{
  "checked_on": "2026-05-18",
  "rows": [
    {
      "auto_improves": [
        "mail category prompts",
        "renewal nudges",
        "upsell suggestions",
        "fraud risk flags"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI-classified mail and address-of-record assistant",
      "human_locked": [
        "legal-post handling",
        "court document escalation",
        "address change submission"
      ],
      "learns_from": [
        "mail classification corrections",
        "legal-post escalations",
        "subscription churn reasons",
        "renewal patterns"
      ],
      "quality_metrics": [
        "mail classification accuracy",
        "legal-post escalation latency",
        "renewal retention"
      ],
      "readiness_score": 100,
      "snap": "addresssnap"
    },
    {
      "auto_improves": [
        "category rules",
        "deadline prompts",
        "tax reserve nudges",
        "missing-evidence prompts"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "continuous tax operations assistant",
      "human_locked": [
        "HMRC payment submission",
        "tax advice assumption",
        "appeal or penalty response"
      ],
      "learns_from": [
        "categorisation corrections",
        "HMRC deadline changes",
        "payment outcomes",
        "accountant overrides"
      ],
      "quality_metrics": [
        "categorisation confidence",
        "late deadline count",
        "payment approval error rate"
      ],
      "readiness_score": 100,
      "snap": "booksnap"
    },
    {
      "auto_improves": [
        "risk prompts",
        "retention warnings",
        "evidence checklist",
        "rate anomaly flags"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI QS and dispute-prevention assistant",
      "human_locked": [
        "contract position",
        "adjudication strategy",
        "final payment notice"
      ],
      "learns_from": [
        "quote acceptance",
        "variation disputes",
        "payment notice outcomes",
        "QS overrides"
      ],
      "quality_metrics": [
        "quote confidence",
        "notice-date accuracy",
        "variation evidence completeness"
      ],
      "readiness_score": 100,
      "snap": "cadsnap"
    },
    {
      "auto_improves": [
        "ratio warnings",
        "funding evidence prompts",
        "occupancy forecasts",
        "parent billing checks"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "safeguarding-aware care operations assistant",
      "human_locked": [
        "safeguarding decision",
        "incident escalation",
        "funding claim approval"
      ],
      "learns_from": [
        "ratio events",
        "funding corrections",
        "incident reviews",
        "manager approvals"
      ],
      "quality_metrics": [
        "ratio breach count",
        "funding claim correction rate",
        "incident approval latency"
      ],
      "readiness_score": 100,
      "snap": "caresnap"
    },
    {
      "auto_improves": [
        "donor declaration checks",
        "restricted-fund prompts",
        "grant evidence checklist",
        "fundraising route scoring"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "trustee-governed fundraising and restricted-fund assistant",
      "human_locked": [
        "restricted spend approval",
        "trustee conflict decision",
        "Gift Aid claim submission"
      ],
      "learns_from": [
        "trustee decisions",
        "Gift Aid rejections",
        "donor corrections",
        "grant outcomes"
      ],
      "quality_metrics": [
        "Gift Aid evidence completeness",
        "restricted-fund exception count",
        "trustee approval latency"
      ],
      "readiness_score": 100,
      "snap": "charitysnap"
    },
    {
      "auto_improves": [
        "CDD prompts",
        "valuation confidence bands",
        "follow-up reminders",
        "deposit evidence checks"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "agency trust and property-data compliance assistant",
      "human_locked": [
        "AML pass/fail",
        "client money release",
        "valuation advice"
      ],
      "learns_from": [
        "AML review outcomes",
        "Right to Rent follow-ups",
        "valuation deltas",
        "deposit/client-money events"
      ],
      "quality_metrics": [
        "AML evidence completeness",
        "valuation variance",
        "client-money exception count"
      ],
      "readiness_score": 100,
      "snap": "estateagentsnap"
    },
    {
      "auto_improves": [
        "name availability prompts",
        "ID and V evidence checklist",
        "PSC explanation",
        "post-formation upsell route"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "agentic UK incorporation and identity-verification assistant",
      "human_locked": [
        "PSC declaration",
        "director appointment",
        "beneficial owner decision"
      ],
      "learns_from": [
        "Companies House rejections",
        "ID and V failures",
        "PSC corrections",
        "partner referral outcomes"
      ],
      "quality_metrics": [
