Intent Data Business Case: Costs, Scenarios and Stop Gates
Build an intent-data business case with explicit assumptions, complete costs, downside scenarios and switching values. Review current MarketPulse scope and limits.
Farnaz Kia13 min read
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Test Intent Thresholds Before Automating GTM Actions
Compare intent thresholds with historical replay, shadow mode and a controlled test. Calculate precision, recall and workload without mistaking a score for sales lift.
Farnaz Kia14 min read
Intent Data for Programmatic Advertising: An Agency Workflow
Plan intent research, creative, eligible activation and qualified-outcome measurement. Separate MarketPulse data from media delivery and compare full program costs.
Farnaz Kia5 min read
Scale Small LinkedIn Audiences: Match Counts, Tests and Costs
Evaluate small LinkedIn audiences using eligible, uploadable, matched and post-targeting counts. Verify predictive source rules, expansion settings and actual qualified outcomes.
Farnaz Kia13 min read
Enrich GA4 Audiences With Intent Signals: Eligibility, Imports and QA
Evaluate GA4 intent enrichment with three data paths, supported joins, privacy and policy review, deletion checks and a measured source-to-outcome workflow.
Farnaz Kia11 min read
Content-Consumption Intent Signals: Meaning and Next Actions
Interpret content-consumption intent signals with six factors, an action ladder and worked examples. Separate observed research from buying assumptions.
Farnaz Kia10 min read
Buyer Intent for MEDDIC, MEDDICC and MEDDPICC: Questions, Not Proof
Use buyer-intent findings to prepare discovery without guessing qualification fields. Includes evidence grades, field-by-field prompts and current MarketPulse context.
Farnaz Kia10 min read
Intent-Led Market Entry: Coverage, Buyer Evidence and Pilot Costs
Test a new B2B market with a defined account universe, topic research, buyer evidence and staged costs. Keep coverage, missing feedback and qualified outcomes separate.
Farnaz Kia12 min read
Intent Data Operating Models: Owners, Shared Capacity and Costs
Compare centralized, embedded and hybrid intent-data responsibilities. Define decision owners, shared constraints, account overlap and allocated operating costs.
Farnaz Kia12 min read
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