Integrating the full spectrum of economic activity
Micro-level interactions
CRM, ERP, email, calendar, calls
Pricing decisions, product usage
Contract terms, adoption cycles
Relationship graphs & social influence
Meso-level organizational
Hiring trends, inventory decisions
GTM strategies, supply chain
Logistics constraints
Team communication networks
Macro-level economic forces
Wars, geopolitical shocks
Inflation, interest rates
Commodity markets, currencies
Fiscal policy, tech disruption
A neural network for global commerce
Collective[i] has built a predictive engine for B2B commerce that learns from the actual flow of business activity across people, organizations, industries, and markets.
Unlike static analytics platforms, the model continuously ingests live commercial signals to provide critical context on buying patterns, relationship dynamics, selling activity, competitive shifts, and market trends.
By treating commerce as a time-series problem and mapping the web of relationships through context graphs, Collective[i] identifies leading indicators that predict where, when, and how revenue will materialize, often weeks or months before outcomes.
From predicting the economy to optimizing It
Prediction is only the starting point. When you can accurately model how decisions propagate through markets, supply chains, organizations, and professional networks, you can begin to optimize economic outcomes. Not in spreadsheets. Not quarterly. But continuously.
This is exactly what happened in B2C before anyone recognized its significance: Amazon used data scale to pioneer anticipatory shipping, dynamic inventory staging, and algorithmic pricing. Uber used pooled livery data to optimize routing, pricing, and marketplace balance in real time.
These were early, limited examples of micro-optimized economies. Collective[i] has spent the last decade building the first system capable of doing this at macro scale for B2B commerce, enterprise operations, and national economic institutions.
The EFM is the next step: the infrastructure for a continuously optimizing global economy.
Applications built on Collective[i]'s model
C[i] for Sales™
Designed to help modern sales organizations consolidate tools, automate forecasting, surface risks, map relationships, and collaborate to increase productivity and grow revenue.
Intelligent WriteBack™
Transforms GTM operations by eliminating human data entry and tuning systems to economic reality in real time.
Intelligence.com®
A prosumer platform that builds neural relationship graphs—mapping influence, trust, collaboration, and connection across millions of professionals.
Agent-orchestrated economic optimization
For business
Agents continuously tune pricing, supply chain routing, inventory decisions, hiring patterns, GTM strategy, capital allocation, and resource deployment—turning rigid annual plans into dynamic, adaptive systems.
For Individuals
Agents map influence networks, surface opportunities, accelerate careers, suggest introductions, and coordinate professional goals—multiplying human effectiveness.
For governments, central banks, and treasuries
Agents provide real-time forecasts, policy simulations, and optimization pathways across inflation control, supply chain resilience, commodity shocks, employment dynamics, fiscal planning, and treasury operations.
Replacing the Invisible Hand with the intelligent network
Markets once functioned through delayed feedback, slow adjustments, and structural inefficiency. The EFM enables markets that operate differently:
Update continuously, not quarterly
Coordinate across functions instantly
Anticipate shocks instead of reacting to them
Optimize pricing, capacity, and throughput in real time
Align human effort with maximum leverage
Reduce volatility, inefficiency, and waste
This is the first true optimization layer for the global economy.
Patents: the technical barrier and foundation
Our 20+ patents, including privacy-preserving pooled learning, relationship-based inference engines, neural economic time-series models, and real-time data integration, protect the architecture and invention behind the EFM.
This intellectual property forms a defensible moat and a foundation for decades of innovation.
What we're building
A global agent marketplace optimizing economic activity end-to-end:
Revenue agents rebalancing demand, pricing, inventory
Relationship agents unlocking the right connections
Operations agents coordinating manufacturing & logistics
Career agents guiding individual trajectories
Macro agents supporting central banks & governments
"This isn't software. It is the operating system for the intelligent economy. The invisible hand gave us markets. The intelligent network gives markets precision, speed, coordination, and purpose."
