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Five steps. This is where a workflow stops collecting material and starts producing judgments.

Build and Run Matrix

Kind

AI

Latency

Slow
Applies a matrix template to a set of documents and extracts every cell. Rows are documents, columns are the template’s questions. This is the same engine behind Document Matrix and behind most of the built-in review workflows. Config Outputs
The two dict outputs exist specifically so a matrix can feed the synthesis and verification steps without you reshaping anything. Wiring Answers By Question By Doc into Cross-Doc Synthesis, and Findings By Filename into Verify Synthesis, is the canonical portfolio-review chain.

Compare Two Documents

Kind

Deterministic

Latency

Medium
Redline-style diff between two documents. Config Outputs

Compliance Gap Check

Kind

AI

Latency

Slow
Scores one document against a regulatory regime and surfaces per-requirement gaps. Config Outputs

Score Against Benchmarks

Kind

Deterministic

Latency

Fast
Scores extracted contract facts against market-standard benchmarks. No model call, so it is fast and repeatable. Config Outputs

Cross-Doc Synthesis

Kind

AI

Latency

Slow
Answers comparison and aggregation questions across multiple documents: “which is worst”, “where do they disagree”, “which ones are missing this clause”. Config Outputs
This is the highest-hallucination-risk step in a portfolio chain, because it reasons over summaries rather than raw documents. Always follow it with Verify Synthesis, which drops findings that reference documents outside the input set.

Verification steps

The pass that should follow every synthesis.

Output steps

Turning a matrix or a synthesis into a deliverable.