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.
Intake & Growth
See function overview →Intake Triage Agent
Scores new leads, runs a conflict check, drafts the first-response email, and prepares a consult memo in the minutes that matter most for conversion.
Learn moreCase Viability Screener Agent
Scores each new matter against your firm's case-acceptance criteria and surfaces the borderline ones for partner judgment.
Learn moreConflict Check Agent
Scans every new matter against your firm's full conflicts database and ethical walls before you commit.
Learn moreFee Agreement Drafter Agent
Generates the right engagement letter for the matter type, jurisdiction, and fee structure, with the clauses your partners insist on baked in.
Learn moreReferral Engine Agent
Tracks every referral source, drafts the thank-you note when a case closes, and surfaces the partners worth taking to lunch.
Learn moreReviews & Reputation Agent
Asks the right satisfied clients for a Google review at the right moment, drafts the polished response to every review, and surfaces complaints before they go public.
Learn moreDeadlines & Compliance
See function overview →Docketing & Deadlines Agent
Computes every response deadline, statute of limitations, and court-rule trigger across your active matters and surfaces what needs attention before it slips.
Learn moreCourt Rules Monitor Agent
Tracks rule changes, standing orders, and judge-specific procedures across the courts where your firm practices and notifies the affected matter teams.
Learn moreEthics Guardian Agent
Watches the patterns that lead to bar complaints (silence gaps, fee disputes, missed deadlines, unreturned funds) and surfaces them before the complaint lands.
Learn moreFiling Readiness Agent
Pre-checks every filing for the formatting, signatures, exhibits, and certificates the court requires before the clerk rejects it.
Learn moreStatute of Limitations Tracker Agent
Watches every active claim against the right SOL clock and escalates the warnings as the window closes.
Learn moreTrust Account Reconciler Agent
Reconciles your IOLTA monthly, flags any negative balance per matter, and produces the audit-ready ledger your state bar wants to see.
Learn moreClient Communications
See function overview →Client Communications Agent
Drafts proactive client updates on every active matter, surfaces clients who haven't heard from you in too long, and keeps the relationship warm without burning attorney hours.
Learn moreBilingual Translator Agent
Drafts client communications in the client's preferred language and translates incoming documents back into English for the matter file.
Learn moreCourt Date Reminders Agent
Sends every client a personalized court-date reminder cadence with the address, the dress code, and the documents to bring.
Learn moreMeeting Prep Brief Agent
Pulls the matter file, researches every external attendee, and drafts the 1-page briefing 60 minutes before each meeting.
Learn moreSettlement Explainer Agent
Translates a settlement offer into the plain-English picture your client can actually evaluate, with the breakdown they need to decide.
Learn moreOperations & Billing
See function overview →Inbox & Meetings Agent
Triages every overnight email, briefs you on every meeting before it starts, and drafts the follow-ups when it's over. Two of the loudest workflows, handled.
Learn moreBilling Reconciler Agent
Reviews every draft invoice for missing time, write-down patterns, and billing-guideline compliance before it goes to the client.
Learn moreSubpoena Manager Agent
Drafts subpoenas, coordinates service, tracks responses, and surfaces the recipients who haven't produced on time.
Learn moreTime Capture Agent
Reconstructs the day's billable activity from email, calendar, and document edits and drafts the time entries for attorney review.
Learn moreVendor Coordination Agent
Manages the back-and-forth with court reporters, process servers, expert witnesses, and investigators on every matter that uses them.
Learn morePractice Intelligence
See function overview →Practice Intelligence Agent
Rolls up matter health, partner workload, settlement velocity, and revenue per practice area into a Monday-morning picture you can act on.
Learn moreMatter Profitability Agent
Computes the true profit per matter and per matter type, accounting for billable rates, write-downs, costs, and partner time.
Learn morePipeline Forecasting Agent
Projects the next 90 days of fee revenue from the open pipeline using historical conversion and settlement velocity per matter type.
Learn moreReferral Source ROI Agent
Computes the lifetime value of every referral source and the ROI on every business-development investment, so the marketing budget gets sharper every quarter.
Learn moreWorkload Balancer Agent
Surfaces uneven workloads across attorneys and recommends matter reassignments before someone burns out or a matter stalls.
Learn moreCasework & Drafting
See function overview →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.
Learn moreTrial Prep Agent
Assembles the trial notebook from the matter file: witness list, exhibit list, jury instructions, voir dire questions, and opening and closing outlines.
Learn moreAppellate Brief Drafter Agent
Drafts the statement of facts, the standard-of-review section, the argument, and the table of authorities for an appellate brief.
Learn moreClosing Binder Agent
Assembles the matter closing binder when a case resolves: signed agreement, distribution statement, lien releases, file index, and the client-facing summary.
Learn moreDeposition Prep Agent
Builds the witness profile, the prior-statement cross-reference, and the question outline before every deposition.
Learn moreDiscovery Builder Agent
Drafts interrogatories, requests for production, and requests for admission tuned to the case theory and the opposing party's posture.
Learn moreDiscovery Response Agent
Drafts responses and objections to incoming discovery, organizes the document production, and keeps the privilege log current.
Learn moreMotion Drafter Agent
Drafts the motion, the brief in support, and the proposed order with the right citations and the right local format.
Learn morePleading Drafter Agent
Drafts complaints, answers, and amended pleadings with the right causes of action, the right defenses, and the right local format.
Learn moreHow 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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