Circuit-Forge/jackdaw
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Jackdaw — Rental & Housing Applications

Part of the Circuit Forge LLC "AI for the tasks you hate most" suite.

Status: Backlog — not yet started. Peregrine must prove the model first.

What it does

Jackdaw monitors rental listings, auto-applies to matching properties, generates personalized cover letters for competitive markets, tracks application responses, and flags lease red flags before signing.

The name fits: jackdaws are urban, clever, and highly adaptive — they find shelter in the gaps of built environments (chimneys, wall cavities, building eaves) and fiercely defend their chosen spots. The same tenacity a renter needs in a competitive market.

Why it's hard

The rental market is brutal:

  • Competitive markets have listings gone in hours — you need to be first
  • Landlords receive 50+ applications; a personal cover letter differentiates
  • Lease agreements are long, legally dense, and full of gotchas
  • Application fees ($30–$75 each) make spray-and-pray expensive

Core pipeline

Configure preferences (budget, location, size, pet policy, etc.)
→ Monitor listings (Zillow, Craigslist, Apartments.com, local boards)
→ Score match against profile → Human approve targets
→ AI draft rental cover letter → Submit application
→ Track responses → AI-assisted lease review before signing

Key differentiators vs. Peregrine

  • Listing freshness is critical — polling interval matters more than job search
  • Cover letter is tenant-to-landlord vs. candidate-to-employer (different voice)
  • Lease review: clause flagging (automatic renewal, landlord entry, fee escalation)
  • Application fee tracking: know what you've spent per search

Product code (license key)

CFG-JKDW-XXXX-XXXX-XXXX

Tech notes

  • Shared circuitforge-core scaffold
  • Scrapers: Zillow, Apartments.com, Craigslist, Facebook Marketplace listings
  • Lease review: pdfplumber + LLM clause analysis with red-flag taxonomy
  • Application form auto-fill: Playwright for common application portals
  • Fine-tunable cover letter model (same pipeline as Peregrine, different persona)