Research,
in the open.
The research behind this consulting practice is published openly. You can inspect the datasets, download the underlying numbers and reproduce the calculations before deciding whether to work together.
Kaggle datasets
Five datasets are published under the Kaggle account aiconsultantdesk. Each is a structured export of Paloren scenario and research work.
- AI Time Savings PalorenMonthly time-savings projections by role and workflow scenario.
- AI Cost Benchmarks PalorenScenario benchmarks for AI training and consulting costs.
- Editable Figures Sheet PalorenAn editable figures sheet for the Paloren cost and time calculations.
- AI Overview Citation Sources (AI Services 2026)1,935 result pages, 645 queries, 62.1% AI Overview rate, 10,009 citations across 2,860 domains. 50% of cited domains not in the organic top 10.
- AI Search Citation Study PalorenCitation and AI Overview observations for AI consulting queries.
- Keyword Universe Summary PalorenA topic-cluster summary of AI implementation keywords.
Harvard Dataverse
The same studies are archived in the Harvard Dataverse with persistent DOIs.
- AI Overview Citation Sources for AI Services Queries (US, UK, AU), September 20261,935 result pages, 645 queries, 62.1% AI Overview, 10,009 citations across 2,860 domains, 50% of cited domains not in the organic top 10.
- AI Search Citation Study for AI Consulting QueriesRecords domains and URLs returned for 60 branded and commercial AI consulting search queries on 27 September 2026, with 22 citation observations and SERP feature counts.
- Keyword Universe Summary for AI Implementation TopicsAggregates 18,578 AI implementation keywords into 881 topic clusters and 27 pillars, with volume, CPC, difficulty, AI Overview and People Also Ask rates.
- AI Training and Consulting Cost Scenario BenchmarksContains 1,722 scenario rows derived from published Paloren cost estimation tools, with inputs, monthly hours and value outputs.
- AI Time Savings by Role and Workflow ScenarioProvides 7,226 rows of monthly time-savings projections for chatbot, CRM, agent workflow and receptionist role archetypes.
ORCID
Aaron's ORCID profile is 0009-0006-4380-2742. It provides a persistent identifier for the published research and connects it to other work under the same author identity.
Observable notebooks
The Paloren calculators are published as Observable notebooks. The cost and time figures used in the datasets were generated from these tools, so the assumptions and formulas remain inspectable.