Advisory · Labs Brief us →
● ABOUT DOCUMENT 003 PRACTICE: FRACTIONAL
// THE STUDIO

Built the stack five times. Now selling those off-cycle hours.

AL
// MARK № 001
Advisory Labs
Fractional AI engineering studio

Over the last two years, we've built production-grade AI infrastructure inside real estate, home equity, and adjacent SMB verticals. Not pilots. Not slide decks. Live systems running today, with the migration counts, test coverage, and production discipline to prove it.

Across that time, we've shipped:

  • A multi-program home equity platform with five eligibility calculators (HEI, HEA, SLB, shared-equity, alt-finance)
  • A HubSpot-replacement CRM for a 100k-user real-estate marketing platform — 101 Prisma models, 3,728-line schema
  • A real-estate voice AI dialer (100k-user platform) wired into Retell, Claude, and Deepgram with prompt versioning and drift detection
  • A real-estate GTM intelligence engine — deterministic scoring, no LLM where rules and math work better
  • An SMS / email automation platform with 1,096 production migrations and 92% test coverage
  • An autonomous home-services referral marketplace with Stripe Connect, license verification, 12+ cron jobs
  • A household OS with Claude Opus 4.6 agentic tool-use and extended thinking
  • An EOS-methodology business OS with Rocks, IDS, weekly cadence
  • An automated youth-sports video generator

The pattern: home-equity and mortgage operations, with deep AI engineering discipline. We're not generalists; the workflow muscles transfer across HEI and mortgage shops because the regulated-finance shape is the same.

Advisory Labs is the engineering capacity we sell to operators who can't hire a senior AI engineer fast enough — and don't want to wait six months to find out their consultant's pilot is going to stall too.

US only, fully remote. The work happens wherever the work happens.

If something in your business is broken or you're trying to ship something specific and you want a partner who's already built what you're trying to build, send a brief.

// 02 · HOW WE WORK

How we work

  1. // 01

    We write the code.

    Not "oversee a team" — we're at the keyboard.

  2. // 02

    We own production.

    Migrations, deploys, incident response.

  3. // 03

    We document patterns.

    Every project ships with .claude/patterns/ and .claude/lessons/ — pattern library and incident retros. Your team gets the runbook.

  4. // 04

    We make discernment calls.

    Some problems need LLMs. Some need rules and math. We'll tell you which.

  5. // 05

    We're honest about scope.

    If your problem isn't our problem, we'll say so and point you somewhere better.

// BRIEF US

If this reads like your problem, send a brief.

Two business days to first reply. No retainer pressure. Worst case you get a pointed question back.

Send a brief →