Use cases

Built for work where "the AI said so" isn't enough.

Twenty jobs across finance, legal, insurance, real estate and compliance where every answer has to show its source.

CHECKCheck claims against the source ASKAsk across your library EXTRACTExtract data with citations

Examples are illustrative. Documents, companies and figures are fictional.

Finance · Lending, private credit, research

Every figure in a credit file, traced to its page.

Credit teams work from agreements, certificates and filings. Each number comes back with the page it came from, so committee review is a click, not a re-read.

Covenant compliance check

CHECK

Recompute a borrower's ratios from its compliance certificate, using the credit agreement's own definitions, every quarter.

Total net leverage of 3.40x is within the covenantContradictedMaximum steps down to 3.25x from Q3 2026 · §7.11(a), p. 88

Credit memo tick-and-tie

CHECK

Tie every figure in a draft credit memo to the audited accounts before it goes to committee.

Revenue grew 12% to $84.2 millionCalculated(84.2 − 75.2) ÷ 75.2 = 12.0% · both inputs on p. 41

Credit agreement questions

ASK

Ask across every facility in the book: baskets, add-backs, cure rights and reporting deadlines.

Which facilities cap run-rate synergy add-backs?Answered6 of 42 facilities, each with its clause and page

Loan underwriting

EXTRACT

Pull borrowers, amounts, rates and dates from loan documents into your system, each value with its page.

interest_rate: 7.25ExtractedPromissory note · §1, p. 1
Insurance · Brokers, MGAs, carriers, claims

Policy wording, checked line by line.

A policy that does not match what was quoted is where most errors and omissions claims start. Every limit, exclusion and endorsement is tied to the wording that sets it.

Quote against issued policy

CHECK

Check the issued policy against the quote or binder: limits, deductibles, exclusions and endorsements.

General aggregate limit of $2,000,000ContradictedDeclarations show $1,000,000 · p. 2

Renewal comparison

CHECK

Compare the expiring and renewal policies and list every change in coverage before the client signs.

Cyber incidents are coveredChangedNew exclusion added at renewal · Endorsement 7, p. 38

Insurance claims

ASK

Answer coverage questions from the policy wording, with the clause on screen for the adjuster.

Is water damage from a burst pipe covered, and what is the deductible?AnsweredCovered under Section I.A.2, p. 12 · $5,000 deductible, p. 3

Submission intake

EXTRACT

Turn schedules of values, loss runs and applications into structured data for underwriting.

total_insured_value: 48,250,000ExtractedSchedule of values · p. 1, total row
Real estate · Owners, lenders, brokers, lease admin

Leases and closing sets, abstracted with the clause.

Rent, options and critical dates drive the value of a building, and a missed notice can cost years. Every date and figure links back to the clause that sets it.

Lease abstraction

EXTRACT

Abstract rent schedules, options and critical dates into your template, each with its clause.

renewal_notice_deadline: 2027-03-31ExtractedLease · §3.2, p. 9

Closing tie-out

CHECK

Tie the closing statement to the purchase agreement, loan documents and estoppels before funding.

Seller credit for roof repairs of $125,000SupportedPurchase agreement · §4.3(b), p. 17

Offering memorandum check

CHECK

Check an offering memorandum's occupancy and income figures against the rent roll and operating statement.

The property is 96% occupiedContradictedRent roll shows 91.4% · p. 3

Portfolio lease questions

ASK

Ask across every lease you hold: co-tenancy, exclusives, assignment and radius restrictions.

Which retail leases have a co-tenancy clause?Answered5 leases, each with its clause and page
Audit and compliance · Third-party risk, internal audit, finance ops

Evidence an examiner can follow.

When a regulator or auditor asks how you reached a conclusion, the answer is the highlighted page, kept in an evidence report with your sign-off.

Vendor due diligence

CHECK

Answer your vendor questionnaire from a SOC 2 report and list every exception the auditor noted.

User access is reviewed every quarterPartialTwo exceptions noted · CC6.2, p. 61

Policy gap analysis

CHECK

Check policies and procedures against a regulation or control checklist, one requirement at a time.

Incidents are reported to the regulator within 72 hoursNot in documentAll 34 pages read · no matching passage

AI summary check

CHECK

Check a summary written by an AI tool against the source before anyone relies on it.

The board approved the dividend in MarchContradictedMinutes are dated April 2 · p. 1

Invoice extraction

EXTRACT

Capture totals, dates and line items from invoices, and open the source for any value that looks wrong.

total_due: 18,420.00ExtractedInvoice INV-2291 · p. 1

Stop asking "where did that come from?"

Evaluating CiteLLM for your team? We'll run it on your documents so you can judge the results yourself.