Proposals

    Cutting Proposal Time by 60%: Inside an Advisory Firm's AI Workflow

    The Reve TeamApril 20269 min read
    Cutting Proposal Time by 60%: Inside an Advisory Firm's AI Workflow

    How one firm rebuilt its proposal process around a brand intelligence layer — and stopped writing the same thing five different ways.

    An advisory firm we worked with was spending an average of eleven hours per proposal across three people. Most of that time wasn't strategy — it was rewriting the same case studies, the same methodology section, the same boilerplate, slightly differently each time.

    What we changed

    We built a structured library of their actual work — past proposals, case studies, methodology language — and connected it to a drafting workflow. The first draft now assembles itself from the library, in their voice, against the prompt of the new opportunity.

    The senior partner's job shifted from writing to editing and pressure-testing. The junior team's job shifted from formatting to genuine research on the prospect.

    We stopped writing the same thing five different ways. That alone gave us back a day a week.

    The result

    Proposal time dropped from eleven hours to just over four. Win rate went up, not down — because the time saved went into the parts of the proposal that actually move the decision.

    The lesson isn't about proposals. It's about what happens when the inputs are structured: the work compounds instead of repeating.

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