{
    "title": "Cost Intelligence",
    "description": "Financial analysis for AI agent operations — daily/weekly/monthly cost trends, model attribution, token efficiency, cache savings, and per-session cost breakdown from Loki logs.",
    "tags": [
        "openclaw",
        "grafana-lens",
        "cost-intelligence"
    ],
    "timezone": "browser",
    "editable": true,
    "schemaVersion": 39,
    "time": {
        "from": "now-7d",
        "to": "now"
    },
    "refresh": "1m",
    "links": [
        {
            "title": "LLM Command Center",
            "tags": [
                "openclaw",
                "grafana-lens",
                "command-center"
            ],
            "type": "dashboards",
            "asDropdown": false,
            "icon": "external link"
        },
        {
            "title": "Session Explorer",
            "tags": [
                "openclaw",
                "grafana-lens",
                "session-explorer"
            ],
            "type": "dashboards",
            "asDropdown": false,
            "icon": "external link"
        },
        {
            "title": "SRE Operations",
            "tags": [
                "openclaw",
                "grafana-lens",
                "sre-operations"
            ],
            "type": "dashboards",
            "asDropdown": false,
            "icon": "external link"
        },
        {
            "title": "GenAI Observability",
            "tags": [
                "openclaw",
                "grafana-lens",
                "genai-observability"
            ],
            "type": "dashboards",
            "asDropdown": false,
            "icon": "external link"
        },
        {
            "title": "OpenClaw Dashboards",
            "tags": [
                "openclaw",
                "grafana-lens"
            ],
            "type": "dashboards",
            "asDropdown": true,
            "icon": "external link"
        }
    ],
    "annotations": {
        "list": [
            {
                "builtIn": 1,
                "datasource": {
                    "type": "grafana",
                    "uid": "-- Grafana --"
                },
                "enable": true,
                "hide": true,
                "iconColor": "rgba(0, 211, 255, 1)",
                "name": "Annotations & Alerts",
                "type": "dashboard"
            }
        ]
    },
    "templating": {
        "list": [
            {
                "name": "prometheus",
                "label": "Prometheus",
                "type": "datasource",
                "query": "prometheus",
                "current": {},
                "hide": 0
            },
            {
                "name": "loki",
                "label": "Loki",
                "type": "datasource",
                "query": "loki",
                "current": {},
                "hide": 0
            },
            {
                "name": "provider",
                "label": "Provider",
                "type": "query",
                "datasource": {
                    "type": "prometheus",
                    "uid": "$prometheus"
                },
                "query": "label_values(openclaw_lens_cost_by_model_total, provider)",
                "includeAll": true,
                "allValue": ".*",
                "current": {
                    "text": "All",
                    "value": "$__all"
                },
                "refresh": 2,
                "multi": true,
                "hide": 0
            },
            {
                "name": "model",
                "label": "Model",
                "type": "query",
                "datasource": {
                    "type": "prometheus",
                    "uid": "$prometheus"
                },
                "query": "label_values(openclaw_lens_cost_by_model_total{provider=~\"$provider\"}, model)",
                "includeAll": true,
                "allValue": ".*",
                "current": {
                    "text": "All",
                    "value": "$__all"
                },
                "refresh": 2,
                "multi": true,
                "hide": 0
            }
        ]
    },
    "panels": [
        {
            "id": 1,
            "title": "Cost Overview",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 0
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 2,
            "title": "Today",
            "description": "Today's accumulated cost.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 0,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[1d])) or vector(0)",
                    "legendFormat": "today",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "thresholds": {
                        "mode": "absolute",
                        "steps": [
                            {
                                "color": "green",
                                "value": null
                            },
                            {
                                "color": "yellow",
                                "value": 3
                            },
                            {
                                "color": "red",
                                "value": 5
                            }
                        ]
                    },
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "area",
                "colorMode": "background"
            }
        },
        {
            "id": 3,
            "title": "Yesterday",
            "description": "Total cost for the previous 24h period.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 4,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[24h] offset 24h)) or vector(0)",
                    "legendFormat": "yesterday",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "area"
            }
        },
        {
            "id": 4,
            "title": "7-Day Average",
            "description": "Average daily cost over the past 7 days.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 8,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "(sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[7d])) / 7) or vector(0)",
                    "legendFormat": "7d avg",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "area"
            }
        },
        {
            "id": 5,
            "title": "30-Day Total",
            "description": "Total accumulated cost over the past 30 days.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 12,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[30d])) or vector(0)",
