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Never lose a closing to a missing estoppel

A commercial closing involves dozens of conditions scattered across 20+ emails from title companies, lenders, surveyors, and opposing counsel. The missing estoppel surfaces the day before closing. We build AI agents that track every condition in real time.

Blueprint refunded if we don't leave you with a clear path forward.

The day before closing

A commercial real estate practice handling acquisitions, financing, and leasing across multiple jurisdictions runs on condition checklists. Title docs trickle in over weeks. Surveys get revised. Estoppels come back late. Lender wire instructions change. Opposing counsel sends a revised disclosure schedule 48 hours before closing. Someone has to match each document against the closing checklist, mark conditions as satisfied, flag what's missing, and escalate when a deadline is approaching with an outstanding item. That someone is usually a paralegal, and it usually happens the day before closing when the missing estoppel becomes a crisis.

With a closing conditions agent in place, the practice runs the checklist on autopilot. The agent monitors the attorney's inbox, classifies each incoming document against the active closing's checklist, marks conditions as satisfied with the source document linked, and flags outstanding items against the closing date. Every morning, the attorney gets a status report across every active closing: conditions met, outstanding items, deadline cascade.

For cross-border deals, the agent layers jurisdiction-specific compliance on top: FIRPTA withholding for non-US sellers, disclosure obligations in the buyer's jurisdiction, regulatory approvals for regulated assets. The compliance flags show up during the deal, not the night before closing.

Why AI fits real estate practice

Real estate closings are condition-tracking and deadline-monitoring. Documents come in, they satisfy checklist items, missing items escalate toward the closing date. The legal analysis per item is usually clean: this is the estoppel, this is the wire authorization, this is the title commitment. The challenge is orchestrating 30 or 40 items across 5 or 10 active closings in parallel, without dropping the one item that blows up the deal.

That orchestration is exactly what agents handle. The checklist is templated per deal type. The classification rules are clear. The deadlines are computable from the closing date. The attorney stays on negotiation, on structuring, on the calls that shape the deal. The mechanical tracking moves to the agent. Real-estate work touches wire instructions and trust-account data, so agents run in your account under SOC 2 and HIPAA controls, with zero data retention from our LLM providers. Drafts only, never auto-sends: the agent flags; the attorney approves.

Agents we've built for real estate practices

These agents apply to commercial and residential real estate practices. Most teams start with the closing conditions agent and filing readiness, then add docketing, intake, and matter profitability as the book grows.

Deadlines & Compliance

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Client Communications

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Operations & Billing

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Practice Intelligence

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Casework & Drafting

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Casework & Drafting Flagship

Mediation & Settlement Prep Agent

Assembles the mediation brief, the opposing-party leverage analysis, the BATNA memo, and the settlement-position one-pager before every mediation or settlement conference.

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Casework & Drafting Flagship

Trial Prep Agent

Assembles the trial notebook from the matter file: witness list, exhibit list, jury instructions, voir dire questions, and opening and closing outlines.

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Casework & Drafting

Appellate Brief Drafter Agent

Drafts the statement of facts, the standard-of-review section, the argument, and the table of authorities for an appellate brief.

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Casework & Drafting

Closing Binder Agent

Assembles the matter closing binder when a case resolves: signed agreement, distribution statement, lien releases, file index, and the client-facing summary.

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Casework & Drafting

Deposition Prep Agent

Builds the witness profile, the prior-statement cross-reference, and the question outline before every deposition.

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Casework & Drafting

Discovery Builder Agent

Drafts interrogatories, requests for production, and requests for admission tuned to the case theory and the opposing party's posture.

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Casework & Drafting

Discovery Response Agent

Drafts responses and objections to incoming discovery, organizes the document production, and keeps the privilege log current.

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Casework & Drafting

Motion Drafter Agent

Drafts the motion, the brief in support, and the proposed order with the right citations and the right local format.

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Casework & Drafting

Pleading Drafter Agent

Drafts complaints, answers, and amended pleadings with the right causes of action, the right defenses, and the right local format.

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How we'd build this for your firm

We start with Blueprint, a 2 to 3 week engagement where we walk through 3 or 4 recent closings, map the conditions, and identify where agents would land. You leave with a prioritized roadmap and a written scope for the first build.

Build is 4 to 8 weeks. We encode your closing checklists by deal type, connect the agent to your email and document storage, and run it in shadow mode on an active closing while we tune. Cross-border compliance rules are added in the skill file so they fire automatically on the right deals.

Managed is the ongoing operating mode. We monitor the agents, extend checklists as new deal types come through, add new agents as your needs grow, and absorb the work of keeping the fleet running. You get a monthly review with what the agents handled, where they escalated, and what we'd change next.

Frequently Asked Questions

Both. Residential closings have shorter checklists and tighter volume economics, so the agent pays back faster on volume. Commercial closings have longer, more complex checklists and higher stakes, so the agent pays back faster on risk reduction. Many firms run the agent across both practices with different checklist templates.

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