REFARIS AI MARKETING AGENTS
Demand Intelligence
Identify which accounts and buyers deserve attention—and why.
Traditional lead scoring reduces complex buying behavior to a number. Demand Intelligence takes a broader view.
Refaris Demand Intelligence evaluates account fit, buyer behavior, engagement, intent, existing pipeline information and other available signals together to help marketing and sales understand where meaningful demand may be developing—and why.
THE CHALLENGE
A score doesn’t tell you the whole story.
Traditional lead-scoring models often assign predetermined points to individual activities: an email open, a content download, a website visit or a form submission.
But B2B buying decisions rarely happen at the individual level. Multiple people may be researching. Signals may appear across different systems. An account can fit your ICP perfectly but show little buying behavior—or demonstrate significant engagement without being a strong commercial fit.
The question isn’t simply: Who has the highest score?
It’s: Which accounts and buyers deserve attention right now, and what is the evidence telling us?
Demand Intelligence brings the signals together before determining what deserves attention.
Traditional
Activity → Points → Score → Threshold → MQL
Intelligent
Fit + Behavior + Intent + Buying Group + Context → Demand Assessment → Recommended Action
HOW IT WORKS
From fragmented signals to explainable demand intelligence.
Demand Intelligence evaluates multiple dimensions of account and buyer activity together. As new information appears, the assessment can change—helping teams respond to what buyers are doing now rather than relying only on a static score.
↶ New signals continually inform the assessment
DEMAND INTELLIGENCE
See the account, the buyers and the signals together.
Demand Intelligence is designed to combine multiple dimensions of available information rather than treating one activity or data source as definitive evidence of buying intent.
Account Intelligence ↘
ICP fit
Firmographics
Technographics
Account characteristics
Existing customer or prospect context
Buyer Intelligence ↘
Known contacts
Buying-group roles
Persona priorities
Individual engagement
Buying-group coverage
Behavior & Intent ↘
Website behavior
Content engagement
Campaign response
Research activity
Available intent signals
Business Context ↘
CRM activity
Opportunity history
Sales activity
Existing pipeline
Historical patterns
Demand Intelligence
The specific signals available depend on the organization’s data, systems and connected sources.
OUTPUT
Know where demand is developing—and what to do next.
Prioritized Accounts
Identify accounts showing the strongest combination of fit and meaningful demand signals.
Demand Assessment
Understand the evidence contributing to an account’s current level of priority.
Buying-Group Intelligence
See which roles are engaged, which may be missing and where activity is occurring across the buying group.
Signal Interpretation
Understand what behaviors and changes may be meaningful rather than simply counting activities.
Topics & Interests
Identify themes, problems and content areas attracting buyer attention.
Recommended Treatment
Indicate the appropriate treatment based on the account’s current demand signals, buying context and level of priority.
Sales Context
Give Sales useful context about why an account deserves attention rather than passing along a score alone.
Changing Demand
Reassess priority as buyer behavior, account information and available signals change.
Not just a score. An explanation of where demand exists, why it matters and what deserves attention.
Demand isn’t static. Your assessment shouldn’t be either.
An account that appears quiet today may begin researching tomorrow. New members of a buying group may engage. Intent may increase. An opportunity may open—or stall.
Demand Intelligence is designed to incorporate new information as it becomes available so prioritization can evolve with the buyer.
Signals →
Assess →
Prioritize →
Observe →
Reassess →
Learn
↶ Learning and new signals feed the next assessment
HUMAN + AI
AI identifies patterns. People define how the business responds.
Demand Intelligence can analyze more signals and relationships than a marketer or seller could reasonably evaluate manually. But business context still matters.
Teams determine the criteria, priorities and actions that make sense for their organization. The agent provides intelligence and reasoning to support those decisions.
Signals →
AI Analysis →
Demand Assessment →
Human Review →
Action →
Learning
YOUR TECHNOLOGY
Bring intelligence to the data you already have.
Demand Intelligence is designed to work with available information across the marketing and sales ecosystem rather than requiring organizations to replace the systems where that information already lives.
CRM & Sales
Marketing Automation
Intent & Intelligence
Analytics & Engagement
Your systems continue to capture and execute. Demand Intelligence helps interpret what the signals mean.
CONNECTED INTELLIGENCE
Campaigns create engagement. Demand Intelligence helps determine what that engagement means.
Demand Intelligence can operate independently or connect with other Refaris Agents as intelligence moves through the demand engine.
Campaign Intelligence →
Demand Intelligence →
Lead Orchestration →
Nurture Intelligence →
Pipeline Intelligence
↶ Learning feeds intelligence back across the system
Which accounts deserve your attention right now?
Bring account fit, buyer behavior and demand signals together to make better-informed decisions about where marketing and sales should focus.
RESOURCES
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