                    "legendFormat": "30d total",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "area"
            }
        },
        {
            "id": 6,
            "title": "Cache Savings",
            "description": "Estimated money saved by serving tokens from cache.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 16,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "openclaw_lens_cache_savings_usd",
                    "legendFormat": "savings",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "thresholds": {
                        "mode": "absolute",
                        "steps": [
                            {
                                "color": "green",
                                "value": null
                            }
                        ]
                    },
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "area"
            }
        },
        {
            "id": 7,
            "title": "Cost per Message",
            "description": "Average cost per processed message over the selected range.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 4,
                "x": 20,
                "y": 1
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[$__range])) / sum(increase(openclaw_lens_messages_processed_total[$__range]))",
                    "legendFormat": "$/msg",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 4,
                    "noValue": "No messages yet"
                }
            },
            "options": {
                "graphMode": "area"
            }
        },
        {
            "id": 24,
            "title": "Burn Rate",
            "description": "Current spending velocity projected to hourly rate.",
            "type": "stat",
            "gridPos": {
                "h": 4,
                "w": 6,
                "x": 0,
                "y": 5
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(rate(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[5m])) * 3600",
                    "legendFormat": "$/hr",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 3,
                    "thresholds": {
                        "mode": "absolute",
                        "steps": [
                            {
                                "color": "green",
                                "value": null
                            },
                            {
                                "color": "yellow",
                                "value": 0.5
                            },
                            {
                                "color": "red",
                                "value": 2
                            }
                        ]
                    },
                    "noValue": "$0.000"
                }
            },
            "options": {
                "graphMode": "area",
                "colorMode": "background"
            }
        },
        {
            "id": 25,
            "title": "Cost Velocity ($/min)",
            "description": "Real-time cost rate: total spend per minute (bold line) with per-model breakdown.",
            "type": "timeseries",
            "gridPos": {
                "h": 4,
                "w": 18,
                "x": 6,
                "y": 5
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(rate(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[5m])) * 60",
                    "legendFormat": "total $/min",
                    "refId": "A"
                },
                {
                    "expr": "sum by (model) (rate(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[5m])) * 60",
                    "legendFormat": "{{model}}",
                    "refId": "B"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "custom": {
                        "drawStyle": "line",
                        "fillOpacity": 10,
                        "spanNulls": true
                    }
                },
                "overrides": [
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "total $/min"
                        },
                        "properties": [
                            {
                                "id": "custom.lineWidth",
                                "value": 3
                            },
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "red",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    }
                ]
            },
            "options": {
                "legend": {
                    "displayMode": "table",
                    "placement": "bottom",
                    "calcs": [
                        "lastNotNull",
                        "mean",
                        "max"
                    ]
                }
            }
        },
        {
            "id": 8,
            "title": "Spending Trends",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 9
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 9,
            "title": "Daily Cost Trend",
            "description": "Daily cost bars with a 7-day moving average overlay line.",
            "type": "timeseries",
            "gridPos": {
                "h": 8,
                "w": 16,
                "x": 0,
                "y": 10
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[1d]))",
                    "legendFormat": "daily cost",
                    "refId": "A",
                    "interval": "1d"
                },
                {
                    "expr": "avg_over_time(sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[1d]))[7d:1d])",
                    "legendFormat": "7d moving avg",
                    "refId": "B",
                    "interval": "1d"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "custom": {
                        "drawStyle": "bars",
                        "fillOpacity": 50,
                        "spanNulls": true
                    }
                },
                "overrides": [
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "daily cost"
                        },
                        "properties": [
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "blue",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "7d moving avg"
                        },
                        "properties": [
                            {
                                "id": "custom.drawStyle",
                                "value": "line"
