cycle_days": 138,
      "first_touch": "Direct",
      "last_touch": "Direct",
      "touch_channels": [
        "Direct"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1066",
      "account": "Account N3",
      "close_date": "2025-11-25",
      "amount_gbp": 14000,
      "sales_cycle_days": 101,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": null
    },
    {
      "deal_id": "D1067",
      "account": "Account E5",
      "close_date": "2025-12-02",
      "amount_gbp": 12000,
      "sales_cycle_days": 92,
      "first_touch": "Content/SEO",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Content/SEO"
      ],
      "touch_count": 1,
      "self_reported_source": "LinkedIn"
    },
    {
      "deal_id": "D1068",
      "account": "Account F1",
      "close_date": "2025-12-13",
      "amount_gbp": 16000,
      "sales_cycle_days": 41,
      "first_touch": "Outbound",
      "last_touch": "Content/SEO",
      "touch_channels": [
        "Outbound",
        "Content/SEO"
      ],
      "touch_count": 2,
      "self_reported_source": "Outbound / SDR"
    },
    {
      "deal_id": "D1069",
      "account": "Account N2",
      "close_date": "2025-12-17",
      "amount_gbp": 11000,
      "sales_cycle_days": 63,
      "first_touch": "Events",
      "last_touch": "Events",
      "touch_channels": [
        "Events"
      ],
      "touch_count": 1,
      "self_reported_source": "Met at a conference"
    },
    {
      "deal_id": "D1070",
      "account": "Account M3",
      "close_date": "2025-12-20",
      "amount_gbp": 11000,
      "sales_cycle_days": 178,
      "first_touch": "Content/SEO",
      "last_touch": "Direct",
      "touch_channels": [
        "Content/SEO",
        "Direct"
      ],
      "touch_count": 2,
      "self_reported_source": null
    }
  ],
  "monthly_costs": [
    {
      "month": "2025-01",
      "linkedin_media_gbp": 5000,
      "content_seo_media_gbp": 2000,
      "outbound_media_gbp": 3000,
      "events_gbp": 0
    },
    {
      "month": "2025-02",
      "linkedin_media_gbp": 5500,
      "content_seo_media_gbp": 2000,
      "outbound_media_gbp": 3000,
      "events_gbp": 0
    },
    {
      "month": "2025-03",
      "linkedin_media_gbp": 6000,
      "content_seo_media_gbp": 2200,
      "outbound_media_gbp": 3200,
      "events_gbp": 8000
    },
    {
      "month": "2025-04",
      "linkedin_media_gbp": 6500,
      "content_seo_media_gbp": 2200,
      "outbound_media_gbp": 3200,
      "events_gbp": 0
    },
    {
      "month": "2025-05",
      "linkedin_media_gbp": 7000,
      "content_seo_media_gbp": 2400,
      "outbound_media_gbp": 3400,
      "events_gbp": 0
    },
    {
      "month": "2025-06",
      "linkedin_media_gbp": 8000,
      "content_seo_media_gbp": 2400,
      "outbound_media_gbp": 3600,
      "events_gbp": 12000
    },
    {
      "month": "2025-07",
      "linkedin_media_gbp": 8500,
      "content_seo_media_gbp": 2600,
      "outbound_media_gbp": 3600,
      "events_gbp": 0
    },
    {
      "month": "2025-08",
      "linkedin_media_gbp": 9000,
      "content_seo_media_gbp": 2600,
      "outbound_media_gbp": 3800,
      "events_gbp": 4000
    },
    {
      "month": "2025-09",
      "linkedin_media_gbp": 9500,
      "content_seo_media_gbp": 2800,
      "outbound_media_gbp": 3800,
      "events_gbp": 0
    },
    {
      "month": "2025-10",
      "linkedin_media_gbp": 10000,
      "content_seo_media_gbp": 2800,
      "outbound_media_gbp": 4000,
      "events_gbp": 9000
    },
    {
      "month": "2025-11",
      "linkedin_media_gbp": 10500,
      "content_seo_media_gbp": 3000,
      "outbound_media_gbp": 4000,
      "events_gbp": 0
    },
    {
      "month": "2025-12",
      "linkedin_media_gbp": 11000,
      "content_seo_media_gbp": 3000,
      "outbound_media_gbp": 4200,
      "events_gbp": 0
    }
  ],
  "cost_context": [
    {
      "item": "Paid social agency retainer",
      "amount_gbp_per_month": 2000,
      "note": "Manages paid social. Team estimates ~70% of the retainer effort is LinkedIn.",
      "linkedin_alloc": 0.7
    },
    {
      "item": "Ads + attribution tooling",
      "amount_gbp_per_month": 450,
      "note": "Shared across all paid channels.",
      "linkedin_alloc": null
    },
    {
      "item": "Demand Gen Manager (loaded)",
      "amount_gbp_per_month": 6250,
      "note": "Loaded cost incl. on-costs. Self-reports ~40% of time on LinkedIn.",
      "linkedin_alloc": 0.4
    },
    {
      "item": "Content Marketer (loaded)",
      "amount_gbp_per_month": 5000,
      "note": "Loaded cost. ~0% on LinkedIn; owns Content/SEO.",
      "linkedin_alloc": 0.0
    }
  ]
}