Deal Documentation Generator

Challenges Deal Documentation Generator addresses

Done by hand, sales execution means gathering account and document, working through 2 separate passes over the same material, then producing is it complete?, generated document and placeholder → value. None of it is difficult and all of it is exacting, which is the combination people are worst at holding. The errors that matter are the ones a tired reader does not notice, and they surface later — in a reconciliation, or in somebody’s reply. It waits until someone remembers it, which is usually the point at which it has become urgent. As volume grows the work does not get harder, only longer, and the first thing to go is the checking.

Deal Documentation Generator runs that same sequence end to end and returns the result as structured artefacts. What it cannot settle it hands over rather than guesses at, and your correction is kept: it asks “Is this document usable?” after every run, and those answers become the set it is measured against. Nothing that moves money, alters a contract or reaches a customer executes without human approval, and every action is written to an audit log. The gain is in the volume that no longer has to be read, not in removing the judgement.

How it works

Step 1: Filling the document

First of 2. It works from account and document and feeds the step after it.

Key Tasks:

• Working from the run so far: This step takes account and document and carries it toward step 2.
• Following the same rules each time: The behaviour is configuration rather than judgement made fresh per run, so sales execution is handled the same way every time.
• Surfacing what it cannot settle: Anything ambiguous is passed on as ambiguous rather than resolved silently.

Outcome:

• Passed on: The result passes to the next step, with anything unresolved carried forward as an open item rather than dropped.

Step 2: Writing the document

Last of 2. It takes what step 1 produced and produces is it complete? and generated document.

Key Tasks:

• Writing from the run, not from a template: The text is built from what this run actually found, so two sales execution outputs differ where the underlying records differ.
• Leading with what needs a decision: The exceptions come first and the routine detail follows, because the reader is deciding rather than reading.
• Staying inside the evidence: Nothing appears in the text that is not supported by a record the run examined. Gaps are stated as gaps.

Outcome:

• Artefact ready: A finished artefact, traceable line by line to the records behind it, ready for a person to accept or correct.

Step 3: Your review, and what it changes

The run ends with a person, not with a result being filed.

Key Tasks:

• Asking a specific question: It asks “Is this document usable?” rather than for a rating. A question about this run is answerable; a score out of five is not.
• Keeping the correction: What you change is recorded against the case that produced it, so the disagreement is retrievable rather than absorbed.
• Building the evaluation set: Those cases become what the agent is measured on. It is scored against your judgement rather than against a general benchmark.

Outcome:

• A measured agent, not an assumed one: The cases Deal Documentation Generator handles well and the cases it does not are both visible, and the second list is the one that decides what changes. Nothing is retrained silently on the back of a single correction.

Why use Deal Documentation Generator?

• Checks are evidenced, not asserted: Each check records what was expected and what was found. A failure can be understood — and argued with — without re-running anything.
• Field mapping you can audit: Every incoming field is shown with what it was mapped to and how confidently. Low-confidence mappings are held rather than applied, which is where silent data corruption otherwise starts.
• Reads your systems directly: It queries the connected system under scoped, read-only credentials. Nobody exports a spreadsheet first, which is the step where data goes stale.
• Corrected by the people using it: After each run it asks “Is this document usable?”. Those answers become the evaluation set, which means it is measured against your judgement rather than ours.
• Reads and reports, does not act: It returns a result for review rather than writing changes back on its own. Anything that moves money, alters a contract or reaches a customer needs human approval first.