                            },
                            {
                                "id": "custom.fillOpacity",
                                "value": 0
                            },
                            {
                                "id": "custom.lineWidth",
                                "value": 2
                            },
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "orange",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    }
                ]
            },
            "options": {
                "legend": {
                    "displayMode": "table",
                    "placement": "bottom",
                    "calcs": [
                        "lastNotNull",
                        "mean",
                        "max"
                    ]
                }
            }
        },
        {
            "id": 10,
            "title": "Cost by Model (Ranked)",
            "description": "Which models dominate your spend? Horizontal bar gauge sorted by total cost over the selected range.",
            "type": "bargauge",
            "gridPos": {
                "h": 8,
                "w": 8,
                "x": 16,
                "y": 10
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sort_desc(sum by (model) (increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[$__range])))",
                    "legendFormat": "{{model}}",
                    "refId": "A",
                    "instant": true
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "thresholds": {
                        "mode": "absolute",
                        "steps": [
                            {
                                "color": "green",
                                "value": null
                            },
                            {
                                "color": "yellow",
                                "value": 5
                            },
                            {
                                "color": "red",
                                "value": 20
                            }
                        ]
                    }
                }
            },
            "options": {
                "orientation": "horizontal",
                "displayMode": "gradient",
                "showUnfilled": false,
                "reduceOptions": {
                    "calcs": [
                        "lastNotNull"
                    ]
                }
            }
        },
        {
            "id": 11,
            "title": "Cost Attribution",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 18
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 12,
            "title": "By Model",
            "description": "Cost distribution across models.",
            "type": "piechart",
            "gridPos": {
                "h": 8,
                "w": 8,
                "x": 0,
                "y": 19
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum by (model) (increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[$__range]))",
                    "legendFormat": "{{model}}",
                    "refId": "A",
                    "instant": true
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD"
                }
            },
            "options": {
                "reduceOptions": {
                    "calcs": [
                        "lastNotNull"
                    ]
                },
                "pieType": "donut",
                "legend": {
                    "displayMode": "table",
                    "placement": "right",
                    "values": [
                        "value",
                        "percent"
                    ]
                }
            }
        },
        {
            "id": 13,
            "title": "By Provider",
            "description": "Cost distribution across providers.",
            "type": "piechart",
            "gridPos": {
                "h": 8,
                "w": 8,
                "x": 8,
                "y": 19
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum by (provider) (increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\"}[$__range]))",
                    "legendFormat": "{{provider}}",
                    "refId": "A",
                    "instant": true
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD"
                }
            },
            "options": {
                "reduceOptions": {
                    "calcs": [
                        "lastNotNull"
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                },
                "pieType": "donut",
                "legend": {
                    "displayMode": "table",
                    "placement": "right",
                    "values": [
                        "value",
                        "percent"
                    ]
                }
            }
        },
        {
            "id": 14,
            "title": "By Token Type",
            "description": "Cost distribution by token type (input, output, cache_read, cache_write).",
            "type": "piechart",
            "gridPos": {
                "h": 8,
                "w": 8,
                "x": 16,
                "y": 19
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum by (token_type) (increase(openclaw_lens_cost_by_token_type_total[$__range]))",
                    "legendFormat": "{{token_type}}",
                    "refId": "A",
                    "instant": true
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD"
                }
            },
            "options": {
                "reduceOptions": {
                    "calcs": [
                        "lastNotNull"
                    ]
                },
                "pieType": "donut",
                "legend": {
                    "displayMode": "table",
                    "placement": "right",
                    "values": [
                        "value",
                        "percent"
                    ]
                }
            }
        },
        {
            "id": 15,
            "title": "Token Efficiency",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 27
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 16,
            "title": "Cache vs Fresh Input Tokens",
            "description": "Stacked area: fresh input vs cache read tokens. Higher cache reads = lower effective cost per token.",
            "type": "timeseries",
