Bid Readiness QA for Public-Sector and Research Proposal Teams

AE becomes an upstream bid-readiness system for specialist proposal teams, not a last-minute grant gate. The product is used days or weeks before submission to pressure-test a proposal architecture pack: problem statement, intervention logic, evidence base, delivery plan, milestones, risks, budget narrative, and explicit criterion mapping. Instead of claiming to predict funding decisions, it produces a structured red-team audit using AE's six failure patterns plus scored constraint checks and promotion/demotion rules for claims. The fast feedback loop comes from objective internal resolution cycles: unresolved evidence gaps, broken criterion coverage, unsupported outcomes, timeline inconsistencies, and risk sections that fail mitigation standards can all be graded and re-graded within 24 hours. Over time, teams build a portable library of winning argument structures and recurring failure modes across bids. This is a QA and governance product for proposal development discipline, not a magical win-rate oracle tied to slow, political grant outcomes.

AE has a credible wedge as an upstream bid-readiness QA system because it formalizes a proven pre-submission review process into fast, objective, repeatable governance for high-value public-sector and research proposals.

Engine verdict: ESCALATED (MUST_READ). Council could not converge after 3 rounds — human decision required