{"meta":{"type":"db","canSave":false,"canEdit":false,"canAdmin":false,"canStar":false,"canDelete":false,"slug":"teamster-e28094-welcome","url":"/d/landing-page/teamster-e28094-welcome","expires":"0001-01-01T00:00:00Z","created":"2026-09-07T22:52:38-07:00","updated":"2026-09-07T22:52:38-07:00","updatedBy":"Anonymous","createdBy":"Anonymous","version":1,"hasAcl":false,"isFolder":false,"apiVersion":"v0alpha1","folderId":0,"folderUid":"","folderTitle":"General","folderUrl":"","provisioned":false,"provisionedExternalId":"landing-page.json","annotationsPermissions":{"dashboard":{"canAdd":false,"canEdit":false,"canDelete":false}}},"dashboard":{"annotations":{"list":[{"builtIn":1,"datasource":{"type":"grafana","uid":"-- Grafana --"},"enable":true,"hide":true,"iconColor":"rgba(0, 211, 255, 1)","name":"Annotations \u0026 Alerts","type":"dashboard"}]},"description":"Welcome to Teamster — start here.","editable":true,"fiscalYearStartMonth":0,"graphTooltip":0,"id":3027599892877312,"links":[],"panels":[{"fieldConfig":{"defaults":{},"overrides":[]},"gridPos":{"h":2,"w":24,"x":0,"y":0},"id":900,"options":{"code":{"language":"html","showLineNumbers":false,"showMiniMap":false},"content":"\u003cdiv style=\"display:flex; gap:6px; align-items:center; flex-wrap:wrap; padding:2px 0; margin: -4px 0;\"\u003e\n  \u003ca href=\"/d/landing-page\" style=\"padding:4px 12px; background:#2a2a4a; color:#8ab4f8; border-radius:4px; text-decoration:none; font-size:13px; font-weight:600; border:1px solid #4a4a6a;\"\u003eHome\u003c/a\u003e\n  \u003cspan style=\"color:#444; font-size:16px;\"\u003e|\u003c/span\u003e\n  \u003ca href=\"/d/fleet-view\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eFleet\u003c/a\u003e\n  \u003ca href=\"/d/fd-ai-spend-overview-v2?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eSpend\u003c/a\u003e\n  \u003ca href=\"/d/fd-cost-explorer-v2?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-06-09T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eTrace\u003c/a\u003e\n  \u003ca href=\"/d/fd-usage-effectiveness-v2?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eUsage\u003c/a\u003e\n  \u003cspan style=\"color:#444; font-size:16px;\"\u003e|\u003c/span\u003e\n  \u003ca href=\"/d/cost-by-tag-value?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eSimple Cost\u003c/a\u003e\n  \u003ca href=\"/d/tag-stack-explorer?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eMultidim\u003c/a\u003e\n  \u003ca href=\"/d/entity-cost-explorer?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eWork\u003c/a\u003e\n  \u003ca href=\"/d/fd-outcome-accounting-v2?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eOutcomes\u003c/a\u003e\n  \u003ca href=\"/d/outcome-cost-explorer?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eOutcome Cost\u003c/a\u003e\n  \u003cspan style=\"color:#444; font-size:16px;\"\u003e|\u003c/span\u003e\n  \u003ca href=\"/d/fd-data-quality-v2?var-agg=$__auto\u0026amp;orgId=1\u0026amp;from=2026-05-14T00:00:00.000Z\u0026amp;to=now\u0026amp;timezone=utc\" style=\"padding:4px 10px; background:#1e1e2e; color:#b0b0c0; border-radius:4px; text-decoration:none; font-size:12px; border:1px solid #2a2a3a;\"\u003eHealth\u003c/a\u003e\n\u003c/div\u003e","mode":"html"},"title":"","transparent":true,"type":"text"},{"gridPos":{"h":3,"w":24,"x":0,"y":2},"id":1,"options":{"code":{"language":"plaintext","showLineNumbers":false,"showMiniMap":false},"content":"# Teamster\n\nA live AI-usage observatory — real cost, attribution, and effectiveness data from daily Claude Code work. Everything here is constantly evolving.","mode":"markdown"},"title":"","transparent":true,"type":"text"},{"gridPos":{"h":17,"w":12,"x":0,"y":5},"id":2,"options":{"code":{"language":"plaintext","showLineNumbers":false,"showMiniMap":false},"content":"### Dashboards\n\n**Overview**\n\n| | |\n|---|---|\n| [Realtime Fleet View](/d/fleet-view) | Live fleet overview + activity stream |\n| [AI Spend Explorer](/d/fd-ai-spend-overview-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026refresh=5m) | Headline spend, daily cost, lead vs teammate |\n| [AI Spend Trace](/d/fd-cost-explorer-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-06-09T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026var-facet1=product\u0026var-facet2=work-type\u0026var-facet3=phase\u0026var-filter1=$__all\u0026refresh=5m) | Three-facet Sankey, cross-tab, model mix |\n| [Usage \u0026 Effectiveness](/d/fd-usage-effectiveness-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026refresh=5m) | Model fit, rework tax, cache economics |\n\n**Work \u0026 Cost Explorers**\n\n| | |\n|---|---|\n| [Simple Cost Explorer](/d/cost-by-tag-value?