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Solution blueprints
Finance

Underwriting assistant

Assemble the file, check the risk, recommend the call

An underwriting agent that gathers the submission, pulls the third-party data, checks it against your guidelines, and hands the underwriter a complete file with a recommendation and the reasoning. The clean cases move fast and the close calls get a human.

The problem

Underwriters spend more time assembling files than judging risk. Submissions arrive incomplete, third-party data lives in a dozen portals, and guideline checks are done from memory. The result is slow quotes, inconsistent decisions, and skilled underwriters buried in clerical work.

The outcome

50%

faster underwriting decisions

The architecture

How the work actually flows

No black box. This is the real data and agent flow, from the moment work arrives to the moment it is done, with a human in the loop wherever the stakes are high.

  1. Intake

    Take the submission from any channel and assemble it into one structured application record.

  2. Enrich

    Pull the third-party data the decision needs: credit, claims history, property, and risk signals.

  3. Assess

    Check the file against your underwriting guidelines and surface the factors that drive the risk.

  4. Recommend

    Draft a decision and pricing recommendation with the reasoning and the rules that applied.

  5. Review

    Hand the underwriter a complete file with the recommendation, and route close calls for a second look.

  6. Audit

    Log every input, rule, and decision so the whole underwriting path is reviewable and consistent.

What we build

  • Submission intake into one structured application record
  • Third-party data enrichment across credit, claims, and risk sources
  • Guideline checks that surface the factors driving the risk
  • A drafted decision and pricing recommendation with reasoning
  • A full audit log of inputs, rules, and decisions

Representative stack

Python LangGraph Anthropic Claude Document AI pgvector Postgres Temporal

We choose tools to fit the job and your constraints. We are not tied to any one vendor.

Let's adapt this blueprint to your systems

Take the assessment. We start from this reference and tune it to your data, your tools, and your bar for quality.