Comparable studio records
Unstructured public information becomes consistent fields and editorial summaries.
← Work / Active files
[ CASE FILE / LA-STUDIO-FINDER ]
ShippedLA Recording Studio Finder
A production directory that turns a fragmented studio search into a location-aware, comparable decision.
Mighty MouseTests ways to make small AI models faster29.5% faster / 30 trials
LifeOpsTelegram agent that organizes plans and knowledgeUsed every day
Studio FinderSearch and compare LA recording studiosLive directory
01
The messy workflow
Finding a studio is a local-data problem disguised as a search box.
Artists often compare studios across scattered social profiles, map listings, outdated websites, and word of mouth. Important differences—location, room type, equipment, services, and fit—are difficult to evaluate consistently.
The directory creates one browsable decision surface while giving individual studios durable, search-friendly pages.
02
Ownership boundary
A solo product spanning interface, data, and production operations.
I designed and implemented the product, built its studio data and update workflow, created the map and discovery experience, established content and SEO standards, and operate the Vercel deployment.
Directory listings summarize public business information. A listing is not an endorsement, and accuracy depends on an ongoing maintenance loop.
Declared ownership
Original directory product, data workflow, search experience, content system, deployment, and production operations. Studio facts originate from public business information and are maintained as directory data.
03
System map
How the work moves.
- Input
Studio sources
Public business sites, location data, services, rooms, and amenities.
- State
Directory records
Normalized studio fields and editorial context form a maintained dataset.
- Decision
Quality checks
Required fields, content depth, route integrity, and duplicate review.
- Output
Discovery UI
Search, filters, map context, recommendations, and detail pages.
- Output
Search surface
Canonical metadata, sitemaps, index controls, and content audits.
- Failure path
Correction loop
Stale facts, closed studios, and thin records return to review.
04
Hard calls
Decisions that changed the system.
05
Build record
Selected implementation record.
Map and directory experience
Visitors move between geographic context, filters, recommendations, and studio detail.
Search-ready route system
Canonical pages, sitemap policy, metadata, and parameter controls support discoverability.
Production audit loop
Scripts and review procedures detect thin, JS-dependent, stale, and incorrectly indexed pages.
06
Verification ledger
Claims with their edges left on.
HS-7VERIFIED RECORD
Live
Production
The directory is deployed on Vercel with a custom production domain.
SourceDEPLOYMENT.md and production deployment configuration
HS-7VERIFIED RECORD
Map + filters
Discovery model
Visitors can compare studios through geographic and structured directory context.
HS-7VERIFIED RECORD
Indexable
Search foundation
Canonical routes, sitemap controls, thin-page audits, and content standards support organic discovery.
SourceProduction audit and sitemap documentation
07
Failure + iteration
What failed stays in the record.
resolved
More pages did not automatically create more value
- Observed
- Thin or repetitive directory pages risked weak visitor utility and weak search performance.
- Response
- Introduced content-depth checks, public-route probes, and an audit that flags thin indexable pages.
resolved
Filter URLs can pollute the search index
- Observed
- Tracking and query variants can create duplicate or low-value route combinations.
- Response
- Canonicalize filter surfaces, redirect tracking parameters, and keep the sitemap restricted to intended public pages.
monitoring
Directory facts age
- Observed
- Rates, rooms, equipment, and business status change independently of the application.
- Response
- Maintain a correction and update workflow; avoid presenting public-source data as permanently verified.
08
Current status
Shipped and operating in production.
The public directory, map-based discovery experience, studio pages, SEO controls, and production audit workflow are live. The active work is improving content quality, directory coverage, and the path from discovery to a confident studio choice.
Open to the right work
A useful system starts with the actual problem.
Full-time product, automation, and technical-operations roles are the priority. Select workflow and creative-technology projects are open.