Step 1: Define Your AI Competitive Set
Your AI competitors aren't necessarily the same as your market competitors. In AI responses, the competitive set is determined by which brands the AI associates with your category — and this can include surprises. Legacy brands with strong web presence might dominate AI recommendations despite having inferior products. Adjacent-category tools might appear in your space because AI models draw broad associations.
Start by identifying competitors across three tiers:
- Direct competitors: Brands offering the same core product in your category. These are the brands you'd expect to see in "best [category] tools" prompts.
- Indirect competitors: Brands from adjacent categories that AI models might recommend as alternatives. If you sell a specialized CRM for real estate, AI might also recommend general CRMs like HubSpot or Salesforce.
- Surprising competitors: Brands you wouldn't consider competitors but that AI consistently mentions alongside your category. Discover these by running category prompts and noting unexpected mentions.
Run 20–30 category-relevant prompts across ChatGPT, Claude, Perplexity, and Gemini. Record every brand mentioned. The brands that appear most frequently — whether expected or not — are your AI competitive set.
Step 2: Measure Share of Voice
Share of voice (SOV) is the core metric for AI competitive intelligence. It tells you what percentage of relevant AI conversations include your brand versus competitors.
To calculate SOV, define a prompt set of 30–50 prompts representing how your target audience queries AI assistants. For each prompt, run it on each platform and record which brands appear. Then calculate:
SOV = (Number of prompts where your brand appears / Total category prompts) × 100
Track SOV by platform, because the competitive dynamics differ. A competitor might dominate ChatGPT due to strong Wikipedia presence but be weak on Perplexity because their robots.txt blocks PerplexityBot.
| Metric | What It Tells You | Action Trigger |
|---|---|---|
| Overall SOV | Your general AI visibility relative to competitors | Below 20% — urgent remediation needed |
| Platform SOV | Platform-specific competitive position | Platform gap >20% vs overall SOV — platform-specific issue |
| SOV Trend | Whether you're gaining or losing ground | Declining trend over 4+ weeks — investigate cause |
| Top-position rate | How often you're mentioned first (most prominent) | High SOV but low top-position — need to strengthen authority |
Step 3: Analyze Competitor Positioning
Knowing that a competitor appears in AI responses is table stakes. Understanding how they appear — what the AI says about them, how they're described, and in what context — reveals their positioning strategy and your opportunities.
For each top competitor, analyze these dimensions in AI responses:
- Description accuracy: Is the AI's description of the competitor accurate and current? Outdated descriptions suggest weak recent presence.
- Category association: Which topics and categories does the AI associate with the competitor? This reveals their semantic territory.
- Strengths cited: What does the AI say the competitor is good at? These are the semantic signals they've successfully built.
- Weaknesses or gaps: What topics in your category does the AI not associate with the competitor? These are opportunity areas for your brand.
- Source attribution: On Perplexity, which competitor pages are cited most often? This reveals which content is earning them visibility.
Step 4: Identify Content and Authority Gaps
Compare your content footprint to competitors'. For each topic in your semantic territory, check: Does the competitor have a dedicated page? Is their content more comprehensive, more recent, or more authoritative? Are they earning citations from third-party sources you haven't tapped?
Common gaps that explain competitive disadvantage:
- Content depth: Competitor has a 3,000-word definitive guide; you have a 500-word blog post. AI models associate depth with authority.
- Third-party mentions: Competitor is mentioned in 15 industry articles; you're mentioned in 3. More independent sources = stronger AI knowledge.
- Review presence: Competitor has 200+ G2 reviews; you have 12. Review platforms are heavily represented in training data.
- Wikipedia: Competitor has a Wikipedia article; you don't. This single factor can explain a large SOV gap.
- Technical access: Competitor allows all AI crawlers; your robots.txt blocks some. Check competitor robots.txt files to compare access policies.
Step 5: Build a Competitive Response Playbook
With competitive intelligence in hand, build specific response strategies for each gap. Not all gaps are worth closing — prioritize based on impact and feasibility.
High-impact, quick responses: If a competitor's AI visibility advantage comes from technical access (they allow AI crawlers and you don't), fix your robots.txt immediately. If they have more complete directory profiles, update yours this week. These are parity plays that eliminate easy advantages.
Medium-impact, medium-term responses: If a competitor dominates specific topic areas, create superior content on those topics. If they have more third-party mentions, prioritize PR and earned media in your next quarter's plan.
Strategic positioning moves: Rather than competing head-to-head on topics where a competitor is dominant, identify underserved sub-topics or emerging categories where you can establish first-mover semantic authority. It's easier to own a niche than to displace an incumbent from a broad category.
Step 6: Set Up Continuous Competitive Monitoring
AI competitive dynamics shift frequently. Models retrain, competitors publish new content, and platform algorithms evolve. A one-time competitive analysis becomes stale within weeks.
Presenc AI provides continuous competitive monitoring across all major AI platforms. The platform tracks share of voice for your brand and specified competitors, alerts you when a new competitor enters your category prompts, shows how competitor positioning changes over time, and reveals which competitor actions (new content, PR coverage, technical changes) correlate with visibility gains. This continuous intelligence turns competitive monitoring from a quarterly project into a live strategic advantage.
Set up weekly competitive reviews where you examine SOV trends, investigate any significant changes, and adjust your GEO strategy based on competitive movements. The brands that monitor and respond fastest will win the AI visibility race.