CODESCAPEAI — product studioCODESCAPEAI
All work/Product · 2024
07B2B SaaS rebuilding its reporting experience
Live · B2B SaaS

Quantix PulseDashboards the exec team finally trusts.

Year2024TrackProductSprint8 weeksShapeLead + design + 2 engineersIndustryB2B SaaS
Quantix Pulse
QP · ProductReact · TypeScript · DuckDB
−52%reporting time
Scroll to read the case study
Data layerDashboard designFrontend engineeringData layerDashboard designFrontend engineeringData layerDashboard designFrontend engineering
The case study

From a 90-day windowto a body of work.

A full reporting redesign plus a typed data layer the analytics team owns. Cut reporting time in half and stopped every cross-team argument about whose numbers were right. Below is the long version — the brief, the approach, and the numbers we put on the wall after launch.

Every cross-team meeting ended in a debate about whose numbers were right. Dashboards were a maze of inconsistent definitions, slow queries, and stale caches.

We replaced the warehouse with a typed DuckDB + Cube layer, redesigned the dashboards as a single canonical view, and shipped a metric registry every team now owns.

52% faster reporting, zero cross-team arguments in the third quarter, and a metric registry the analytics team is now paid to keep green.

The build

Inside the product.A clickable tour.

01/03
Quantix Pulse — frame 1
Frame 01 · QPQuantix Pulse
The receipts

Numbers, not adjectives.

Four metrics the client agreed to put on the wall. Verified internally before the launch, verified again at the 90-day mark.

010%reporting time
020metric disputes
030wkweeks shipped
040%dashboards unified
The stack

Tools, chosen on purpose.

Every technology on the list earned its place in the build — chosen for the constraint, not the trend.

01React
02TypeScript
03DuckDB
04Cube
05Vercel
How we ran it

Four pillars,one crew.

Strategy

We sat with their team, walked every existing flow, and wrote the brief on day three.

Design system

A small, opinionated component set the whole team could ship from on day one.

Engineering

Senior crew, weekly demos, real test coverage, and a deploy pipeline the team kept after handoff.

Launch + handoff

Monitored for two weeks post-launch, then handed the keys over with a runbook the team could read in a coffee.

Awwwards · SOTD × 4CSS Design Awards · Best UIClutch · Top 1% GlobalDribbble · Featured StudioFWA · Site of the Day

We stopped arguing about numbers in the third month. That's the most expensive meeting we ever killed.

Rae Whitfield · Head of Analytics, Quantix— on the launch, in their own words
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