            "gridPos": {
                "h": 8,
                "w": 12,
                "x": 0,
                "y": 28
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum by (gen_ai_token_type) (rate(gen_ai_client_token_usage_sum{gen_ai_token_type=~\"input|cache_read_input\"}[$__rate_interval]))",
                    "legendFormat": "{{gen_ai_token_type}}",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "locale",
                    "custom": {
                        "stacking": {
                            "mode": "normal"
                        },
                        "fillOpacity": 30,
                        "spanNulls": true
                    }
                },
                "overrides": [
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "input"
                        },
                        "properties": [
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "red",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "cache_read_input"
                        },
                        "properties": [
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "green",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    }
                ]
            },
            "options": {
                "legend": {
                    "displayMode": "table",
                    "placement": "bottom",
                    "calcs": [
                        "lastNotNull",
                        "mean",
                        "max"
                    ]
                }
            }
        },
        {
            "id": 17,
            "title": "Cache Hit Ratio + Savings",
            "description": "Dual-axis: cache hit ratio (left, area) + cumulative savings USD (right, line).",
            "type": "timeseries",
            "gridPos": {
                "h": 8,
                "w": 12,
                "x": 12,
                "y": 28
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "openclaw_lens_cache_token_ratio * 100",
                    "legendFormat": "cache hit %",
                    "refId": "A"
                },
                {
                    "expr": "openclaw_lens_cache_savings_usd",
                    "legendFormat": "savings (USD)",
                    "refId": "B"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "percent",
                    "custom": {
                        "drawStyle": "line",
                        "fillOpacity": 20,
                        "spanNulls": true
                    }
                },
                "overrides": [
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "cache hit %"
                        },
                        "properties": [
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "green",
                                    "mode": "fixed"
                                }
                            },
                            {
                                "id": "custom.fillOpacity",
                                "value": 20
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "savings (USD)"
                        },
                        "properties": [
                            {
                                "id": "custom.axisPlacement",
                                "value": "right"
                            },
                            {
                                "id": "custom.fillOpacity",
                                "value": 0
                            },
                            {
                                "id": "custom.lineWidth",
                                "value": 2
                            },
                            {
                                "id": "unit",
                                "value": "currencyUSD"
                            },
                            {
                                "id": "color",
                                "value": {
                                    "fixedColor": "blue",
                                    "mode": "fixed"
                                }
                            }
                        ]
                    }
                ]
            },
            "options": {
                "legend": {
                    "displayMode": "table",
                    "placement": "bottom",
                    "calcs": [
                        "lastNotNull",
                        "mean",
                        "max"
                    ]
                }
            }
        },
        {
            "id": 18,
            "title": "Cost per Session",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 36
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 19,
            "title": "Session Cost Breakdown",
            "description": "Per-session cost breakdown from Loki usage summaries. Sorted by cost descending to identify expensive sessions. Click session_id to investigate in Session Explorer.",
            "type": "table",
            "gridPos": {
                "h": 10,
                "w": 24,
                "x": 0,
                "y": 37
            },
            "datasource": {
                "type": "loki",
                "uid": "$loki"
            },
            "targets": [
                {
                    "expr": "{service_name=\"openclaw\"} | event_name=\"usage.session_summary\" | openclaw_summary_type=\"final\"",
                    "refId": "A"
                }
            ],
            "transformations": [
                {
                    "id": "extractFields",
                    "options": {
                        "source": "labels",
                        "format": "auto"
                    }
                },
                {
                    "id": "organize",
                    "options": {
                        "excludeByName": {
                            "Line": true,
                            "id": true,
                            "tsNs": true,
                            "labels": true,
                            "labelTypes": true,
                            "flags": true,
                            "event_domain": true,
                            "event_name": true,
                            "component": true,
                            "trace_id": true,
                            "span_id": true,
                            "service_name": true,
                            "severity_number": true,
                            "severity_text": true,
