Dashboards that make the next decision clearer.

We define KPIs, build dashboards, and turn analysis into a clear data story. Looker, Power BI, Tableau, and Hex are part of the toolkit. Shared measures connect every view to the work behind the number.

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Looker

Completed work

Oct 26, 2026 · UTC
5completed items
15 minmean duration
75 mintotal duration
Completion duration by work itemW-101 took 12 minutes, W-102 18, W-103 15, W-104 21, and W-105 9. Five completed items total 75 minutes, with a 15-minute mean.Mean · 15 minW-101W-102W-103W-104W-1051218152190102025 min

W-104 took 21 minutes. What changed in its route through the work?

One row per completed work item. Open items are excluded.

From a shared measure to the question worth investigating.

Understand the product
behind every model call.

An AI interaction can involve retrieval, model calls, tools, and retries. We bring those events into a consistent analytical model so teams can investigate quality, latency, usage, and cost against the outcomes they care about.

Follow the work inside one task.

1,160 msFour sequential events
Elapsed timeSequential execution · milliseconds

The retrieval step returns permitted source references. Its execution record preserves the task ID, retrieval version, and elapsed time.

$0.0040 estimated usage costTask outcome: Needs expert review

The retry succeeded. Task evaluation remains separate from execution success; usage estimates remain separate from reconciled charges.

A source changes.
The context follows.

Separate structured-record and document paths preserve source IDs, versions, freshness, and access rules. Changes travel through the derived data and retrieval path.

P-014 / v3derived / v3reference / v3

09:00 UTC · v3 is current. A permitted request returns a source reference. Restricted items are excluded by an authorization check.

Refresh policy: five minutes. Freshness, permission checks, and answer evaluation remain separate.

A dashboard built on one shared measureFive completed work items take 12, 18, 15, 21, and 9 minutes. Total duration is 75 minutes and mean duration is 15 minutes. Open items are excluded. Looker · Completed work 515 min75 mincompleted itemsmean durationtotal duration 121815219Duration per completed item · minutes

Build dashboards around shared measures.

We build dashboards, KPI views, and data stories around the decisions your teams need to make. Each measure has an agreed calculation, grain, period, and set of exclusions, connected to its underlying model. Power BI, Looker, Tableau, and Hex serve different needs; we choose the tool and view around yours. Shared definitions carry across dashboards, so every team can trace the numbers back to the same logic.

Investigate a reported movementA rising activity line includes a marked source update. Segments, timing, and source history are investigated before explaining the movement. Reported activity Source update Week 1Week 4 Check the context

Investigate what changed.

We examine the segments, timing, source changes, and operating conditions behind a reported movement. That can mean separating an activity shift from a tracking change, comparing resource use across workloads, or examining the records behind a cost increase. A chart introduces the question. The investigation establishes which explanations the data can support.

Two readings preserve distinct quality statesBoth readings retain run R-014 and method version 3. Sample S-027 is 7.2 milligrams per liter and accepted. Sample S-028 is 7.4 milligrams per liter and held with a manual-review quality flag. Run R-014 · Method v3 Sample S-0277.2 mg/L Sample S-0287.4 mg/L AcceptedHeldQC: manual review

Keep measurements connected to their method.

Scientific analysis depends on more than a result column. We preserve sample and replicate grain, units, run identifiers, method versions, and source quality flags. Accepted readings and values held for review remain distinct. Researchers define method validity and scientific interpretation; the data model keeps that context available to the analysis.

Execution and task quality are separate measuresRetrieval, a model call, a failed tool attempt, and its retry total 1,160 milliseconds and estimated usage of 0.0040 dollars. The task still needs expert review. RetrieveModelTool failsRetry Execution1,160 ms$0.0040 estimatedTask qualityNeeds reviewExpert assessment

Understand the work behind an AI application.

An interaction can involve retrieval, model calls, tools, and retries. We connect those execution events to versioned tasks, feedback, expert assessments, latency, and attributed cost. Successful HTTP responses, completed tasks, and evaluated quality are separate measures. Research evaluations also need stable case identifiers, dataset versions, configuration records, and unresolved assessments that remain visible.

Evidence, decisions, and open questions stay connectedChecked records inform a capacity review, while the open question of peak demand leads to the next measurement. EvidenceSources checkedAssumptions visible Capacity review Open questionPeak demand?Measure next

Carry the analysis into a decision.

We explain what the evidence supports, where assumptions matter, and which questions remain open. Recommendations can shape an operating change, a capacity decision, a product investigation, or the next measurement to collect. Customer activity and financial analysis belong in that range as well; a usage signal can guide investigation without proving a cause or predicting an outcome.

What does your data need to do next?

What does your team need to decide, and which part of the current analysis makes that difficult?

Discuss your project