Market Positioning · Strategic Intelligence · Full-Stack Engineering

CommonGround.
Building a shared operational space for market clarity.

CommonGround is an enterprise intelligence platform designed to analyze market positioning, map competitive landscapes, and give product teams a unified workspace for strategic decision-making.

Next.jsTypeScriptTailwind CSSSupabaseOpenAIVector SearchRecharts
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01 / The Problem

Strategic misalignment slows product momentum.

Companies often struggle to maintain a accurate mental model of their market landscape. Product, design, and executive teams frequently operate with fragmented competitive assumptions, leading to feature duplication and missed opportunities.

The challenge was to transform static slide decks into a live, collaborative positioning workspace.

02 / The Solution

AI-driven competitive telemetry & white-space mapping.

CommonGround continuously ingests product announcements, feature Matrix updates, and positioning signals across a defined market category. It automatically clusters competitors along customizable strategic axes.

Instead of guessing where differentiation lies, teams can visualize clear market white space in real time.

03 / Operational Impact

Bridging strategy and product execution.

By establishing a central source of market truth, teams evaluate roadmap decisions against verified positioning data rather than subjective opinions.

The platform connects strategic research directly to product requirements and feature prioritization.

Live Walkthrough

Market Analysis & Alignment Workspace

REAL-TIME POSITIONING MATRIX WITH SYNCHRONIZED TEAM TELEMETRY.

Product Interface

Market Matrix & Signal Insights

Dynamic Competitive Matrix

Maps competitors across dynamic axes, providing immediate visibility into market saturation and unserved positioning vectors.

Competitor Telemetry & Feature Tracking

Monitors feature releases, pricing changes, and market movement across key competitors from a consolidated dashboard view.

CommonGround Telemetry and Competitor Dashboard Overview

System Capabilities

What It Actually Does

01

Automated Position Mapping

Plots competitor feature sets, pricing vectors, and value propositions across a multi-dimensional matrix.

02

Market Signal Telemetry

Monitors public product updates, customer sentiment shifts, and messaging changes across key market players.

03

White-Space Identification

Highlights underserved market segments and uncaptured customer demands using cluster analysis.

04

Alignment Dashboards

Translates strategic positioning maps into clear operational directives for product and engineering teams.

05

Real-Time Telemetry

Keeps team members synchronized on live positioning changes and competitive benchmark updates.

Full-Stack Execution

How We Built It

01

Competitive Intelligence Pipeline

Designed an ingestion and vector embedding workflow to categorize and evaluate competitor marketing and feature changes.

02

Positioning Matrix UI

Built an interactive visual canvas allowing teams to manipulate strategic axes and visualize market gaps in real time.

03

Database Schema & Real-Time Sync

Structured Supabase tables and Realtime channels to broadcast strategy state changes across active team sessions.

04

Signal Extraction Engine

Leveraged OpenAI models to summarize complex competitor changes into clear executive takeaways and actionable insights.

05

Analytics & Export Layer

Created custom visualization components with interactive filtering for executive reporting and strategic planning.

06

Performance & Architecture

Optimized server-side rendering in Next.js paired with vector indexing for sub-second query performance.

Impact & Vision

Why This Project Matters

CommonGround replaces guesswork and stale static presentations with living market intelligence.

By integrating real-time vector search, multi-dimensional matrix plotting, and automated signal extraction, the tool gives product leaders immediate clarity on where to differentiate.

It demonstrates how full-stack design engineering can transform abstract strategic concepts into an intuitive, highly functional digital product.

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