OPERATIONS · ANALYTICS

Operator-grade dashboards built
on a single source of truth.

Governed semantic layer, probabilistic forecasts, and continuous anomaly detection — decision-grade analytics your CFO can put in a board deck without a footnote.

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BI, Analytics & Logistics
All sources Last 24h

Dashboard

Operations summary across every bi, analytics & logistics module deployed in your tenant — last 24 hours.

Overview
MODULES LIVE
6
bi, analytics & logistics stack
EVENTS · 24H
2.8K
99.7% first-pass
CONTAINMENT
87%
in-band
AUDIT TRAIL
100%
replayable
OPERATIONS · LAST 24H HANDLED ESCALATED
2,814 events handled
00:0004:0008:0012:0016:0020:00
MODULES · HEALTH 6 live · tap a row to inspect
  • Dashboards 142 Live
  • Metrics 1,200 Live
  • Forecasts 102% Live
  • Anomalies 7 Watch
  • Sources 40+ Live
  • Embeds 14 Live
RECENT ACTIVITY Live feed · updated 1m ago
  • 14:45
    Dashboards LIVE Daily Brief · 06:00 — CFO + leadership
  • 14:38
    Metrics PROMOTED metric:gross-margin — v4 · added rebate exclusion
  • 13:31
    Forecasts TRACKING Revenue · Q3 — 102% to plan · ±4%
  • 13:24
    Anomalies CRITICAL EMEA margin — −2.4σ · drilldown ready
  • 12:17
    Sources SYNCED Snowflake · prod — us-east-2
  • 12:10
    Embeds LIVE Slack #leadership — Daily Brief · 06:00
OPERATE · DASHBOARDS

Dashboards

Operator-grade dashboards built on the governed semantic layer — embeddable everywhere your team works.

Overview
Dashboards live
142
+6 wow
Refresh cadence
5 min
p95
Embed surfaces
14
Slack · ERP · …
Daily viewers
482
across teams
DASHBOARDS · LIVE live
ANOMALY GRID 7d × 12h
Most-viewed top 5
  • 1 Daily Brief · 06:00 CFO + leadership Live
  • 2 Pipeline · Q3 Sales leadership Live
  • 3 Operations · sector 4-G Watch floor Live
  • 4 Margin · EMEA Anomaly · −2.4σ Drift
  • 5 Customer health CS leadership Live
GOVERN · METRICS

Metrics

Every metric defined once, governed centrally, peer-reviewed in PRs, and traceable from tile to source row.

Overview
Metrics governed
1,200
in semantic layer
Last PR merged
2h ago
metric:gross-margin v4
Open reviews
4
awaiting
Lineage coverage
100%
tile → source
METRICS · SEMANTIC LAYER live
ANOMALY GRID 7d × 12h
Recent changes top 4
  • 1 metric:gross-margin v4 · added rebate exclusion Promoted
  • 2 metric:dso v9 · multi-entity rollup Promoted
  • 3 metric:cac-payback v3 · review pending Review
  • 4 metric:nrr v12 · stable Live
OPERATE · FORECASTS

Forecasts

Probabilistic forecasts with confidence intervals — not a single line that always looks like growth.

Overview
Forecast vs plan
102%
±4% confidence
Forecasts live
12
opportunity-level
Bayesian pri.
88%
cred interval
Scenario sims
4
queued
FORECAST · Q3 live
ANOMALY GRID 7d × 12h
Active forecasts top 4
  • 1 Revenue · Q3 102% to plan · ±4% Tracking
  • 2 Pipeline · Q4 Bayesian · ±8% Updated
  • 3 Logistics OTD 94% on-time forecast Tracking
  • 4 CAC payback 9.4 months · steady Tracking
OPERATE · ANOMALIES

Anomalies

Continuous monitoring on KPIs that matter — with explanations for what changed and which dimensions drove it.