                            "detected_level": true,
                            "body": true,
                            "resources_openclaw_session_key": true,
                            "openclaw_session_key": true,
                            "openclaw_summary_type": true,
                            "openclaw_run_id": true,
                            "openclaw_channel": true,
                            "openclaw_agent_id": true,
                            "openclaw_is_subagent": true,
                            "openclaw_parent_session_id": true,
                            "openclaw_child_count": true,
                            "openclaw_active_duration_ms": true,
                            "openclaw_latency_avg_ms": true,
                            "openclaw_latency_min_ms": true,
                            "openclaw_latency_max_ms": true,
                            "openclaw_latency_p95_ms": true,
                            "openclaw_latency_count": true,
                            "openclaw_messages_errors": true,
                            "openclaw_messages_tool_calls": true,
                            "openclaw_messages_tool_results": true,
                            "openclaw_messages_user": true,
                            "openclaw_messages_assistant": true,
                            "openclaw_messages_total": true,
                            "openclaw_tokens_input": true,
                            "openclaw_tokens_output": true,
                            "openclaw_tokens_cache_read": true,
                            "openclaw_tokens_cache_write": true,
                            "openclaw_tools_unique_count": true,
                            "openclaw_tools_top": true,
                            "openclaw_cost_input": true,
                            "openclaw_cost_output": true,
                            "openclaw_cost_cache_read": true,
                            "openclaw_cost_cache_write": true,
                            "openclaw_cache_savings_usd": true
                        },
                        "indexByName": {
                            "Time": 0,
                            "openclaw_session_id": 1,
                            "gen_ai_request_model": 2,
                            "gen_ai_provider_name": 3,
                            "openclaw_cost_total": 4,
                            "openclaw_tokens_total": 5,
                            "openclaw_cache_hit_ratio": 6,
                            "openclaw_tools_total_calls": 7,
                            "openclaw_duration_ms": 8
                        }
                    }
                }
            ],
            "fieldConfig": {
                "defaults": {},
                "overrides": [
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_session_id"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Session ID"
                            },
                            {
                                "id": "links",
                                "value": [
                                    {
                                        "title": "Explore session",
                                        "url": "/d/openclaw-session-explorer/session-explorer?var-session=${__value.text}&${__url_time_range}",
                                        "targetBlank": true
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_duration_ms"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Duration"
                            },
                            {
                                "id": "unit",
                                "value": "ms"
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "gen_ai_request_model"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Model"
                            },
                            {
                                "id": "custom.width",
                                "value": 140
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "gen_ai_provider_name"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Provider"
                            },
                            {
                                "id": "custom.width",
                                "value": 100
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_cache_hit_ratio"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Cache %"
                            },
                            {
                                "id": "unit",
                                "value": "percentunit"
                            },
                            {
                                "id": "decimals",
                                "value": 0
                            },
                            {
                                "id": "custom.width",
                                "value": 80
                            },
                            {
                                "id": "thresholds",
                                "value": {
                                    "mode": "absolute",
                                    "steps": [
                                        {
                                            "color": "red",
                                            "value": null
                                        },
                                        {
                                            "color": "yellow",
                                            "value": 0.2
                                        },
                                        {
                                            "color": "green",
                                            "value": 0.5
                                        }
                                    ]
                                }
                            },
                            {
                                "id": "custom.cellOptions",
                                "value": {
                                    "type": "color-background",
                                    "mode": "basic"
                                }
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_cost_total"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Cost"
                            },
                            {
                                "id": "unit",
                                "value": "currencyUSD"
                            },
                            {
                                "id": "thresholds",
