Fractional operations leadership · Commercial prioritization
Focus BDR effort on the right people.
As fractional operations lead, Alvar defined the commercial prioritization strategy and led its execution through data classification, buying-committee analysis and practical BDR enablement.
Team experience / LATAM. Strategy and implementation led by Alvar Rodríguez.
Project
Commercial Prioritization Strategy
Industry
Conversational AI / commercial operations
Stack
Python classification, AI-assisted review, load files, Attio CRM context
Evidence
~300K contacts classified by buying role
Alvar Rodríguez · Senior Operations Manager & RevOps Specialist
The challenge
BDRs lacked a clear basis for choosing which contacts to approach and how to develop a buying committee.
What we built
Alvar defined buying-role priorities and led classification, cohort analysis and a practical BDR playbook.
What changed
The team received a commercial priority model, prepared load files and guidance for putting the strategy to work.
Context and problem
One of three workstreams within the same LATAM RevOps program.
Latin America · Conversational AI platform
CRM contacts lacked buying roles and priorities. Alvar framed the problem around a commercial decision: whom BDRs should approach first and how the team should develop a buying committee.
What we built
Alvar’s strategic decisions
Connect buying roles to P1, P2 and P3 priorities.
Combine Python rules with AI-assisted review where ambiguity required judgment.
Test committee assumptions against historical data and revise the interpretation with a newer cohort.
Turn the model into load files, a BDR playbook and agent prompts.
Implementation
Around 300,000 contacts across 5+ source databases were classified in Spanish, English and Portuguese. The method combined Python rules, review of ambiguous records and a sample of confident classifications, with regression tests, backups and integrity checks.
Results and evidence
~300K contacts classified across 5+ source databases.
98% agreement on 102 hand-validated calibration cases.
Seven load files, a BDR playbook and agent prompts carried the model into practical outputs.
Relevance and PDF contents
Leadership value
Alvar connected commercial judgment, data work and team enablement under one owner. He also revised the recommendation when older cohorts distorted the interpretation.
Inside the full PDF
The decision worksheet is general Techmark guidance, not evidence of additional historical client decisions or controls.
On this page
See how Alvar combined buying-role classification, committee analysis and BDR enablement. Use the included decision worksheet to define a priority model, validation plan and owner for adoption.
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