What is agreement extraction in due diligence? Agreement extraction is the pulling of key economic and legal terms — rates, dates, renewal and change-of-control clauses, counterparties — out of leases, notes, and customer and vendor contracts into a structured schedule. QoEAgent reads these documents and outputs a structured term schedule, removing the manual abstracting that normally slows the diligence data room.
QoEAgent Agreement Intelligence — Summit Convenience
119 total agreements across 3 categories — all extracted from unstructured PDFs in a single AI-powered review
The Hidden Risk in a Stack of Contracts
In a multi-unit acquisition, the contracts pile up fast. Lease agreements for each location. Vendor deals for supplies, maintenance, and services. Fuel pricing contracts with complex tiered structures. For Summit Convenience — a 36-location chain — that meant 119 agreements spanning 1,313 source pages.
Traditionally, a due diligence team would spend days manually reviewing each document, extracting key terms into spreadsheets, and hoping nothing slips through the cracks. Key dates get missed. Unfavorable escalation clauses go unnoticed. Auto-renewal provisions trigger silently. The financial impact of these oversights can be substantial.
QoEAgent takes a different approach: feed every contract into the AI, and let it do the reading.
What QoEAgent Extracts From Every Agreement
For each of the 119 agreements — whether a lease, vendor contract, or fuel supply deal — QoEAgent identifies and structures the information that matters most to a buyer or lender:
From lease agreements, QoEAgent extracts rent schedules, escalation clauses, option-to-renew terms, permitted-use restrictions, CAM (common area maintenance) obligations, and critical notice deadlines. For Summit’s 29 leases, this meant surfacing which locations face near-term rent increases, which have favorable long-term options, and which carry termination risks.
From vendor agreements, the focus shifts to pricing terms, exclusivity provisions, service level commitments, and contract durations. Among Summit’s 66 vendor contracts, QoEAgent identified the agreements that lock in competitive pricing versus those that leave the buyer exposed to price fluctuations post-close.
From fuel supply agreements, pricing tiers, volume commitments, and supplier relationships are central. With 24 fuel agreements in the Summit dataset, QoEAgent mapped each supplier relationship — critical context for a convenience store chain where fuel margin is often the primary revenue driver.
From 1,313 Pages to a Structured Dataset
The transformation isn’t just about speed — it’s about completeness. A human reviewer working under time pressure will inevitably prioritize: they’ll read the most important contracts carefully and skim the rest. QoEAgent applies the same level of attention to every page of every document.
The result is a structured dataset: every material term captured, categorized, and cross-referenced. Instead of a folder of PDFs, the deal team gets a searchable, sortable matrix of contractual obligations. Instead of hoping someone caught the auto-renewal clause in the HVAC maintenance agreement, you have a confirmed record of every renewal provision across all 66 vendor contracts.
This matters enormously in purchase price negotiations, financing applications, and post-close integration planning.
The Audit Trail No One Else Provides
QoEAgent doesn’t just extract data — it documents its work. Every extracted term is traceable back to the source page and passage that supported it. When a lender asks “where does it say the lease option extends for 10 years?”, the answer isn’t “trust us” — it’s a specific page reference in a specific document.
This level of documentation changes how deal teams communicate with lenders, attorneys, and buyers. It converts the due diligence report from a summary into verifiable evidence.
Speed That Changes Deal Economics
For Summit Convenience, 1,313 pages of agreements were processed as part of a comprehensive due diligence package that also included 36 months of financial statements, cash reconciliation across 36 bank accounts, and trial balance mapping for 5,528 accounts. The entire package — contract review included — was delivered in a fraction of the time traditional methods would require.
That speed has direct financial value: faster deal timelines, reduced professional fees, and the ability to run diligence on more opportunities without proportionally increasing team size.
See Agreement Intelligence in Action
QoEAgent’s agreement extraction is one component of a fully integrated AI due diligence platform designed specifically for business acquisitions. Whether you’re a buyer, lender, or sell-side advisor, QoEAgent surfaces the data you need — from every page of every document.
Stop Reading. Start Knowing.
Let QoEAgent extract and structure every material term from your next deal’s contracts — automatically.
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