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SaaS · PlatformEnterprise SaaS9 weeksIllustrative · Reference playbook

Lattice — One platform, six dashboards retired

Lattice's analysts answered the same five questions every week, in five different tools, with five different answers. We built a single source of truth — a real-time analytics platform with a conversational co-pilot that queries the warehouse directly and shows its work.

Disclosure

This brand is illustrative — not a paying client. The architecture, stack, and approach below are the real playbook we'd use to ship this engagement. Named-client case studies replace these as paying engagements ship.

9 weeks
Shipped in
ASK YOUR DATA ANYTHING
6 → 1
Internal tools retired
−87%
Avg. time to insight
3 → 41
Queries per analyst / day
99.4%
Warehouse hit rate
01 · Challenge

What we walked into.

Six homegrown dashboards across three departments, each with its own definition of 'active customer'. Executive meetings devolved into definition fights. The team needed a unified platform with role-based views and a query layer junior analysts couldn't accidentally bring down.

02 · Approach

How we built it.

  • 01

    Standardized the semantic layer with dbt + LookML-style metric definitions; every chart traces back to a typed metric

  • 02

    Built a RAG-powered SQL co-pilot — analysts type plain English, see the generated SQL, click to run, and the answer streams back with citations

  • 03

    Implemented row-level security through Postgres RLS so the same dashboard renders different data per role with zero application logic

  • 04

    Migrated read traffic to ClickHouse for sub-second dashboards on 4-billion-row event tables

  • 05

    Replaced six dashboards with a single React workspace; analysts pin queries, share notebooks, and ship insights in one tool

03 · Results

What changed for the business.

Six internal tools retired; one platform replaced them all

Time-to-insight dropped from hours to seconds for the top 80% of recurring questions

Junior analyst output 13× higher within four weeks of launch

Zero data incidents in the first quarter post-launch (vs. 9 in the previous quarter)

Stack

Built with.

ReactPostgresClickHousedbtClaude 4.5RAGVercel
"We've replaced six tools and a quarterly definition argument with one platform and a co-pilot that actually understands our schema. It's a different company now."
MC
Marcus Chen
Founder, Lattice Analytics
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