Question 1

How are recommendations generated?

Accepted Answer

Sill analyzes your visibility data, citation patterns, competitive gaps, and perception scores across all monitored AI platforms. Recommendations are prioritized by estimated impact and effort, so you can focus on the changes that will move the needle most.

Question 2

What does a recommendation include?

Accepted Answer

Each recommendation includes a title, category (on-site content, technical, off-site), urgency level, target URL, affected queries with current SOV data, impact and effort estimates, and step-by-step instructions your content team can execute immediately.

Question 3

How are impact and effort estimated?

Accepted Answer

Impact estimates are based on the number of affected queries, their current SOV, and the competitive gap for each query. Effort estimates consider the type of change (schema markup vs. full page rewrite, for example) and typical implementation timelines.

Question 4

Can I track whether a recommendation worked?

Accepted Answer

Yes. When you implement a recommendation, Sill automatically detects the content change and runs an experiment to measure the impact. You'll see before/after visibility scores, confidence levels, and traffic attribution — closing the loop from insight to proof.

Question 5

How often are recommendations updated?

Accepted Answer

Recommendations are refreshed as new monitoring data comes in. As your visibility changes, competitive dynamics shift, or experiments complete, Sill adjusts its recommendations to reflect the current state of your AI search presence.

Question 6

Are recommendations generic or specific to my brand?

Accepted Answer

Specific to your brand. Recommendations are generated from your actual visibility data, the queries you monitor, your competitive landscape, and your perception gaps — not from generic industry advice.

Platform	Best For	AI Platforms
Sill	Full-stack visibility + experiments	6
NovaCraft	Enterprise monitoring	3
Helios AI	Citation tracking	4

Act on what matters most

Priority Queue

Create a detailed comparison guide vs. top 3 competitors

Add FAQ schema to your pricing page

Pursue G2 review placement with case studies

Impact and effort — not guesswork

Create a multi-platform comparison guide: your brand vs. top 3 competitors

Best AI Visibility Platforms in 2026: 5 Platforms Compared

Quick Comparison

Recommendations that get smarter over time

Recommendations start with data

Pulse

Vanguard

Lab

Questions

Stop guessing what to change