AI charter quote parsing: what a broker should still review

Keep the source alongside the extracted record

Review the original email or document, including any attachments or conditions that affect the offer. A single extracted amount may leave out context elsewhere in the source. Treat the parsed fields as a draft to check, not as proof that the entire document was understood.

Preserve a reference to the source so another team member can follow the review. If the source is revised, check whether the structured record still reflects the current version. The ability to trace a field back to its origin is more useful than confidence expressed without evidence.

Check the fields that change the meaning

Start with the items that determine which trip and offer you are looking at. A correct price on the wrong date is still the wrong quote. Be especially careful when one thread includes several options, currencies or revisions.

• Route and airports for every leg, including any stops.
• Travel dates, local times and the time basis used in the source.
• Aircraft details and the option to which they belong.
• Passenger count and requirements that affect suitability.
• Amount, currency and whether the source describes a total or a component.
• Inclusions, exclusions, validity conditions and open questions.
• Whether a revised source supersedes an earlier offer.

Resolve uncertainty instead of filling it in

When a field is absent, keep it visibly unknown until the right contact confirms it. Do not infer a cabin feature, availability commitment or cancellation term from another aircraft or a previous trip. The review should reduce ambiguity rather than conceal it behind a completed form.

If the source contains conflicting details, ask the operator or relevant sender to clarify. Record the answer in the trip context and check whether it changes other fields. A correction to the date, for example, may affect more than one leg.

Parsed quote review
Source document / email and version:
Fields checked against source:
Missing or conflicting detail:
Clarification requested from:
Confirmed correction:
Reviewer and date:
Ready for client quote, or still pending:

Make the human review part of the workflow

Assign a reviewer before parsed information reaches a client-facing document. Ask how your software distinguishes a draft extraction from a reviewed quote and what happens when a source is updated. The review should be an ordinary step rather than a memory test for the person under time pressure.

WingStack describes AI-assisted email and document workflows within its broker platform. In a demo, bring a fictional example with a deliberate ambiguity and ask how Sophie or the parsing workflow handles it. Evaluate the correction process as carefully as the initial extraction. Fast organization is helpful only when the resulting quote remains accurate and explainable.