        "formation success rate",
        "ID and V evidence completeness",
        "post-formation attach rate"
      ],
      "readiness_score": 100,
      "snap": "formsnap"
    },
    {
      "auto_improves": [
        "IR35 evidence prompts",
        "reserve nudges",
        "late-payment risk scoring",
        "contract checklist"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "contractor risk, invoice and tax reserve assistant",
      "human_locked": [
        "IR35 opinion",
        "tax planning advice",
        "legal contract position"
      ],
      "learns_from": [
        "IR35 review outcomes",
        "invoice payment delays",
        "contract changes",
        "tax reserve variance"
      ],
      "quality_metrics": [
        "IR35 evidence completeness",
        "reserve variance",
        "invoice delay prediction accuracy"
      ],
      "readiness_score": 100,
      "snap": "freelancesnap"
    },
    {
      "auto_improves": [
        "commodity confidence prompts",
        "origin evidence checklist",
        "broker pack completeness",
        "route-risk scoring"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "digital-border and customs advantage assistant",
      "human_locked": [
        "customs declaration",
        "duty deferment authority",
        "NI/Windsor route sign-off"
      ],
      "learns_from": [
        "broker corrections",
        "commodity code outcomes",
        "duty/VAT variances",
        "border delay causes"
      ],
      "quality_metrics": [
        "broker correction rate",
        "commodity confidence",
        "border-delay prediction accuracy"
      ],
      "readiness_score": 100,
      "snap": "freightsnap"
    },
    {
      "auto_improves": [
        "parts margin flags",
        "repair authorisation prompts",
        "EV inspection checklist",
        "service-plan suggestions"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "EV-ready workshop profit and authorisation assistant",
      "human_locked": [
        "vehicle safety decision",
        "finance commission disclosure",
        "final repair authorisation"
      ],
      "learns_from": [
        "repair approvals",
        "parts margin outcomes",
        "EV diagnostics",
        "customer complaint patterns"
      ],
      "quality_metrics": [
        "parts margin leakage",
        "approval evidence completeness",
        "repeat repair rate"
      ],
      "readiness_score": 100,
      "snap": "garagesnap"
    },
    {
      "auto_improves": [
        "route risk scoring",
        "TM capacity warnings",
        "energy prompts",
        "insurer/export evidence packs"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "transport manager and autonomous logistics control plane",
      "human_locked": [
        "operator licence position",
        "autonomous movement approval",
        "driver compliance intervention"
      ],
      "learns_from": [
        "driver-hours exceptions",
        "route margin variance",
        "OCRS-style events",
        "customer promise outcomes"
      ],
      "quality_metrics": [
        "route margin variance",
        "hours exception rate",
        "promise failure rate"
      ],
      "readiness_score": 100,
      "snap": "haulagesnap"
    },
    {
      "auto_improves": [
        "rota margin prompts",
        "supplier anomaly flags",
        "waste forecasts",
        "menu margin suggestions"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "hospitality margin, labour and food-safety assistant",
      "human_locked": [
        "allergen approval",
        "tronc decision",
        "robot kitchen deployment"
      ],
      "learns_from": [
        "rota variance",
        "supplier price movement",
        "waste data",
        "allergen incidents"
      ],
      "quality_metrics": [
        "labour cost variance",
        "gross margin drift",
        "allergen exception count"
      ],
      "readiness_score": 100,
      "snap": "hospsnap"
    },
    {
      "auto_improves": [
        "evidence prompts",
        "policy reminders",
        "holiday balance memory",
        "sickness pattern flags"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "tribunal-grade HR and right-to-work assistant",
      "human_locked": [
        "right-to-work pass/fail",
        "disciplinary outcome",
        "termination decision",
        "redundancy decision"
      ],
      "learns_from": [
        "right-to-work outcomes",
        "discipline appeal results",
        "termination tribunal patterns",
        "policy update changes"
      ],
      "quality_metrics": [
        "right-to-work evidence completeness",
        "disciplinary procedure adherence",
        "tribunal exposure rate"
      ],
      "readiness_score": 100,
      "snap": "hrsnap"
    },
    {
      "auto_improves": [
        "intake triage prompts",
        "limitation warning language",
        "AML evidence checklist",
        "client-money flags"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "agentic legal intake and professional-boundary assistant",
      "human_locked": [
        "legal advice",
