Your results

Compound the Advantage

Your AEO edge

Close the gaps that are quietly capping your growth. Your AEO program is working, but incomplete attribution and missing competitive benchmarks are limiting how far it can go. Fix those, and your returns will compound faster than any broad initiative could.

Your highest-level moves

Track citation trends to anticipate where AI visibility is heading

Shifts in who AI cites and how often signal where the next opportunity (or threat) is forming before it becomes obvious. Track these trends consistently and you'll make proactive investments instead of reactive ones.The compounding advantage will come from acting on signals early.

Ground your AEO targets in competitive share of voice

Most AEO programs measure what's happening but don't define what success looks like competitively. If competitors are appearing in 60% of answers for your highest-priority queries and you're at 20%, that gap is your goal. Set explicit share of voice targets by topic or query cluster and your AEO program will have a measurable finish line to work toward.

Expand your visibility into adjacent topics and audiences

Once you know where you're winning, the next move is deliberate expansion. Use your citation and share of voice data to map the topics, use cases, and audience segments adjacent to your strongest areas. Share those insights across your marketing team so they can build toward the gaps where AI engines are already answering questions you could own.