AI Generation Displaces Static Template Assembly
Sales teams are increasingly adopting AI generation platforms in place of static template assembly tools that cannot adapt content dynamically to specific request for proposal requirements. MMA's Q4 2025 primary research found sales teams using AI generation reporting turnaround time reductions averaging 36 percent versus comparable manual drafting baselines, as vendors completed the large language model integration needed to produce reliable first drafts across varied proposal formats. This shift is resetting vendor investment priorities across the category broadly and quickly. Vendors without comparable model capability face mounting pressure across nearly every enterprise track, indeed.
Market Impact: Drives 52 percent of new decisions








