Scorecard v3 — The Living Scorecard

How it works.

A Mambo consultant walks a client through seven stages (Portfolio, Prepare, Benchmark, Upload, Clarifying Questions, Results, Review, Share): upload company materials, the pipeline evaluates up to 130 marketing/sales tactics concurrently (one LLM worker per tactic, evidence-first with file search + web search), asks clarifying questions where confidence is low, then auto-finalizes into a scorecard. The consultant shares a link; the client opens a token-gated page with five tabs — Executive Summary, Assessment Evaluation, Positioning, ROI Analysis, and Action Plan — with no login required.

• 01Concurrent per-tactic LLM evaluation pipeline (up to 24 parallel workers) using file search + web search for evidence-backed scoring
• 02Auto-generates clarifying questions when assessment confidence is low, then re-scores after the consultant answers
• 03Produces a 5-tab client-facing scorecard behind a share-token link, no login required
• 04Consultant portfolio dashboard to manage multiple client engagements end to end