System Workflow

How SamJobSearch Works

The bot finds jobs while Sam sleeps. Sam reviews, accepts, and applies with AI-drafted materials.

Bot does this automatically
Sam does this
AI assists
Automatic

Scan Career Pages

Bot checks 20 Dallas healthcare employers' job boards for new postings. Runs 4× daily.

Methodist, Parkland, UTSW, Texas Health, Baylor, Children's…
1
272 jobs found last scan
Automatic
2

Keyword Filter

Drop jobs that don't match Sam's targets: patient access, care coordinator, registrar, scheduler, intake, front desk.

Also drops: manager/director roles, RN/CNA, non-Dallas locations
272 → 12 remain
AI Scoring

Score Each Match 1–10

Claude Haiku reads each job + Sam's resume and rates how well it fits. Writes a one-line rationale.

Cost: ~$0.002 per job · Drops anything below 4/10
3
12 → 4 high-quality matches
Sam's Turn
4

Review Inbox

Sam opens the app, sees matched jobs sorted by score. Each shows: title, employer, score, AI rationale, keyword hits.

Open the app → click "Inbox" in the nav bar
Sam Decides

← Accept

Looks good — creates an application in the tracker and triggers AI draft generation.

5

Skip →

Not a fit — rejected, stays in history. Can undo if she changes her mind.

On accept only
AI Drafting

Generate Cover Letter & Answers

Claude Sonnet reads Sam's resume + the job description and writes a tailored cover letter and screening question answers.

Cost: ~$0.03 per draft · Takes ~3 seconds
6
Sam Applies
7

Copy, Tweak, Submit

Sam reviews the draft on the application detail page, tweaks as needed, copies into the employer's application form, and submits.

~5 minutes per application instead of ~30
Ongoing

Track & Follow Up

Move cards on the Kanban board as things progress. Get follow-up reminders when it's time to check back. Log notes and contacts.

Dashboard shows: Not Started → Applied → Responded → Interview → Offer
8

The scanner runs 4 times a day and fills the inbox with new matches.
Sam checks in when she has time — evenings, weekends, whenever.

Sam's Daily Routine
1
Open the app & log in Head to the Inbox tab
2
Review matched jobs Read scores & rationale
3
Accept or Skip Accept creates the application + AI draft
4
Review the draft Cover letter & screening answers on the detail page
5
Copy, tweak, submit Paste into the employer's form & apply
6
Mark “Applied” Change status on the Dashboard
7
Check back later Follow-up reminders tell you when

That's it. The bot hunts, the AI writes, Sam decides and submits.

By the Numbers
20
Employers Monitored
Scans Per Day
5 min
Per Application
~$4
Monthly AI Cost
$10
Hard Budget Cap