Analytics & Insights

The dashboard AI teams deserve.

See usage, quality, and cost in one place. Slice by model, prompt, feature, or customer. Ship confident changes.

Overview

Beyond ‘tokens per day’.

Analytics & Insights connects product events with model runs so you can answer the questions that actually matter — which feature moves retention, which prompt burns cash.

  • Cost, latency, and quality on one timeline
  • Cohort‑level analytics by plan, region, or feature flag
  • Automated anomaly detection with Slack alerts
  • Warehouse export to Snowflake, BigQuery, and Redshift
Key capabilities

Everything you need to run Analytics & Insights in production.

Live dashboards

Sub‑second refresh on production‑scale event streams.

Cost slicing

Break spend down by model, feature, customer, or team.

Quality scores

Automated LLM‑as‑judge and human rating pipelines.

Trend alerts

Get pinged when latency, quality, or cost drifts.

Feature grid

Thoughtful features, not feature bloat.

Trace explorer

Search millions of runs by prompt, output, or metadata.

Cohorts

Compare your top 10% users against everyone else.

Reports

Scheduled PDFs and email digests for stakeholders.

Warehouse sync

Nightly export or real‑time streaming to your warehouse.

Insight suggestions

AI highlights the metrics moving most this week.

Role controls

Row‑level and column‑level security on every chart.

See it in action

Analytics & Insights, at a glance.

A live‑looking preview of what your team gets on day one.

Analytics · this week
Runs
12,480
+18%
Spend
$412
‑12%
Quality
4.7 / 5
+0.2
Requests per day
Benefits

Results your CFO will love.

‑35%
AI spend

Typical savings after 30 days of cost‑aware routing.

5 min
To insight

From connect to first useful dashboard.

100%
Ownership

Your data stays yours — export to your warehouse anytime.

Use cases

Where teams put Analytics & Insights to work.

Product analytics

Which AI features actually drive activation and retention?

Finance & ops

Forecast AI spend and set budgets that don’t break.

Quality & safety

Catch regressions and unsafe outputs before customers do.

Integrations

Plays well with your stack.

Connects to the tools your team already uses.

SnowflakeBigQueryRedshiftPostgresSegmentSlackDatadogGrafana
FAQ

Common questions about Analytics & Insights.

Still curious? Talk to our team.

Buy credits · From $5

Give your team the calm, powerful workspace they deserve.

Join 24,000+ teams using Carto Catral to grow revenue without the busywork.