Abhord Quickstart Guide (February 2026 Refresh)

Welcome to Abhord—your GEO/AEO layer for understanding how large language models talk about your brand, category, and competitors. This refreshed edition adds updated practices for multi‑LLM coverage, improved sampling, and clearer action paths from insights to outcomes.

What’s new in this edition

• Broader LLM panel guidance: prioritize a balanced panel (frontier + open‑source) and weight share of voice by estimated market reach rather than raw counts.
• Stronger methodology: use aspect‑based sentiment and “evidence‑aware” prompting to reduce fabricated or low‑confidence mentions.
• Cleaner measurement: normalize for de‑duplication and show confidence intervals when sample sizes are small.