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Financial servicesAgentic implementationIllustrative scenario

How a finance team could run an agent that ties every extracted term to its clause.

The challenge

Renewal dates and notice periods are buried in hundreds of contracts.

The approach

  1. 01We map the review workflow with the team and agree what to measure.
  2. 02An agent built on Lemma reads each contract and returns every term with its clause.
  3. 03Low-confidence extractions go to a reviewer before anything is updated.

The outcome

A renewal calendar the team can audit line by line.

Why the reasoning trace matters

A missed renewal date or notice period has a direct cost, and an extracted term is only useful if someone can check where it came from. Linking each term to its clause makes the whole calendar auditable.

How a team could start

A team would usually start with one contract type and a sample of documents with known answers, so the agent's accuracy is measured before it is trusted with the rest.

This is an illustrative scenario, not a customer account. It shows how a team could use Agentic implementation; we will publish real stories, with permission, as they happen.