Decision Backfill Assistant
TL;DR
Data validation tool for corporate market research analysts that automatically scores how well CRM/survey data supports executive narratives (e.g., "Expand into Europe") and generates gap-filled reports with visuals so they can reduce manual analysis time by 5+ hours/week and eliminate career risk from unsupported claims
Target Audience
Market research analysts and business intelligence consultants in corporate teams of 10–500 employees, who need to validate executive decisions with data.
The Problem
Problem Context
Market research analysts receive briefs that ask for data to justify decisions leadership already made. Instead of open-ended discovery, they must backfill narratives with selective data. This shifts their role from insight generation to decision justification, which feels unethical and risky.
Pain Points
Analysts waste hours manually searching for data that supports pre-determined conclusions. They face pressure to deliver reports that align with leadership’s agenda, even if the data is weak. Failed workarounds like cherry-picking datasets or hiring consultants create more problems than they solve.
Impact
Wasted time (5+ hours/week) and career risk from pushing unvalidated decisions. Poor decisions based on biased data can cost companies millions. Analysts lose trust in their own work and feel complicit in misleading leadership.
Urgency
The problem is urgent because analysts risk their reputation and job security every time they deliver a report that doesn’t truly reflect the market. Leadership expects quick turnarounds, leaving no time for thorough validation.
Target Audience
Market research analysts, business intelligence consultants, and data analysts in corporate settings. Also affects mid-level managers who rely on these reports to make decisions. Common in industries like tech, finance, and healthcare where data-driven decisions are critical.
Proposed AI Solution
Solution Approach
A lightweight tool that automatically checks how well existing data supports a given narrative. Users input their brief (e.g., ‘Expand into Europe’) and the tool scans their datasets (CRM, surveys, etc.) to score alignment. It flags gaps, suggests missing data sources, and generates reports to justify—or reject—the decision.
Key Features
- Gap Detection: Highlights missing data needed to validate the narrative.
- Report Generator: Creates pre-formatted reports for leadership with visuals and key insights.
- Alerts: Notifies users when new data contradicts their reports.
User Experience
Users paste their brief into the tool, connect their data sources (e.g., Google Sheets, Salesforce), and receive a score + report in minutes. They can tweak the narrative or gather more data to improve alignment. Monthly subscriptions include updated reports and alerts for new data.
Differentiation
Unlike generic analytics tools, this focuses specifically on narrative validation. It’s faster than manual analysis and more transparent than consultant reports. The proprietary scoring method makes it defensible against free alternatives like Excel.
Scalability
Starts with individual analysts, then scales to teams via seat-based pricing. Adds features like team collaboration, API integrations, and custom scoring models for enterprise clients.
Expected Impact
Saves 5+ hours/week on manual data hunting. Reduces career risk by ensuring reports are data-backed. Helps companies make better decisions, avoiding costly mistakes. Users feel more confident in their work and leadership.