Overview
Anomalies surfaced
7
24h
Critical
2
awaiting
False positive rate
4%
tuned
Avg time-to-detect
8 min
p95 18m
ANOMALY FEED live
ANOMALY GRID 7d × 12h
Recent surfaces top 4
  • 1 EMEA margin −2.4σ · drilldown ready Critical
  • 2 Trial activate −1.8σ · cohort-specific Review
  • 3 Login failures +1.2σ · auto-mitigated Resolved
  • 4 Storage cost +2.1σ · query optimization Review
CONNECT · SOURCES

Sources

Connected warehouses, SaaS sources, and the pipelines that hold them together.

Overview
Sources wired
40+
auto-synced
Warehouses
2
Snowflake · BigQuery
Daily events
14M
ingested
Schema drift
0
in last 7d
SOURCES · PIPELINES live
ANOMALY GRID 7d × 12h
Connected systems top 5
  • 1 Snowflake · prod us-east-2 Synced
  • 2 Salesforce CRM · 142 objects Synced
  • 3 Stripe events · 14M/d Synced
  • 4 NetSuite ERP · 88 tables Synced
  • 5 Marketo Marketing · activity Synced
CONNECT · EMBEDS

Embeds

Dashboards in Slack, in your ERP, in your customer portal — same data, same governance.

Overview
Embed surfaces
14
across teams
Slack alerts
94/d
tuned
Avg load p95
320ms
embedded
Customer portal views
1,402/d
live
EMBEDS · LIVE live
ANOMALY GRID 7d × 12h
Active surfaces top 4
  • 1 Slack #leadership Daily Brief · 06:00 Live
  • 2 NetSuite ERP Daily close widget Live
  • 3 Customer portal Usage · per-tenant Live
  • 4 Confluence Engineering ops board Live
Sources · Acme Logistics ELT · CDC
Draft Deploy agent
Sources connected · 11 active
D. Iredale Querying…
Capabilities

What this module actually does in production.

01

Semantic layer with lineage

Every metric defined once, governed centrally, and traceable from dashboard tile to source row.

02

Forecasting that's honest

Probabilistic forecasts with confidence intervals — not a single line that always looks like growth.

03

Anomaly detection

Continuous monitoring on KPIs that matter, with explanations for what changed and which dimensions drove it.

04

Self-serve, governed

Operators ask questions in plain language; the system answers using the certified semantic layer, never wild SQL.

05

Embeddable everywhere

Dashboards in Slack, in your ERP, in your customer portal — same data, same governance.

06

Performance at scale

Sub-second response on billion-row datasets, via a query engine tuned for analytical workloads.

Specifications

Engineered to a standard, not a slogan.

Warehouses
Snowflake, BigQuery, Databricks, Redshift
Bring your own; we run on top. No data extraction.
Sources
200+ pre-built
Salesforce, NetSuite, SAP, Marketo, Stripe, plus generic SQL/REST/CSV.
Semantic Layer
Metric definitions as code
Version-controlled, peer-reviewed, deployed via your CI/CD.
Forecasting
Bayesian + classical
Models you can interrogate, not a black box.
Access Control
Row, column, cell-level
Enforced at the query layer; no spreadsheet that bypasses governance.
SLA
5-minute refresh
Sub-minute available for time-sensitive operations.
Frequently Asked Questions · BI, Analytics & Logistics

What buyers ask about bi, analytics & logistics
— before they sign.

Governed semantic layer, probabilistic forecasts, and continuous anomaly detection — built on Snowflake, BigQuery, Databricks, or Redshift. Decision-grade analytics your CFO can put in a board deck without a footnote.
We can either replace or augment. Most engagements wrap your existing Tableau/Power BI/Looker assets in a governed semantic layer rather than rebuild from scratch.
Yes — probabilistic forecasts your CFO can defend in a board deck, including confidence intervals, scenario analysis, and explainable drivers.

Deploy bi, analytics & logistics
in one engagement.

A 30-day pilot will show you the integration shape, the operator experience, and the audit trail your accreditor will ask about — delivered by a senior engineering team that ships AI to production.

Begin Pilot