Tell RAI Analytics Dashboard

Analyzing 315k+ user requests from the "Tell RAI" text input to understand what features users want

What This Shows

This dashboard analyzes user guidance text from Renovate AI's "Tell RAI" feature to identify patterns, discover feature gaps, and prioritize product development.

Paint Interior House Color (Exterior) Kitchen Cabinets Flooring Clean Up (Object Removal) Virtual Staging Landscaping Sky Palette Upscale AI Floor Plan Lighting (Requested) Add Furniture (Requested)

Use filters above to explore by platform (iOS/Android/Web) and time period

Total Requests

Total number of times users typed into the "Tell RAI" input field. Shows engagement with the AI guidance feature.

Tool Match Rate

Percentage of requests that match existing AI tools (Paint Interior, Flooring, Cabinet Color, Object Removal). Higher = better tool coverage.

Existing tools coverage

New Features

Requests that don't match any existing tools. These are build opportunities - features users want but you don't currently offer.

Build opportunities

Unclear

Vague requests that couldn't be classified. May need better keyword definitions or user guidance improvements.

Need better keywords

Intent Distribution

Show only new features

Top Keywords

Platform Distribution

Trends

New Feature Requests

Intent	Count	%	Priority	Sample Requests
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Top Keyword Combinations

Keywords	Frequency	Insight
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Emerging Patterns

What are emerging patterns?

These are complex requests where users combine 3+ keywords together, discovered through keyword co-occurrence analysis. Patterns appearing 10+ times indicate significant demand for features that may require multiple tools or new capabilities.

Custom Keyword Search

Search for any term or phrase in user guidance text to see frequency

User Behavior & Intent Migration

BREAKTHROUGH

Why this matters

Tracks individual user journeys across 27.5K users. Shows how users evolve from simple requests (e.g., "paint wall") to complex ones (e.g., "add furniture + lighting").

One-Time Users: Churn signal - improve onboarding
Power Users (10+): Your evangelists - beta test new features
Intent Migrations: Natural user progression - bundle these features together

Total Users

Avg Requests/User

One-Time Users

Power Users (10+)