The problem
Help enterprise teams answer complex business questions using curated intelligence and source evidence.
Contify · Market & competitive intelligence
Make the market easier to understand.
Connected market intelligence—from structured business facts and automated insights to dashboards and grounded answers.
The short version
Complexity,
made useful.
What I led
I led vision and launch of a grounded RAG assistant combining enterprise search, a knowledge graph, and multi-model orchestration. My Athena scope included Business Facts, Automated Insights, Real-time Dashboards, and Ask Athena.
What changed
The grounded assistant reached 85% customer adoption. Enterprise search grew to 5K daily active users, while the product organization expanded from 1 to 7 PMs.
Inside the experience
Follow the signal.
Explore an illustrated product story.
The examples use sample data.
ATHENA AIPRODUCT EXPLORATION
From market noise
to a clearer picture.
to a clearer picture.
Product launchNew market signal
Market updateConnected context
Company moveSupporting evidence
BUSINESS FACTS
A new product. A new market.
Northstar has announced a new product for mid-market teams. Event: product launch. Segment: mid-market. Source: sample announcement.
View sample evidence
Fictional source A: Northstar announces a product for mid-market teams.
Fictional source B: Northstar announces a distribution partnership.
The product work
Where I
focused.
Strategy, decisions, and the details
behind the experience.
Ground answers in enterprise intelligence.
Combine search, a knowledge graph, and model orchestration with source evidence.
How the platform came together
I led the vision and launch of a grounded RAG assistant for complex business questions. The assistant reached 85% customer adoption, contributed to an 8% retention lift, and drove 5% upsell revenue.
Invest in the path to a relevant answer.
Use telemetry and research to guide search relevance, integrations, and workflow.
Search and integration scale
Enterprise search reached 5K daily active users, a 2.3x increase, alongside 20+ integrations. I used telemetry, customer research, and competitive teardowns to prioritize relevance, workflow, and platform investments.
Grow the practice alongside the product.
Build a product team and shared operating rhythms around the platform roadmap.
Growing the product organization
I grew the PM team from 1 to 7, introduced continuous discovery and product operating rhythms, and aligned engineering, design, data science, sales, and marketing around a platform roadmap.
The outcomes
85%
customer adoption of the grounded assistant
5K
daily active users of enterprise search
1 → 7
growth of the product management team