Find what matters
Separate meaningful buyer, market and performance signals from reporting noise.
Systems I build
Turn disconnected marketing signals into revenue decisions.
I build growth intelligence systems that learn from buyers, customers, competitors, company knowledge, channel performance, editorial judgment and commercial outcomes.
Act with control
Turn evidence into coordinated execution with the right human approvals.
Learn from revenue
Feed commercial outcomes and editorial judgment into the next decision.
Connected capabilities
One growth system. Six connected capabilities.
Each system can solve a focused problem. Together they connect market evidence to execution, qualified pipeline and revenue.
Hear the language behind the decision
Mine authorized calls, communities, sales and customer communications, search behavior and audience research for questions, objections, triggers and unmet needs.
RedditGongSales + CSSparkToroSearch
Know what you say and when the market changes
Structure company content, products, positioning, proof and calls to action, then compare them with time-stamped competitive changes.
Knowledge graphVector searchWeb monitoringChange detection
Create work that learns from editors
Combine deep research, approved company truth, buyer language, brand voice, audience need and intended action. Capture editor changes so the system improves instead of repeating mistakes.
Deep researchBrand voiceEditor learningEvidence checks
Coordinate execution across the journey
Use shared evidence across paid media, community, search, newsletters, podcasts, content, sales enablement, nurture, onboarding, expansion and retention.
Google AdsLinkedInReddit AdsEmailSponsorships
Make revenue the governing outcome
Distinguish leads, qualified pipeline, forecasts, bookings, collections, expansion and retention. Label evidence as observed, associated, modeled, experimentally supported or causal.
CRMPipelineRevenueExperimentsAttribution
Move from reporting to an operating agenda
Show what changed, why it matters, what evidence supports it, what should happen next and who must approve consequential action.
PrioritiesConfidenceApprovalsDecision memory
Operating principles
AI creates leverage. Evidence and judgment create value.
Recommendations retain sources, dates, definitions and contradictory evidence.
Publishing, participation, budget movement and customer communication remain governed.
Activity is diagnostic. Qualified pipeline and revenue determine what the system learns.