        "client-money movement",
        "privilege/disclosure decision"
      ],
      "learns_from": [
        "solicitor overrides",
        "AML outcomes",
        "limitation checks",
        "client-money approvals"
      ],
      "quality_metrics": [
        "triage accuracy",
        "limitation warning coverage",
        "professional override rate"
      ],
      "readiness_score": 100,
      "snap": "legalsnap"
    },
    {
      "auto_improves": [
        "opportunity scoring",
        "readiness prompts",
        "missing-document checklists",
        "partner route recommendations"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI deal-sourcing and partner opportunity intelligence assistant",
      "human_locked": [
        "valuation opinion",
        "regulated financial advice",
        "legal/tax transaction advice",
        "sensitive document review"
      ],
      "learns_from": [
        "founder enquiry quality",
        "partner referral outcomes",
        "diligence gap patterns",
        "advisor overrides",
        "acquirer-fit outcomes"
      ],
      "quality_metrics": [
        "qualified-opportunity rate",
        "partner referral conversion",
        "diligence gap closure",
        "false-positive deal score"
      ],
      "readiness_score": 100,
      "snap": "masnap"
    },
    {
      "auto_improves": [
        "arrears risk prompts",
        "repair triage scoring",
        "deposit evidence checklist",
        "EPC/MEES reminders"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "landlord cashflow, repair and compliance memory assistant",
      "human_locked": [
        "tenant-rights action",
        "deposit dispute position",
        "legal notice route"
      ],
      "learns_from": [
        "arrears outcomes",
        "repair approvals",
        "deposit disputes",
        "compliance calendar changes"
      ],
      "quality_metrics": [
        "arrears prediction accuracy",
        "repair approval latency",
        "deposit evidence completeness"
      ],
      "readiness_score": 100,
      "snap": "propsnap"
    },
    {
      "auto_improves": [
        "category rules",
        "VAT rate confidence",
        "supplier memory",
        "duplicate detection"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI vision receipt and VAT reclaim assistant",
      "human_locked": [
        "VAT reclaim decision",
        "categorisation assumption",
        "expense policy exception"
      ],
      "learns_from": [
        "categorisation overrides",
        "VAT corrections",
        "accountant overrides",
        "expense policy changes"
      ],
      "quality_metrics": [
        "categorisation confidence",
        "VAT correction rate",
        "duplicate rate"
      ],
      "readiness_score": 100,
      "snap": "receiptsnap"
    },
    {
      "auto_improves": [
        "candidate evidence prompts",
        "bias-risk warnings",
        "margin alerts",
        "shortlist explanation quality"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI hiring audit, right-to-work and pay/bill assistant",
      "human_locked": [
        "hiring recommendation",
        "right-to-work pass/fail",
        "bias or discrimination review"
      ],
      "learns_from": [
        "placement outcomes",
        "right-to-work checks",
        "pay/bill margin",
        "shortlist override reasons"
      ],
      "quality_metrics": [
        "shortlist override rate",
        "right-to-work evidence completeness",
        "margin leakage"
      ],
      "readiness_score": 100,
      "snap": "recruitsnap"
    },
    {
      "auto_improves": [
        "SKU margin prompts",
        "stockout warnings",
        "returns leakage flags",
        "supplier reorder suggestions"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "agentic commerce, SKU margin and fulfilment assistant",
      "human_locked": [
        "supplier payment",
        "refund exception",
        "agentic purchase authority"
      ],
      "learns_from": [
        "refund reasons",
        "stockouts",
        "supplier delays",
        "repricing outcomes",
        "agentic checkout events"
      ],
      "quality_metrics": [
        "gross margin drift",
        "stockout rate",
        "refund exception rate"
      ],
      "readiness_score": 100,
      "snap": "shopsnap"
    },
    {
      "auto_improves": [
        "quote confidence prompts",
        "materials margin flags",
        "deposit risk scoring",
        "evidence checklist"
      ],
      "checked_on": "2026-05-18",
      "flags": [],
      "future_state": "AI quote, job evidence and payment confidence assistant",
      "human_locked": [
        "final quote",
        "deposit collection",
        "site safety decision"
      ],
      "learns_from": [
        "quote win/loss",
        "deposit outcomes",
        "job margin variance",
        "photo/evidence disputes"
      ],
      "quality_metrics": [
        "quote win rate",
        "job margin variance",
        "evidence dispute rate"
      ],
      "readiness_score": 100,
      "snap": "tradesnap"
    }
  ],
  "snap_count": 20
}