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026var-tag_key=product\u0026refresh=5m) | Single-dimension cost breakdown |\n| [Multidimension Explorer](/d/tag-stack-explorer?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) | Two-level hierarchy, heat matrix |\n| [Work Explorer](/d/entity-cost-explorer?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) | Cost by outcome / work unit |\n| [Outcome Accounting](/d/fd-outcome-accounting-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) | Attribution confidence, cost per outcome |\n| [Outcome Explorer](/d/outcome-cost-explorer?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) | Per-outcome cost drill-down |\n\n**Operations**\n\n| | |\n|---|---|\n| [System Health](/d/fd-data-quality-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) | Pipeline health, data quality |","mode":"markdown"},"title":"","transparent":true,"type":"text"},{"gridPos":{"h":17,"w":12,"x":12,"y":5},"id":3,"options":{"code":{"language":"plaintext","showLineNumbers":false,"showMiniMap":false},"content":"### About this demo\n\nThis is a live instance of **Teamster**, an AI agent observability and cost-attribution system. The data is real — most of it comes from building Teamster itself (when you see \"Teamster\" as a `product` in the dashboards, that's the product being built). You'll also see **ScrollZ** (an IRC client), **homelab** (home infrastructure), and **job-search** (application workflow) — these are the creator's other AI-assisted projects. The system is constantly evolving; sparse or empty views are expected, not broken.\n\n---\n\n### Start here\n\n**Follow the money** — Open the [Simple Cost Explorer](/d/cost-by-tag-value?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026var-tag_key=product\u0026refresh=5m) and change the **Tag Key** dropdown. Start with `product`, then try `work-type` and `phase`. Each dimension tells a different story. Then try the [Multidimension Cost Explorer](/d/tag-stack-explorer/04-02-multidimension-cost-explorer?orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026var-agg=$__auto\u0026var-stack_level_1=product\u0026var-stack_level_2=work-type\u0026var-filter_value=$__all\u0026refresh=5m) to slice and dice different dimensions dynamically.\n\n**Trace across dimensions** — The [AI Spend Trace](/d/fd-cost-explorer-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-06-09T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026var-facet1=product\u0026var-facet2=work-type\u0026var-facet3=phase\u0026var-filter1=$__all\u0026refresh=5m) defaults to product \u0026rarr; work-type \u0026rarr; phase. Try changing Facet 2 to `component` and Facet 3 to `feature` for a different cross-section.\n\n**Check model efficiency** — In [Usage \u0026 Effectiveness](/d/fd-usage-effectiveness-v2?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc\u0026refresh=5m), scroll to the **Model Fit** section. The heat matrix shows whether expensive models are doing routine work.\n\n**See what spend produces** — The [Outcome Explorer](/d/outcome-cost-explorer?var-agg=$__auto\u0026orgId=1\u0026from=2026-05-14T00:00:00.000Z\u0026to=now\u0026timezone=utc) shows cost accumulation per outcome. Filter by `product` to compare efficiency across efforts.","mode":"markdown"},"title":"","transparent":true,"type":"text"}],"preload":false,"refresh":"","schemaVersion":41,"tags":["teamster"],"templating":{"list":[]},"time":{"from":"2026-05-14T00:00:00.000Z","to":"now"},"timepicker":{"hidden":true},"timezone":"utc","title":"Teamster — Welcome","uid":"landing-page","version":1}}