
Category definition
Comparison dominance
Alternatives positioning
AI citation and summaries
Pre-demo framing
Not traffic.
Not impressions.
Not surface-level rankings.
We optimize for selection.

We weren’t losing on product — we were losing before the demo.
After fixing our category and comparison positioning, we started showing up where buyers actually decide. The quality of inbound conversations improved immediately.
Prospects were coming in already comparing us correctly instead of lumping us with the wrong tools. Sales cycles shortened because education was already done.
The audit showed us exactly why AI and comparison pages misunderstood our product. No fluff, just uncomfortable clarity — which is what we needed.
Buyer visibility means showing up in the queries and summaries buyers use to evaluate tools — especially comparisons and “best software” searches.
Yes. SEO focuses on traffic. Buyer visibility focuses on influencing evaluation and shortlisting decisions.
Yes. When prospects arrive pre-framed correctly, sales conversations move faster and close rates improve.
Yes. Many SaaS companies publish consistently but still lose evaluation-stage influence. We align your content with buyer decision queries — especially comparisons, alternatives, and “best tools for” searches — so existing content works harder at the shortlisting stage.
We analyze category search behavior, competitor positioning, and high-intent queries that influence consideration. The focus isn’t volume — it’s impact on evaluation and deal flow.
That’s common. We identify where they control the narrative and show you how to reframe positioning strategically — not just compete for rankings, but influence how buyers interpret differences.
This applies to Google, AI overviews, and LLM-based tools that summarize vendors and categories. The goal is consistent framing across all answer engines, not chasing one platform.
We track visibility in category queries, comparison queries, AI summaries, branded alternatives searches, and qualitative improvements in demo conversations and close rates.