Original research
Research designed to be reproduced, challenged, and cited.
UbiGrowth separates observed evidence from modeled scenarios. Benchmark values are published only when their source, population, period, and calculation can be reproduced.
Research report
2026 SMB AI Adoption Report
A first-party research framework for measuring how small and midsize businesses move from AI experimentation to repeatable operating outcomes.
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Research report
2026 AI Operating System Report
A research framework for evaluating context, tools, workflow state, controls, and measurable outcomes as one operating system.
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Research report
2026 CRM Migration Benchmark
A reproducible benchmark framework for CRM migrations based on data mapping, workflow dependencies, integrations, validation, and rollback readiness.
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Research report
2026 Workflow Automation Report
A measurement framework for workflow automation focused on completion, cycle time, exceptions, intervention, and recovery.
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Research report
2026 Business AI State of the Market
A source-disciplined framework for tracking the market shift from isolated AI tools toward connected, governed business execution.
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