                                "value": {
                                    "mode": "absolute",
                                    "steps": [
                                        {
                                            "color": "green",
                                            "value": null
                                        },
                                        {
                                            "color": "yellow",
                                            "value": 0.5
                                        },
                                        {
                                            "color": "red",
                                            "value": 2
                                        }
                                    ]
                                }
                            },
                            {
                                "id": "custom.cellOptions",
                                "value": {
                                    "type": "color-background",
                                    "mode": "basic"
                                }
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_tokens_total"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Tokens"
                            },
                            {
                                "id": "unit",
                                "value": "short"
                            }
                        ]
                    },
                    {
                        "matcher": {
                            "id": "byName",
                            "options": "openclaw_tools_total_calls"
                        },
                        "properties": [
                            {
                                "id": "displayName",
                                "value": "Tool Calls"
                            },
                            {
                                "id": "unit",
                                "value": "short"
                            }
                        ]
                    }
                ]
            },
            "options": {
                "showHeader": true,
                "sortBy": [
                    {
                        "displayName": "Cost",
                        "desc": true
                    }
                ]
            }
        },
        {
            "id": 20,
            "title": "GenAI Cost Analytics",
            "type": "row",
            "gridPos": {
                "h": 1,
                "w": 24,
                "x": 0,
                "y": 47
            },
            "collapsed": false,
            "panels": []
        },
        {
            "id": 21,
            "title": "Projected Monthly Cost",
            "description": "Forward projection of monthly cost based on the last 24 hours. Green <$50, yellow <$100, red >$100.",
            "type": "stat",
            "gridPos": {
                "h": 6,
                "w": 8,
                "x": 0,
                "y": 48
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[24h])) * 30",
                    "legendFormat": "projected",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "currencyUSD",
                    "decimals": 2,
                    "thresholds": {
                        "mode": "absolute",
                        "steps": [
                            {
                                "color": "green",
                                "value": null
                            },
                            {
                                "color": "yellow",
                                "value": 50
                            },
                            {
                                "color": "red",
                                "value": 100
                            }
                        ]
                    },
                    "noValue": "$0.00"
                }
            },
            "options": {
                "graphMode": "none",
                "colorMode": "background"
            }
        },
        {
            "id": 22,
            "title": "Token Efficiency",
            "description": "Total tokens consumed per dollar spent over the selected range. Higher = more efficient.",
            "type": "stat",
            "gridPos": {
                "h": 6,
                "w": 8,
                "x": 8,
                "y": 48
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum(increase(gen_ai_client_token_usage_sum[$__range])) / clamp_min(sum(increase(openclaw_lens_cost_by_model_total{provider=~\"$provider\", model=~\"$model\"}[$__range])), 0.001)",
                    "legendFormat": "tokens/$",
                    "refId": "A"
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "locale",
                    "decimals": 0,
                    "noValue": "N/A"
                }
            },
            "options": {
                "graphMode": "none"
            }
        },
        {
            "id": 23,
            "title": "Time by Operation",
            "description": "Total time spent per operation type: chat (LLM calls), execute_tool, invoke_agent. Longer time = proportionally more cost.",
            "type": "piechart",
            "gridPos": {
                "h": 6,
                "w": 8,
                "x": 16,
                "y": 48
            },
            "datasource": {
                "type": "prometheus",
                "uid": "$prometheus"
            },
            "targets": [
                {
                    "expr": "sum by (gen_ai_operation_name) (increase(gen_ai_client_operation_duration_seconds_sum[$__range]))",
                    "legendFormat": "{{gen_ai_operation_name}}",
                    "refId": "A",
                    "instant": true
                }
            ],
            "fieldConfig": {
                "defaults": {
                    "unit": "s"
                }
            },
            "options": {
                "reduceOptions": {
                    "calcs": [
                        "lastNotNull"
                    ]
                },
                "pieType": "donut",
                "legend": {
                    "displayMode": "table",
                    "placement": "right",
                    "values": [
                        "value",
                        "percent"
                    ]
                }
            }
        }
    ]
}
