Predictive Account Targeting, Prioritization, and Scoring
Use AI-driven propensity modeling and dynamic scoring across fit, intent, and engagement signals to accelerate targeting, routing, focus seller time on high-likelihood pipeline, increase conversion, and tighten forecasting.
Overview
Categorize and rank prospect and customer target accounts based on attributes of potential solution fit, value, and conversion. This is typically performed by sales as a key step in account-based selling management or by marketing. This allows sales and marketing teams to more efficiently apply resources on the right prospects and customers.
In B2B sales, Predictive Account Targeting, Prioritization, and Scoring is critically important because it enables sales and revenue operations leaders to identify, rank, and focus resources on the accounts most likely to convert and generate high value. By using deep data sets—including technographics, buyer intent, spending habits, and firmographics—HG Insights helps build precise Ideal Customer Profiles (ICP) and applies AI-driven predictive scoring models that score accounts based on their fit, need, and intent to buy.
Who Benefits
RevOps
CRO, VP/Head of RevOps, Sales Operations
Sales
VP/Head of Sales, Sales Enablement
Data
Head of DataOps, CDO, CIO
Challenges We Solve
Wasted effort on low-fit accounts
Scoring based on basic firmographics misses critical buying signals, leading teams to chase accounts unlikely to convert.
Misaligned GTM execution
Without a unified, data-driven model, sales and marketing struggle to prioritize the same accounts, thus draining resources and focus.
Blind spots in buyer readiness
Traditional models ignore key indicators like tech adoption and spend, making it hard to spot which accounts are truly in-market.
Our Solution
HG Insights transforms account prioritization by combining deep technology intelligence with firmographic data and intent signals to identify accounts with the highest conversion potential. Our platform enables revenue teams to dynamically align targeting with your Ideal Customer Profile, replacing basic firmographic scoring with a sophisticated model grounded in actual technology adoption patterns and market readiness indicators for more predictable revenue outcomes.
Precise Scoring models draw from the breadth and depth of HGI’s Revenue Growth Intelligence Fabric, including data points like tech spend, product installs, product intensity, and cloud usage. The platform then offers the ability to use weighting and context to calculate scoring, to know exactly why accounts receive certain scores. Option to export or connect to a CRM to surface intelligence to other GTM teams.
Key Features
Customizable signals and scoring
Tailor scoring models to your specific business needs and ICP
Direct buyer intent data
Leverage verified intent signals to identify in-market accounts
Predictive AI ranking
AI ranks accounts by likelihood to convert based on historical data
Triggered GTM plays
Automate sales and marketing actions when signals peak
Seamless integrations
Connect with leading marketing and sales tools
Why HG Insights
Real-world tech adoption data
Data grounded in real-world tech adoption, cloud maturity, and IT spend—not just surface-level firmographics.
Unique Fit-Need-Intent framework
Blending customer-specific models with statistically significant tech signals for precise targeting.
Customizable scoring system
Adapting to your business needs with transparent, explainable scoring that sales teams actually adopt.
Business Value & Impact
Better Sales Conversion, Less Waste
By scoring accounts based on actual technology and readiness, your team targets fewer, better accounts, thereby improving conversion rates, reducing waste, and increasing sales velocity.
More Predictable Revenue
HG Insights account scoring drives more predictable revenue outcomes by aligning GTM execution to real market opportunity.
Key Performance Indicators
Conversion rate improvement
Increase win rates by focusing on high-propensity accounts
Sales productivity & focus
Maximize seller time on qualified opportunities
Deal cycle time reduction
Accelerate pipeline velocity with better targeting
Sales forecast accuracy
Improve predictability with data-driven insights
Benefits by Role
RevOps
- Enables building data-driven, laser-focused territories and resource allocation by using real-time market and account-level intelligence
- Provides a unified, consistent set of metrics and insights across GTM teams, increasing alignment and allowing smarter investments to maximize revenue outcomes
- Serves as a strategic backbone for territory planning, sales process optimization, and win/loss analysis by integrating AI-driven data and actionable buyer intent
Sales
- Empowers sellers to focus outreach on high-propensity, in-market accounts, maximizing win rates and accelerating pipeline velocity with predictive scoring models and intent data
- Delivers clear prioritization to ensure sales teams spend time on the highest-value opportunities, driving revenue growth and boosting quota attainment
- Equips leaders with actionable intelligence for real-time go-to-market decisions, from setting strategies to enabling sales execution, bridging the gap between vision and action
Data
- Integrates high-quality, continuously updated firmographic, technographic, and buyer intent data into existing GTM and CRM tools, streamlining data workflows and trustworthiness
- Supports advanced analytics, segmentation, and model building by providing granular, operationalized data that powers predictive account targeting and scoring
- Delivers a unified data fabric that breaks down silos and drives consistency, accuracy, and usability for all GTM teams
How It Works
Discover & Enrich
- Connect your CRM and other first-party data sources, such as website activity, downloads, inquiries, to the platform
- Enrich account and contact data with firmographics, technographics, and spend intelligence (HG Insights)
- Layer in verified buyer intent signals from research and peer reviews provided by TrustRadius
Prioritize & Segment
- Activate predictive scoring and qualification models based on your historical data (MadKudu)
- Dynamically apply predictive scoring using ICP fit and buyer intent signals to rank and segment leads and accounts
- Example: Accounts with >$10M spend + researching “automation platforms” + scored as “Likely to Buy”
Activate & Engage
- Push prioritized accounts and leads into CRM, MAP, or sales engagement platforms
- Trigger campaigns, sales plays, or content offers tailored to intent signals
Measure & Optimize
- Track pipeline acceleration, conversion rates, and ROI by segment
- Continuously refine ICP and predictive scoring model based on closed-won data
Ready to Transform Your Account Targeting?
See how HG Insights can help you prioritize high-value accounts and accelerate revenue growth.
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