PostgreSQL pg_trgm Engine

Sub-8ms Trigram Search & Vault Querying

Find any receipt, contract clause, warranty, or metadata tag in milliseconds.

Search across titles, categories, tags, and document metadata with sub-8ms response times. Powered by PostgreSQL GIN trigram indexing and TanStack Query caching for lightning-fast results.

DocFlexa workspace

Sub-8ms Trigram Search & Vault Querying

PostgreSQL pg_trgm Engine
Template formLive
Type Query1
Trigram Match2
Instant Preview3
Approval flowReady
Active

Fuzzy text matching handles typos and partial keywords effortlessly

Queued

Combined filter across audience (Personal vs Business), categories, and date ranges

Complete

Instant quick preview drawer allows reading documents without full page navigation

Fuzzy text matching handles typos and partial keywords effortlessly
Combined filter across audience (Personal vs Business), categories, and date ranges
Instant quick preview drawer allows reading documents without full page navigation
Zero client-side lag with debounced queries and optimistic caching

Dual-Audience Architecture

How it powers both Personal Life and Business Workspaces

For Instant Personal Retrieval

Find your TV warranty receipt or auto maintenance invoice while standing in line at the store.

  • Type 'samsung' or 'oil change' and find documents in 8 milliseconds
  • Works smoothly on mobile devices on cellular connections
For Fast B2B Record Finding

Locate client agreements, NDA sign-offs, or vendor tax receipts instantly during audits or customer calls.

  • Quickly filter by client name, status, or date range
  • Open quick preview drawer with 1 click

Step-by-Step Architecture

How this workflow executes end-to-end

01

Type Query

Enter keywords, tags, or invoice numbers in the universal search bar.

02

Trigram Match

PostgreSQL pg_trgm index scans millions of records in under 8ms.

03

Instant Preview

Open the quick slide-over sheet to verify details without leaving your workflow.

Frequently Asked Questions

Everything you need to know

Can I search inside PDF attachments?

DocFlexa indexes all document titles, tags, category classifications, and dynamic form field values for instant querying.

Zero Risk • Bring Your Own Storage

Ready to launch your workflow on DocFlexa?

Create unlimited personal documents or scale your team workspace with zero data lock-in and seamless cloud backups.