GrowthFlowEngineering for Researchers
GrowthFlowEngineering publishes research-backed playbooks so that researchers, practitioners, and partners understand how we combine AI, operations, and learning systems.
Research Backbone
- AAA taxonomy: We document the Audit · Align · Automate journey with process maps, data schemas, and governance matrices.
- ValuationOps KPIs: We share how to quantify RevenueOps, EBITDAOps, CashflowOps, FreeCashFlowOps, and StoryOps so that measurement remains consistent across clients.
- IRI framework: The Internal Risk Index is a scoring system that combines capability readiness, exposure, and the qualitative love feed from ValueLogs.
- ValueLogs primitive: Structured logs (StartTime, EndTime, Activity, ProofOfActivity, LEOtag) that serve as the canonical work record.
- GFE-Skill System: Skill tuples capturing Marketing, Sales, and Finance proficiencies that ingest ValueLogs learning signals.
Research Assets
- Playbooks: AAA audit templates, automation checklists, and orchestration ropes.
- Datasets: Synthetic ValueLogs exports, KPI mappings, and readiness surveys (sanitized for privacy).
- Experiment logs: GrowthFlowAI prompt templates, measurement dashboards, and StoryOps narratives.
Collaboration
Researchers can:
- Request anonymized ValueLogs samples to study time patterns.
- Access our ValuationOps KPI library for benchmarking.
- Contribute to StoryOps narratives by proposing new metrics or automation scenarios.
- Partner on GrowthFlowAI prompt tuning and evaluation (controlled via
netlify/functions/gemini-proxy.js).
Contact
Email research@growthflowengineering.xyz with your area of interest and we will align you with the Research & Insights partner on the team.