Independent product ecosystem
Flockara.
One workflow. Two focused products.
What it does
A connected product ecosystem that helps people discover relevant jobs, create honest role-specific resumes, and manage the application journey.
Why it matters
Job searching is already fragmented. Carrying context from discovery to application makes the next step easier.
What I owned
I designed the product direction, shared identity, service boundaries, and self-hosted delivery across both applications.
Conceptual architecture illustration. No production account or client data.
From the idea to the interface
01 / THE PROBLEM
Start with the constraint.
Job discovery and resume preparation often become disconnected tasks. I built Flockara around the handoff between them: find a relevant opportunity, carry the context forward, and prepare an application without starting over.
I kept discovery and tailoring as distinct products with a shared direction. Job Portal owns retrieval and local matching. Tailorbird owns document generation, paid model calls, and application preparation. Shared identity ties the experience together.
02 / THE ARCHITECTURE
Under the hood.
- 01Shared Flockara account
- 02Job Portal · discover & assess
- 03Tailorbird · tailor & validate
- 04Application workspace
A simplified view of the boundaries I designed.
03 / ENGINEERING DECISIONS
The details that matter.
A boundary with a purpose
I kept local matching separate from model generation. Job Portal can assess resume evidence on its own; Tailorbird owns the paid calls and their cost controls.
A gradual integration
I chose an incremental rollout for shared fit intelligence: local assessment first, then selective AI verification for the jobs that matter. The newer v2 integration is in admin preview while that boundary is validated.
Own the whole lifecycle
I define the workflow and acceptance criteria, use Claude Code to accelerate implementation, then review, debug, validate, deploy, and iterate.
04 / TESTING & DELIVERY
Make the result accountable.
I built the account and application handoff around explicit boundaries, with identity and workspace tests covering how context moves between the products.
I used Claude Code to accelerate implementation while owning the requirements, architecture, prompt and context design, debugging, acceptance criteria, validation, and release decisions.
05 / OUTCOME & LESSON
A product family works when context moves between tools without erasing the useful boundaries between them.
Two focused products under one umbrella, with a clear separation between job discovery and resume preparation.
Visit Flockara ↗Evidence & provenance
Public interface, source, history, identity tests, and workspace tests reviewed in September 2026. Authenticated production actions were not replayed for this portfolio. Shared fit intelligence v2 is an admin preview.