AI Business Context: The Missing Layer Behind Strategic Visibility in LLMs
LLMs often misrepresent or ignore brands. Build consistent entity context—schema, terminology, proof, and citations—to improve AI visibility and accuracy.
B2B Marketing Budget Benchmarks (2026): Spend Ranges + Allocation Templates
Practical 2026 B2B marketing budget benchmarks, allocation templates, and a bottom-up budgeting method to align spend with revenue, CAC, and LTV.
